LinkedIn_scraper_with_Selenium.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from selenium import webdriver\n",
    "from selenium.webdriver.common.by import By\n",
    "from selenium.webdriver.common.keys import Keys\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['data', 'scientist', 'artificial', 'intelligence', 'ai']\n"
     ]
    }
   ],
   "source": [
    "user_input_job_title = input('Enter Job Titles (with comma separated):').split()\n",
    "print(user_input_job_title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data%2C%20scientist%2C%20artificial%2C%20intelligence%2C%20ai\n"
     ]
    }
   ],
   "source": [
    "b = []\n",
    "for i in user_input_job_title:\n",
    "    x = i.split()\n",
    "    y = '%20'.join(x)\n",
    "    b.append(y)\n",
    "\n",
    "job_title = '%2C%20'.join(b)\n",
    "print(job_title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "https://in.linkedin.com/jobs/search?keywords=data%2C%20scientist%2C%20artificial%2C%20intelligence%2C%20ai&location=India&locationId=&geoId=102713980&f_TPR=r604800&position=1&pageNum=0\n"
     ]
    }
   ],
   "source": [
    "link = f\"https://in.linkedin.com/jobs/search?keywords={job_title}&location=India&locationId=&geoId=102713980&f_TPR=r604800&position=1&pageNum=0\"\n",
    "print(link)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver = webdriver.Chrome()\n",
    "driver.maximize_window()\n",
    "\n",
    "driver.get(link)\n",
    "driver.implicitly_wait(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in range(0,2):\n",
    "    driver.execute_script(\"window.scrollTo(0, document.body.scrollHeight);\")\n",
    "    time.sleep(5)\n",
    "\n",
    "    try:\n",
    "        x = driver.find_element(by=By.CSS_SELECTOR, value=\"button[aria-label='See more jobs']\").click()\n",
    "        time.sleep(3)\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['nasscom', 'Deloitte', 'L&T Technology Services', 'Predis.ai', 'Api Logistics', 'E2E Networks Limited', 'Sony Pictures Networks India', 'Factspan', 'MakeMyTrip', 'Google', 'Jupiter AI Labs ✔', 'Persistent Systems', 'CodeRoofs IT Solutions', 'Xenspire', 'Unicorn Metric AI', 'LENS Corporation', 'Qualcomm', 'Intellect Design Arena Ltd', 'Connect Tech+Talent', 'CloudMoyo', 'Infosys', 'LatentView Analytics', 'HARMAN International', 'MakeMyTrip', 'Fulcrum Digital Inc', 'Shree Cement Ltd.', 'Scaletorch.ai', 'Deloitte', 'Zacks Investment Research', 'bluCognition', 'Fulcrum Digital Inc', 'Enterpret', 'LTIMindtree', 'ACN Infotech (India) Pvt. Ltd.', 'HealthifyMe', 'IBM', 'Partify AI', 'Viga Entertainment Technology', 'Neoma', 'Microsoft', 'CyberSealAI', 'IBM', 'Hyperhire', 'Level AI', 'klimbB', 'IBM', 'Microsoft', 'LTIMindtree', 'LTIMindtree', 'LTIMindtree', 'LTIMindtree', 'LTIMindtree', 'Unilever', 'LTIMindtree', 'Roku Inc.', 'MapOut', 'Tata Consultancy Services', 'Techfastic', 'Quantium', 'Simplismart', 'AjnaLens', 'Quantiphi', 'Quantiphi', 'LTIMindtree', 'IBM', 'Neoma', 'IBM', 'Dew Software', 'IBM', 'Fusion Plus Solutions Inc', 'VIZON', 'Singular Intelligence', 'LTIMindtree', 'A.P. Moller - Maersk', 'Epiq']\n"
     ]
    }
   ],
   "source": [
    "company_name = []\n",
    "\n",
    "try:\n",
    "    company = driver.find_elements(by=By.CSS_SELECTOR, value='h4[class=\"base-search-card__subtitle\"]')\n",
    "    for i in company:\n",
    "        company_name.append(i.text)\n",
    "\n",
    "except:\n",
    "    pass\n",
    "\n",
    "print(company_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Artificial Intelligence (AI)', 'Data Scientist', 'Data Scientist', 'Data Science', 'Artificial Intelligence (AI)', 'Artificial Intelligence (AI)', 'Data Scientist, Digital Business', 'Data Scientist', 'Senior/Lead Data Scientist', 'Business Data Scientist, Machine Learning', 'Machine Learning Engineer', 'Senior Data Scientist', 'Generative Artificial Intelligence (AI)', 'AI/ML- Python Engineer', 'Machine Learning Engineer', 'Artificial Intelligence Researcher', 'Engineer - AI ML', 'Machine Learning Engineer', 'Senior Data Scientist (Battery Industry)', 'Data Scientist', 'Data Analyst', 'AI Application Developer', 'Data Scientist', 'Principal Data Scientist', 'ML Engineer', 'Data Scientist', 'AI Researcher (Computer Vision)', 'Data Science Consultant', 'Machine Learning Engineer', 'Machine Learning Engineer', 'ML Engineer', 'Machine Learning Engineer', 'AI/ML with Azure', 'Data Scientist', 'Machine Learning Engineer', 'Data Scientist: Artificial Intelligence', 'AI/ML Developer Intern', 'AI Engineer', 'Machine Learning Engineer', 'Senior Data Scientist', 'Machine Learning & AI Specialist (IIT)', 'Data Scientist: Artificial Intelligence', 'Artificial Intelligence Researcher', 'Machine Learning Engineer (Speech) - AI (Remote,India)', 'Principal Data Scientist - AI / ML BI (up to 40 LPA)', 'Data Scientist: Artificial Intelligence', 'Senior Data Scientist', 'Machine Learning Ops Engineer', 'NLP & Chat GPT', 'Data Science+ GCP', 'Data Science+ GCP', 'Data Science+ GCP', 'Assistant Manager - Data Science', 'Data Science+ GCP', 'Sr. Software Engineer - Machine Learning', 'Machine Learning Engineer', 'Machine Learning Engineer', 'Data Scientist', 'Senior Machine Learning Engineer', 'Machine Learning Engineer', 'Data Scientist', 'Machine Learning Engineer - NLP', 'Machine Learning Engineer - NLP', 'AI/ML with Azure', 'Data Scientist: Advanced Analytics', 'AI/ML Programmer', 'Data Scientist: Advanced Analytics', 'Machine Learning Engineer/SRE', 'Data Scientist: Advanced Analytics', 'Machine learning & artificial Intelligence', 'AI Developer', 'Senior Data Scientist', 'AI/ML with Azure', 'Data Product Lead - Machine Learning', 'Sr AI/ML Consultant']\n"
     ]
    }
   ],
   "source": [
    "\n",
    "job_title = []\n",
    "\n",
    "try:\n",
    "    title = driver.find_elements(by=By.CSS_SELECTOR, value='h3[class=\"base-search-card__title\"]')\n",
    "    for i in title:\n",
    "        job_title.append(i.text)\n",
    "\n",
    "except:\n",
    "    pass\n",
    "\n",
    "print(job_title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Noida, Uttar Pradesh, India', 'Gurugram, Haryana, India', 'Hyderabad, Telangana, India', 'Pune, Maharashtra, India', 'Gurgaon, Haryana, India', 'Delhi, India', 'Bengaluru, Karnataka, India', 'Bengaluru, Karnataka, India', 'Bengaluru, Karnataka, India', 'Bengaluru, Karnataka, India', 'Bengaluru, Karnataka, India', 'Pune, Maharashtra, India', 'Sahibzada Ajit Singh Nagar, Punjab, India', 'Hyderabad, Telangana, India', 'India', 'Gurugram, Haryana, India', 'Hyderabad, Telangana, India', 'Pune, Maharashtra, India', 'Hyderabad, Telangana, India', 'Pune, Maharashtra, India', 'Bengaluru East, Karnataka, India', 'Chennai, Tamil Nadu, India', 'Bengaluru, Karnataka, India', 'Bengaluru, Karnataka, India', 'Mumbai, Maharashtra, India', 'Kolkata, West Bengal, India', 'India', 'Gurugram, Haryana, India', 'Kolkata, West Bengal, India', 'India', 'Mumbai, Maharashtra, India', 'Bengaluru, Karnataka, India', 'Bengaluru, Karnataka, India', 'Hyderabad, Telangana, India', 'Bengaluru, Karnataka, India', 'Hyderabad, Telangana, India', 'India', 'Bengaluru, Karnataka, India', 'India', 'Bengaluru, Karnataka, India', 'India', 'Hyderabad, Telangana, India', 'India', 'India', 'Bengaluru, Karnataka, India', 'Hyderabad, Telangana, India', 'Mumbai, Maharashtra, India', 'Bengaluru, Karnataka, India', 'Pune, Maharashtra, India', 'Pune, Maharashtra, India', 'Mumbai, Maharashtra, India', 'Hyderabad, Telangana, India', 'Bengaluru, Karnataka, India', 'Bengaluru, Karnataka, India', 'Bengaluru, Karnataka, India', 'India', 'Bengaluru, Karnataka, India', 'India', 'Hyderabad, Telangana, India', 'Bengaluru, Karnataka, India', 'Thane, Maharashtra, India', 'Mumbai, Maharashtra, India', 'Mumbai, Maharashtra, India', 'Chennai, Tamil Nadu, India', 'Gurgaon, Haryana, India', 'India', 'Gurgaon, Haryana, India', 'Mumbai, Maharashtra, India', 'Gurgaon, Haryana, India', 'Hyderabad, Telangana, India', 'Dehradun, Uttarakhand, India', 'Bengaluru, Karnataka, India', 'Coimbatore, Tamil Nadu, India', 'Bengaluru, Karnataka, India', 'Hyderabad, Telangana, India']\n"
     ]
    }
   ],
   "source": [
    "company_location = []\n",
    "\n",
    "try:\n",
    "    location = driver.find_elements(by=By.CSS_SELECTOR, value='span[class=\"job-search-card__location\"]')\n",
    "    for i in location:\n",
    "        company_location.append(i.text)\n",
    "\n",
    "except:\n",
    "    pass\n",
    "\n",
    "print(company_location)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['https://in.linkedin.com/jobs/view/artificial-intelligence-ai-at-nasscom-3775137519?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=tIIHxWA8tlGFmgU1MGBbpQ%3D%3D&position=1&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-at-deloitte-3769279295?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=V1WsNRc58GvBk7auB%2FKsyw%3D%3D&position=2&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-at-l-t-technology-services-3767553599?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=ZIbaag6Y46gRRLftn3vpFQ%3D%3D&position=3&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-science-at-predis-ai-3775621176?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=0HQpUWgxam%2F0xV1ukpEcpg%3D%3D&position=4&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/artificial-intelligence-ai-at-api-logistics-3775135785?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=gHlkHtkA61GpIwctphtUoA%3D%3D&position=5&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/artificial-intelligence-ai-at-e2e-networks-limited-3776977208?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=fqeNZz9ofq7yszds72vw%2FA%3D%3D&position=6&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-digital-business-at-sony-pictures-networks-india-3776752226?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=ro2SZIXOxz8jXY%2BpYvfkjA%3D%3D&position=7&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-at-factspan-3773099421?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=zml1CQ7VBx2LhdcwmqY2%2Fg%3D%3D&position=8&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/senior-lead-data-scientist-at-makemytrip-3775206966?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=BpwORRecD4ElN4ikRtlXLA%3D%3D&position=9&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/business-data-scientist-machine-learning-at-google-3757566274?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=GjF5NcJtZVQ%2BbrAH5WmP5g%3D%3D&position=10&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-engineer-at-jupiter-ai-labs-%E2%9C%94-3774484696?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=fqz1d2aH3Hia%2Fjd8GHW%2FSw%3D%3D&position=11&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/senior-data-scientist-at-persistent-systems-3767577121?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=i7Fj%2BdTM9QYeNAmPbd4QNQ%3D%3D&position=12&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/generative-artificial-intelligence-ai-at-coderoofs-it-solutions-3775140084?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=n05H%2BvlRpxM5pKsjT7X4lg%3D%3D&position=13&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/ai-ml-python-engineer-at-xenspire-3776742509?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=oqPHDohDLtJwrH0PJ2JdAg%3D%3D&position=14&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-engineer-at-unicorn-metric-ai-3778195254?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=oQwTNQ8eAals8HEXWjvWJA%3D%3D&position=15&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/artificial-intelligence-researcher-at-lens-corporation-3772656078?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=7XGPeivl3BGGdwu%2FltrCnw%3D%3D&position=16&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/engineer-ai-ml-at-qualcomm-3775138234?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=9%2Bfell6tv5M0F32ISdxrmw%3D%3D&position=17&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-engineer-at-intellect-design-arena-ltd-3768779927?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=nKLWdEtof9DSOyzQDLzqsQ%3D%3D&position=18&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/senior-data-scientist-battery-industry-at-connect-tech%2Btalent-3731597862?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=dx3f7j%2FhYaxwRkRYYV%2BIdw%3D%3D&position=19&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-at-cloudmoyo-3687680963?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=%2B3tNPUeDHOpXJA8Lr8i1fw%3D%3D&position=20&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-analyst-at-infosys-3730479042?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=rsloG%2B06seG4KHVKBUX7Cg%3D%3D&position=21&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/ai-application-developer-at-latentview-analytics-3767582937?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=n4AnMS1Emo0FDDIHMU0TgQ%3D%3D&position=22&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-at-harman-international-3723397941?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=PcVDZDSG12a2kMcthdn0bw%3D%3D&position=23&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/principal-data-scientist-at-makemytrip-3775206535?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=NAE5MMW5Og4ystZ6cI2FIA%3D%3D&position=24&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/ml-engineer-at-fulcrum-digital-inc-3776970598?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=4XWtskgxnCxUE0pbNw45Sw%3D%3D&position=25&pageNum=0&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-at-shree-cement-ltd-3759027790?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=zcTi514r5y%2B5JkMwjCv4NQ%3D%3D&position=1&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/ai-researcher-computer-vision-at-scaletorch-ai-3767554374?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=vY2sBTOjGlrtAnEIkgfyYA%3D%3D&position=2&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-science-consultant-at-deloitte-3769276495?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=WmyB9lhjDVfHN4%2BQPcTxYg%3D%3D&position=3&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-engineer-at-zacks-investment-research-3755740131?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=tMNPLaApxDDQkRSa0G0h5w%3D%3D&position=4&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-engineer-at-blucognition-3755450300?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=i2OTulqMm1aKugPR6PVXJA%3D%3D&position=5&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/ml-engineer-at-fulcrum-digital-inc-3776967920?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=WDEgQDaEUTMNG1WoBLAjng%3D%3D&position=6&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-engineer-at-enterpret-3774380362?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=dehHpST1OKhbG%2FSG2OA1rQ%3D%3D&position=7&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/ai-ml-with-azure-at-ltimindtree-3769036429?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=jLHQLP5aAtYChMgk7cD9Zg%3D%3D&position=8&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-at-acn-infotech-india-pvt-ltd-3766934523?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=%2BC62ajHy3yj1JlVjvnlCJA%3D%3D&position=9&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-engineer-at-healthifyme-3776045890?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=w4ysruw1XcGyTeRhuWEH5w%3D%3D&position=10&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-artificial-intelligence-at-ibm-3739945752?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=yCy3ZRoxV1W3XuzRwkJrGQ%3D%3D&position=11&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/ai-ml-developer-intern-at-partify-ai-3773024910?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=oJmwgizunhxhVjxinkiwHA%3D%3D&position=12&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/ai-engineer-at-viga-entertainment-technology-3776744195?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=ib4WDL5pnA19dnLvP8VYkw%3D%3D&position=13&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-engineer-at-neoma-3773042802?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=EjpBxec25ItCOhRSSJWXSA%3D%3D&position=14&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/senior-data-scientist-at-microsoft-3673331456?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=hdQPVUrsXV3RKl5oWraVyA%3D%3D&position=15&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-ai-specialist-iit-at-cybersealai-3766232238?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=47FkyKD2pwI8bFQhwaGJlg%3D%3D&position=16&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-artificial-intelligence-at-ibm-3739946231?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=%2BXJkcAeRoFX4OUrvA%2F0Afw%3D%3D&position=17&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/artificial-intelligence-researcher-at-hyperhire-3773093676?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=r%2BTmUJSbw2%2FWQd94rv9rBw%3D%3D&position=18&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-engineer-speech-ai-remote-india-at-level-ai-3774966323?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=p4GRU5H5J0UhPD5NySYQmw%3D%3D&position=19&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/principal-data-scientist-ai-ml-bi-up-to-40-lpa-at-klimbb-3773502037?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=KKcwWKMr9cfzh3vKoggchQ%3D%3D&position=20&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-artificial-intelligence-at-ibm-3739945751?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=NSj2I0ddVbx0NVQW7bFZXA%3D%3D&position=21&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/senior-data-scientist-at-microsoft-3673115406?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=eNXNmAN9IEEKUrDKRAAV0Q%3D%3D&position=22&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-ops-engineer-at-ltimindtree-3777564009?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=p%2B5EV5YvkFzYq7SqXohC8w%3D%3D&position=23&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/nlp-chat-gpt-at-ltimindtree-3772965413?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=6dRGFWM5mwYNEqNJ%2FVvQVQ%3D%3D&position=24&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-science%2B-gcp-at-ltimindtree-3766955338?refId=5mLckH618SAHjLoK0FQV3Q%3D%3D&trackingId=0bRNgoQw5t3OVa9wPU1oSg%3D%3D&position=25&pageNum=1&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-science%2B-gcp-at-ltimindtree-3766954376?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=IJW10tBUZza%2FX52w7VQS8g%3D%3D&position=1&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-science%2B-gcp-at-ltimindtree-3766957094?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=O2tHq%2Fn5LP%2FZRFKVWm8Z6A%3D%3D&position=2&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/assistant-manager-data-science-at-unilever-3774783891?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=oZQK64V%2BNsLWd6TxxCZHng%3D%3D&position=3&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-science%2B-gcp-at-ltimindtree-3766955395?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=%2BH26NrGaYLPZrrmf1uNXLQ%3D%3D&position=4&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/sr-software-engineer-machine-learning-at-roku-inc-3776116287?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=kGIthz68rrMIAelJ9aJqkg%3D%3D&position=5&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-engineer-at-mapout-3774365743?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=8O%2F62VZEL7qwwqMvzfrSgQ%3D%3D&position=6&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-engineer-at-tata-consultancy-services-3767591125?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=ZZFZIcRV1thtuRhyDUIxvQ%3D%3D&position=7&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-at-techfastic-3769076409?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=gO7waXoDBeBFF6x%2FfKSxMQ%3D%3D&position=8&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/senior-machine-learning-engineer-at-quantium-3675003650?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=8bP09eqBMiCppjCy5Bcb%2FQ%3D%3D&position=9&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-engineer-at-simplismart-3773307335?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=CmhDiQ1cfRAstAEpODg%2F%2Fg%3D%3D&position=10&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-at-ajnalens-3742204510?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=Fw6t5JT2di9NFIc087ViTw%3D%3D&position=11&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-engineer-nlp-at-quantiphi-3777501193?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=2Ar1jtFzmzGrJSj1jWg6fg%3D%3D&position=12&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-engineer-nlp-at-quantiphi-3777500405?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=v87TNXw%2BpkX1MqyfrtRHGg%3D%3D&position=13&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/ai-ml-with-azure-at-ltimindtree-3766962969?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=U%2FF2cAfwN65pDV%2Bi49hnkA%3D%3D&position=14&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-advanced-analytics-at-ibm-3739945748?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=MwTqZIiJkiYESyfOI1KtCA%3D%3D&position=15&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/ai-ml-programmer-at-neoma-3773022866?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=hULaxedPgh1%2BPosg8tkgDA%3D%3D&position=16&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-advanced-analytics-at-ibm-3739460541?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=cj8gBO2%2FN6F9t4iiU0BbgQ%3D%3D&position=17&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-engineer-sre-at-dew-software-3776954462?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=wMyNXT5mzntOYO3RawcRQQ%3D%3D&position=18&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-scientist-advanced-analytics-at-ibm-3739945749?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=c%2BnY4n3aZ7elMNA1EdAmMA%3D%3D&position=19&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/machine-learning-artificial-intelligence-at-fusion-plus-solutions-inc-3768011810?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=Q85Pn70cybeMsWJ935v9ew%3D%3D&position=20&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/ai-developer-at-vizon-3775140224?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=CkLo8%2BQbJ%2BUyJDYTQZr17g%3D%3D&position=21&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/senior-data-scientist-at-singular-intelligence-3770111690?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=GpXPtM3Io5Q2GHjNKepuYQ%3D%3D&position=22&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/ai-ml-with-azure-at-ltimindtree-3769039244?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=zIVAWnuVHpElubaYw3GnDg%3D%3D&position=23&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/data-product-lead-machine-learning-at-a-p-moller-maersk-3774356719?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=l8OO7D68VUZtXd%2Fkww%2FkhA%3D%3D&position=24&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/sr-ai-ml-consultant-at-epiq-3772999318?refId=q968GdRJznBjPlP%2B8DbrzA%3D%3D&trackingId=994whamnLqENYogIT5Lj5Q%3D%3D&position=25&pageNum=2&trk=public_jobs_jserp-result_search-card', 'https://in.linkedin.com/jobs/view/artificial-intelligence-ai-at-nasscom-3775137519?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=tIIHxWA8tlGFmgU1MGBbpQ%3D%3D&trk=public_jobs_topcard-title']\n"
     ]
    }
   ],
   "source": [
    "job_url = []\n",
    "\n",
    "try:\n",
    "    url = driver.find_elements(by=By.XPATH, value='//a[contains(@href, \"/jobs/\")]')\n",
    "    for i in url:\n",
    "        job_url.append(i.get_attribute('href'))\n",
    "\n",
    "except:\n",
    "    pass\n",
    "\n",
    "print(job_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Company Name</th>\n",
       "      <th>Job Title</th>\n",
       "      <th>Location</th>\n",
       "      <th>Website URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nasscom</td>\n",
       "      <td>Artificial Intelligence (AI)</td>\n",
       "      <td>Noida, Uttar Pradesh, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/artificial-i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Deloitte</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Gurugram, Haryana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>L&amp;T Technology Services</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Hyderabad, Telangana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Predis.ai</td>\n",
       "      <td>Data Science</td>\n",
       "      <td>Pune, Maharashtra, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-science...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Api Logistics</td>\n",
       "      <td>Artificial Intelligence (AI)</td>\n",
       "      <td>Gurgaon, Haryana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/artificial-i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>VIZON</td>\n",
       "      <td>AI Developer</td>\n",
       "      <td>Dehradun, Uttarakhand, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/ai-developer...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Singular Intelligence</td>\n",
       "      <td>Senior Data Scientist</td>\n",
       "      <td>Bengaluru, Karnataka, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/senior-data-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>LTIMindtree</td>\n",
       "      <td>AI/ML with Azure</td>\n",
       "      <td>Coimbatore, Tamil Nadu, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/ai-ml-with-a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>A.P. Moller - Maersk</td>\n",
       "      <td>Data Product Lead - Machine Learning</td>\n",
       "      <td>Bengaluru, Karnataka, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-product...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Epiq</td>\n",
       "      <td>Sr AI/ML Consultant</td>\n",
       "      <td>Hyderabad, Telangana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/sr-ai-ml-con...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>75 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Company Name                             Job Title  \\\n",
       "0                   nasscom          Artificial Intelligence (AI)   \n",
       "1                  Deloitte                        Data Scientist   \n",
       "2   L&T Technology Services                        Data Scientist   \n",
       "3                 Predis.ai                          Data Science   \n",
       "4             Api Logistics          Artificial Intelligence (AI)   \n",
       "..                      ...                                   ...   \n",
       "70                    VIZON                          AI Developer   \n",
       "71    Singular Intelligence                 Senior Data Scientist   \n",
       "72              LTIMindtree                      AI/ML with Azure   \n",
       "73     A.P. Moller - Maersk  Data Product Lead - Machine Learning   \n",
       "74                     Epiq                   Sr AI/ML Consultant   \n",
       "\n",
       "                         Location  \\\n",
       "0     Noida, Uttar Pradesh, India   \n",
       "1        Gurugram, Haryana, India   \n",
       "2     Hyderabad, Telangana, India   \n",
       "3        Pune, Maharashtra, India   \n",
       "4         Gurgaon, Haryana, India   \n",
       "..                            ...   \n",
       "70   Dehradun, Uttarakhand, India   \n",
       "71    Bengaluru, Karnataka, India   \n",
       "72  Coimbatore, Tamil Nadu, India   \n",
       "73    Bengaluru, Karnataka, India   \n",
       "74    Hyderabad, Telangana, India   \n",
       "\n",
       "                                          Website URL  \n",
       "0   https://in.linkedin.com/jobs/view/artificial-i...  \n",
       "1   https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "2   https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "3   https://in.linkedin.com/jobs/view/data-science...  \n",
       "4   https://in.linkedin.com/jobs/view/artificial-i...  \n",
       "..                                                ...  \n",
       "70  https://in.linkedin.com/jobs/view/ai-developer...  \n",
       "71  https://in.linkedin.com/jobs/view/senior-data-...  \n",
       "72  https://in.linkedin.com/jobs/view/ai-ml-with-a...  \n",
       "73  https://in.linkedin.com/jobs/view/data-product...  \n",
       "74  https://in.linkedin.com/jobs/view/sr-ai-ml-con...  \n",
       "\n",
       "[75 rows x 4 columns]"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(company_name, columns=['Company Name'])\n",
    "df['Job Title'] = pd.DataFrame(job_title)\n",
    "df['Location'] = pd.DataFrame(company_location)\n",
    "df['Website URL'] = pd.DataFrame(job_url)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "def job_title_filter(x, user_input_job_title):\n",
    "    \n",
    "    s = [i.lower() for i in user_input_job_title]\n",
    "    suggestion = []\n",
    "    for i in s:\n",
    "        suggestion.extend(i.split())\n",
    "\n",
    "    s = x.split()\n",
    "    a = [i.lower() for i in s]\n",
    "    \n",
    "    intersection = list(set(suggestion).intersection(set(a)))\n",
    "    return x if len(intersection)>1 else np.nan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Company Name</th>\n",
       "      <th>Job Title</th>\n",
       "      <th>Location</th>\n",
       "      <th>Website URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nasscom</td>\n",
       "      <td>Artificial Intelligence (AI)</td>\n",
       "      <td>Noida, Uttar Pradesh, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/artificial-i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Deloitte</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Gurugram, Haryana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>L&amp;T Technology Services</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Hyderabad, Telangana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Api Logistics</td>\n",
       "      <td>Artificial Intelligence (AI)</td>\n",
       "      <td>Gurgaon, Haryana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/artificial-i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2E Networks Limited</td>\n",
       "      <td>Artificial Intelligence (AI)</td>\n",
       "      <td>Delhi, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/artificial-i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Factspan</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Bengaluru, Karnataka, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>MakeMyTrip</td>\n",
       "      <td>Senior/Lead Data Scientist</td>\n",
       "      <td>Bengaluru, Karnataka, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/senior-lead-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Persistent Systems</td>\n",
       "      <td>Senior Data Scientist</td>\n",
       "      <td>Pune, Maharashtra, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/senior-data-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>CodeRoofs IT Solutions</td>\n",
       "      <td>Generative Artificial Intelligence (AI)</td>\n",
       "      <td>Sahibzada Ajit Singh Nagar, Punjab, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/generative-a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>LENS Corporation</td>\n",
       "      <td>Artificial Intelligence Researcher</td>\n",
       "      <td>Gurugram, Haryana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/artificial-i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Connect Tech+Talent</td>\n",
       "      <td>Senior Data Scientist (Battery Industry)</td>\n",
       "      <td>Hyderabad, Telangana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/senior-data-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>CloudMoyo</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Pune, Maharashtra, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>HARMAN International</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Bengaluru, Karnataka, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>MakeMyTrip</td>\n",
       "      <td>Principal Data Scientist</td>\n",
       "      <td>Bengaluru, Karnataka, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/principal-da...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Shree Cement Ltd.</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Kolkata, West Bengal, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>ACN Infotech (India) Pvt. Ltd.</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Hyderabad, Telangana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>IBM</td>\n",
       "      <td>Data Scientist: Artificial Intelligence</td>\n",
       "      <td>Hyderabad, Telangana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Microsoft</td>\n",
       "      <td>Senior Data Scientist</td>\n",
       "      <td>Bengaluru, Karnataka, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/senior-data-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>IBM</td>\n",
       "      <td>Data Scientist: Artificial Intelligence</td>\n",
       "      <td>Hyderabad, Telangana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Hyperhire</td>\n",
       "      <td>Artificial Intelligence Researcher</td>\n",
       "      <td>India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/artificial-i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>klimbB</td>\n",
       "      <td>Principal Data Scientist - AI / ML BI (up to 4...</td>\n",
       "      <td>Bengaluru, Karnataka, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/principal-da...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>IBM</td>\n",
       "      <td>Data Scientist: Artificial Intelligence</td>\n",
       "      <td>Hyderabad, Telangana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Microsoft</td>\n",
       "      <td>Senior Data Scientist</td>\n",
       "      <td>Mumbai, Maharashtra, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/senior-data-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Techfastic</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>AjnaLens</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Thane, Maharashtra, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Fusion Plus Solutions Inc</td>\n",
       "      <td>Machine learning &amp; artificial Intelligence</td>\n",
       "      <td>Hyderabad, Telangana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/machine-lear...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Singular Intelligence</td>\n",
       "      <td>Senior Data Scientist</td>\n",
       "      <td>Bengaluru, Karnataka, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/senior-data-...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      Company Name  \\\n",
       "0                          nasscom   \n",
       "1                         Deloitte   \n",
       "2          L&T Technology Services   \n",
       "3                    Api Logistics   \n",
       "4             E2E Networks Limited   \n",
       "5                         Factspan   \n",
       "6                       MakeMyTrip   \n",
       "7               Persistent Systems   \n",
       "8           CodeRoofs IT Solutions   \n",
       "9                 LENS Corporation   \n",
       "10             Connect Tech+Talent   \n",
       "11                       CloudMoyo   \n",
       "12            HARMAN International   \n",
       "13                      MakeMyTrip   \n",
       "14               Shree Cement Ltd.   \n",
       "15  ACN Infotech (India) Pvt. Ltd.   \n",
       "16                             IBM   \n",
       "17                       Microsoft   \n",
       "18                             IBM   \n",
       "19                       Hyperhire   \n",
       "20                          klimbB   \n",
       "21                             IBM   \n",
       "22                       Microsoft   \n",
       "23                      Techfastic   \n",
       "24                        AjnaLens   \n",
       "25       Fusion Plus Solutions Inc   \n",
       "26           Singular Intelligence   \n",
       "\n",
       "                                            Job Title  \\\n",
       "0                        Artificial Intelligence (AI)   \n",
       "1                                      Data Scientist   \n",
       "2                                      Data Scientist   \n",
       "3                        Artificial Intelligence (AI)   \n",
       "4                        Artificial Intelligence (AI)   \n",
       "5                                      Data Scientist   \n",
       "6                          Senior/Lead Data Scientist   \n",
       "7                               Senior Data Scientist   \n",
       "8             Generative Artificial Intelligence (AI)   \n",
       "9                  Artificial Intelligence Researcher   \n",
       "10           Senior Data Scientist (Battery Industry)   \n",
       "11                                     Data Scientist   \n",
       "12                                     Data Scientist   \n",
       "13                           Principal Data Scientist   \n",
       "14                                     Data Scientist   \n",
       "15                                     Data Scientist   \n",
       "16            Data Scientist: Artificial Intelligence   \n",
       "17                              Senior Data Scientist   \n",
       "18            Data Scientist: Artificial Intelligence   \n",
       "19                 Artificial Intelligence Researcher   \n",
       "20  Principal Data Scientist - AI / ML BI (up to 4...   \n",
       "21            Data Scientist: Artificial Intelligence   \n",
       "22                              Senior Data Scientist   \n",
       "23                                     Data Scientist   \n",
       "24                                     Data Scientist   \n",
       "25         Machine learning & artificial Intelligence   \n",
       "26                              Senior Data Scientist   \n",
       "\n",
       "                                     Location  \\\n",
       "0                 Noida, Uttar Pradesh, India   \n",
       "1                    Gurugram, Haryana, India   \n",
       "2                 Hyderabad, Telangana, India   \n",
       "3                     Gurgaon, Haryana, India   \n",
       "4                                Delhi, India   \n",
       "5                 Bengaluru, Karnataka, India   \n",
       "6                 Bengaluru, Karnataka, India   \n",
       "7                    Pune, Maharashtra, India   \n",
       "8   Sahibzada Ajit Singh Nagar, Punjab, India   \n",
       "9                    Gurugram, Haryana, India   \n",
       "10                Hyderabad, Telangana, India   \n",
       "11                   Pune, Maharashtra, India   \n",
       "12                Bengaluru, Karnataka, India   \n",
       "13                Bengaluru, Karnataka, India   \n",
       "14                Kolkata, West Bengal, India   \n",
       "15                Hyderabad, Telangana, India   \n",
       "16                Hyderabad, Telangana, India   \n",
       "17                Bengaluru, Karnataka, India   \n",
       "18                Hyderabad, Telangana, India   \n",
       "19                                      India   \n",
       "20                Bengaluru, Karnataka, India   \n",
       "21                Hyderabad, Telangana, India   \n",
       "22                 Mumbai, Maharashtra, India   \n",
       "23                                      India   \n",
       "24                  Thane, Maharashtra, India   \n",
       "25                Hyderabad, Telangana, India   \n",
       "26                Bengaluru, Karnataka, India   \n",
       "\n",
       "                                          Website URL  \n",
       "0   https://in.linkedin.com/jobs/view/artificial-i...  \n",
       "1   https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "2   https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "3   https://in.linkedin.com/jobs/view/artificial-i...  \n",
       "4   https://in.linkedin.com/jobs/view/artificial-i...  \n",
       "5   https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "6   https://in.linkedin.com/jobs/view/senior-lead-...  \n",
       "7   https://in.linkedin.com/jobs/view/senior-data-...  \n",
       "8   https://in.linkedin.com/jobs/view/generative-a...  \n",
       "9   https://in.linkedin.com/jobs/view/artificial-i...  \n",
       "10  https://in.linkedin.com/jobs/view/senior-data-...  \n",
       "11  https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "12  https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "13  https://in.linkedin.com/jobs/view/principal-da...  \n",
       "14  https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "15  https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "16  https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "17  https://in.linkedin.com/jobs/view/senior-data-...  \n",
       "18  https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "19  https://in.linkedin.com/jobs/view/artificial-i...  \n",
       "20  https://in.linkedin.com/jobs/view/principal-da...  \n",
       "21  https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "22  https://in.linkedin.com/jobs/view/senior-data-...  \n",
       "23  https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "24  https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "25  https://in.linkedin.com/jobs/view/machine-lear...  \n",
       "26  https://in.linkedin.com/jobs/view/senior-data-...  "
      ]
     },
     "execution_count": 130,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Job Title'] = df['Job Title'].apply(lambda x: job_title_filter(x, user_input_job_title))\n",
    "df=df.dropna()\n",
    "df.reset_index(drop=True, inplace=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Company Name</th>\n",
       "      <th>Job Title</th>\n",
       "      <th>Location</th>\n",
       "      <th>Website URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nasscom</td>\n",
       "      <td>Artificial Intelligence (AI)</td>\n",
       "      <td>Noida, Uttar Pradesh, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/artificial-i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Deloitte</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Gurugram, Haryana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>L&amp;T Technology Services</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Hyderabad, Telangana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Api Logistics</td>\n",
       "      <td>Artificial Intelligence (AI)</td>\n",
       "      <td>Gurgaon, Haryana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/artificial-i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2E Networks Limited</td>\n",
       "      <td>Artificial Intelligence (AI)</td>\n",
       "      <td>Delhi, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/artificial-i...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Factspan</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Bengaluru, Karnataka, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>MakeMyTrip</td>\n",
       "      <td>Senior/Lead Data Scientist</td>\n",
       "      <td>Bengaluru, Karnataka, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/senior-lead-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Persistent Systems</td>\n",
       "      <td>Senior Data Scientist</td>\n",
       "      <td>Pune, Maharashtra, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/senior-data-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>CodeRoofs IT Solutions</td>\n",
       "      <td>Generative Artificial Intelligence (AI)</td>\n",
       "      <td>Sahibzada Ajit Singh Nagar, Punjab, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/generative-a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>LENS Corporation</td>\n",
       "      <td>Artificial Intelligence Researcher</td>\n",
       "      <td>Gurugram, Haryana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/artificial-i...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Company Name                                Job Title  \\\n",
       "0                  nasscom             Artificial Intelligence (AI)   \n",
       "1                 Deloitte                           Data Scientist   \n",
       "2  L&T Technology Services                           Data Scientist   \n",
       "3            Api Logistics             Artificial Intelligence (AI)   \n",
       "4     E2E Networks Limited             Artificial Intelligence (AI)   \n",
       "5                 Factspan                           Data Scientist   \n",
       "6               MakeMyTrip               Senior/Lead Data Scientist   \n",
       "7       Persistent Systems                    Senior Data Scientist   \n",
       "8   CodeRoofs IT Solutions  Generative Artificial Intelligence (AI)   \n",
       "9         LENS Corporation       Artificial Intelligence Researcher   \n",
       "\n",
       "                                    Location  \\\n",
       "0                Noida, Uttar Pradesh, India   \n",
       "1                   Gurugram, Haryana, India   \n",
       "2                Hyderabad, Telangana, India   \n",
       "3                    Gurgaon, Haryana, India   \n",
       "4                               Delhi, India   \n",
       "5                Bengaluru, Karnataka, India   \n",
       "6                Bengaluru, Karnataka, India   \n",
       "7                   Pune, Maharashtra, India   \n",
       "8  Sahibzada Ajit Singh Nagar, Punjab, India   \n",
       "9                   Gurugram, Haryana, India   \n",
       "\n",
       "                                         Website URL  \n",
       "0  https://in.linkedin.com/jobs/view/artificial-i...  \n",
       "1  https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "2  https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "3  https://in.linkedin.com/jobs/view/artificial-i...  \n",
       "4  https://in.linkedin.com/jobs/view/artificial-i...  \n",
       "5  https://in.linkedin.com/jobs/view/data-scienti...  \n",
       "6  https://in.linkedin.com/jobs/view/senior-lead-...  \n",
       "7  https://in.linkedin.com/jobs/view/senior-data-...  \n",
       "8  https://in.linkedin.com/jobs/view/generative-a...  \n",
       "9  https://in.linkedin.com/jobs/view/artificial-i...  "
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=df.iloc[:10,:]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "def description(link):\n",
    "\n",
    "    driver.get(link)\n",
    "    time.sleep(3)\n",
    "\n",
    "    driver.find_element(by=By.CSS_SELECTOR, value='button[data-tracking-control-name=\"public_jobs_show-more-html-btn\"]').click()\n",
    "    time.sleep(2)\n",
    "\n",
    "    description = driver.find_elements(by=By.CSS_SELECTOR, value='div[class=\"show-more-less-html__markup relative overflow-hidden\"]')\n",
    "    driver.implicitly_wait(4)\n",
    "    \n",
    "    for j in description:\n",
    "        return j.text"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [],
   "source": [
    "website_url = df['Website URL'].tolist()\n",
    "\n",
    "job_description = []\n",
    "\n",
    "for i in website_url:\n",
    "    data = description(i)\n",
    "    if data is not None and len(data.strip()) > 0:\n",
    "        job_description.append(data)\n",
    "    else:\n",
    "        job_description.append('Description Not Available')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Company Name</th>\n",
       "      <th>Job Title</th>\n",
       "      <th>Location</th>\n",
       "      <th>Website URL</th>\n",
       "      <th>Job Description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>nasscom</td>\n",
       "      <td>Artificial Intelligence (AI)</td>\n",
       "      <td>Noida, Uttar Pradesh, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/artificial-i...</td>\n",
       "      <td>Selected Intern's Day-to-day Responsibilities ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Deloitte</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Gurugram, Haryana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "      <td>What impact will you make?\\nEvery day, your wo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>L&amp;T Technology Services</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Hyderabad, Telangana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "      <td>About the Role\\nWe are looking for Data Scient...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Api Logistics</td>\n",
       "      <td>Artificial Intelligence (AI)</td>\n",
       "      <td>Gurgaon, Haryana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/artificial-i...</td>\n",
       "      <td>We will be building an AI bot, which will be a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>E2E Networks Limited</td>\n",
       "      <td>Artificial Intelligence (AI)</td>\n",
       "      <td>Delhi, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/artificial-i...</td>\n",
       "      <td>As an AI intern at E2E Networks Limited, you w...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Factspan</td>\n",
       "      <td>Data Scientist</td>\n",
       "      <td>Bengaluru, Karnataka, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/data-scienti...</td>\n",
       "      <td>Responsibilities\\nSelecting features, building...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>MakeMyTrip</td>\n",
       "      <td>Senior/Lead Data Scientist</td>\n",
       "      <td>Bengaluru, Karnataka, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/senior-lead-...</td>\n",
       "      <td>Responsibilities:\\nTrain and deploy best in cl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Persistent Systems</td>\n",
       "      <td>Senior Data Scientist</td>\n",
       "      <td>Pune, Maharashtra, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/senior-data-...</td>\n",
       "      <td>About Position\\n\\nWe are looking for a highly ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>CodeRoofs IT Solutions</td>\n",
       "      <td>Generative Artificial Intelligence (AI)</td>\n",
       "      <td>Sahibzada Ajit Singh Nagar, Punjab, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/generative-a...</td>\n",
       "      <td>Selected Intern's Day-to-day Responsibilities ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>LENS Corporation</td>\n",
       "      <td>Artificial Intelligence Researcher</td>\n",
       "      <td>Gurugram, Haryana, India</td>\n",
       "      <td>https://in.linkedin.com/jobs/view/artificial-i...</td>\n",
       "      <td>Requirements:\\nExcellent knowledge of computer...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Company Name                                Job Title  \\\n",
       "0                  nasscom             Artificial Intelligence (AI)   \n",
       "1                 Deloitte                           Data Scientist   \n",
       "2  L&T Technology Services                           Data Scientist   \n",
       "3            Api Logistics             Artificial Intelligence (AI)   \n",
       "4     E2E Networks Limited             Artificial Intelligence (AI)   \n",
       "5                 Factspan                           Data Scientist   \n",
       "6               MakeMyTrip               Senior/Lead Data Scientist   \n",
       "7       Persistent Systems                    Senior Data Scientist   \n",
       "8   CodeRoofs IT Solutions  Generative Artificial Intelligence (AI)   \n",
       "9         LENS Corporation       Artificial Intelligence Researcher   \n",
       "\n",
       "                                    Location  \\\n",
       "0                Noida, Uttar Pradesh, India   \n",
       "1                   Gurugram, Haryana, India   \n",
       "2                Hyderabad, Telangana, India   \n",
       "3                    Gurgaon, Haryana, India   \n",
       "4                               Delhi, India   \n",
       "5                Bengaluru, Karnataka, India   \n",
       "6                Bengaluru, Karnataka, India   \n",
       "7                   Pune, Maharashtra, India   \n",
       "8  Sahibzada Ajit Singh Nagar, Punjab, India   \n",
       "9                   Gurugram, Haryana, India   \n",
       "\n",
       "                                         Website URL  \\\n",
       "0  https://in.linkedin.com/jobs/view/artificial-i...   \n",
       "1  https://in.linkedin.com/jobs/view/data-scienti...   \n",
       "2  https://in.linkedin.com/jobs/view/data-scienti...   \n",
       "3  https://in.linkedin.com/jobs/view/artificial-i...   \n",
       "4  https://in.linkedin.com/jobs/view/artificial-i...   \n",
       "5  https://in.linkedin.com/jobs/view/data-scienti...   \n",
       "6  https://in.linkedin.com/jobs/view/senior-lead-...   \n",
       "7  https://in.linkedin.com/jobs/view/senior-data-...   \n",
       "8  https://in.linkedin.com/jobs/view/generative-a...   \n",
       "9  https://in.linkedin.com/jobs/view/artificial-i...   \n",
       "\n",
       "                                     Job Description  \n",
       "0  Selected Intern's Day-to-day Responsibilities ...  \n",
       "1  What impact will you make?\\nEvery day, your wo...  \n",
       "2  About the Role\\nWe are looking for Data Scient...  \n",
       "3  We will be building an AI bot, which will be a...  \n",
       "4  As an AI intern at E2E Networks Limited, you w...  \n",
       "5  Responsibilities\\nSelecting features, building...  \n",
       "6  Responsibilities:\\nTrain and deploy best in cl...  \n",
       "7  About Position\\n\\nWe are looking for a highly ...  \n",
       "8  Selected Intern's Day-to-day Responsibilities ...  \n",
       "9  Requirements:\\nExcellent knowledge of computer...  "
      ]
     },
     "execution_count": 134,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Job Description'] = pd.DataFrame(job_description, columns=['Description'])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Company Name : nasscom\n",
      "Job Title    : Artificial Intelligence (AI)\n",
      "Location     : Noida, Uttar Pradesh, India\n",
      "Website URL  : https://in.linkedin.com/jobs/view/artificial-intelligence-ai-at-nasscom-3775137519?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=tIIHxWA8tlGFmgU1MGBbpQ%3D%3D&position=1&pageNum=0&trk=public_jobs_jserp-result_search-card\n",
      "Description  : Selected Intern's Day-to-day Responsibilities Include\n",
      "\n",
      "Assist in the development and refinement of work plans for Nasscom's responsible AI programs and activities\n",
      "Collaborate with team members to identify key objectives, milestones, and deliverables\n",
      "Provide support in implementing responsible AI programs and events\n",
      "Assist in organizing workshops, seminars, and training sessions for stakeholders\n",
      "Coordinate logistical arrangements, including venue bookings, participant invitations, and materials preparation\n",
      "Conduct thorough research and analysis on responsible AI adoption practices, policies, and regulations to generate insights and recommendations for stakeholders\n",
      "Prepare comprehensive reports, briefings, and presentations summarizing research findings and key takeaways\n",
      "Identify and map potential partners, including industry organizations, academic institutions, and government agencies, with a focus on responsible AI adoption\n",
      "Conduct research to understand the expertise, capabilities, and interests of potential partners\n",
      "Assist in building relationships and collaborations with key stakeholders to advance Nasscom's responsible AI initiatives\n",
      "Company Name : Deloitte\n",
      "Job Title    : Data Scientist\n",
      "Location     : Gurugram, Haryana, India\n",
      "Website URL  : https://in.linkedin.com/jobs/view/data-scientist-at-deloitte-3769279295?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=V1WsNRc58GvBk7auB%2FKsyw%3D%3D&position=2&pageNum=0&trk=public_jobs_jserp-result_search-card\n",
      "Description  : What impact will you make?\n",
      "Every day, your work will make an impact that matters, while you thrive in a dynamic culture of inclusion, collaboration and high performance. As the undisputed leader in professional services, Deloitte is where you’ll find unrivalled opportunities to succeed and realize your full potential\n",
      "\n",
      "Deloitte is where you’ll find unrivalled opportunities to succeed and realize your full potential.\n",
      "Location - Delhi NCR\n",
      "Designation: Deputy Manager / Manager\n",
      "\n",
      "Summary:\n",
      "We are looking for a highly skilled and experienced Generative AI professional with expertise in Python, Machine Learning, Data Science, and Statistics. The ideal candidate should have a strong background in Generative AI, NLP (Natural Language Processing), and conversational chatbot development. Additionally, experience with Lang Chain, using LLM's and proficiency in either of cloud platforms is required.\n",
      "As a Generative AI professional, you will be responsible for delivering innovative AI solutions to our clients. Your role will involve:\n",
      "Design, develop, and deploy generative AI models\n",
      "Leveraging your expertise in Generative AI, Python, Machine Learning, Data Science, and Statistics to develop cutting-edge solutions for our clients.\n",
      "Utilizing NLP techniques, LangChain, and LLM's to develop conversational chatbots and language models tailored to our clients' needs.\n",
      "Collaborating with cross-functional teams to design and implement advanced AI models and algorithms.\n",
      "Providing technical expertise and thought leadership in the field of Generative AI and NLP to guide clients in adopting AI-driven solutions.\n",
      "Conducting data analysis, preprocessing, and modeling to extract valuable insights and drive data-driven decision-making.\n",
      "Staying up to date with the latest advancements in AI technologies, frameworks, and tools, and proactively learning and adopting new technologies to enhance our offerings.\n",
      "Demonstrating a strong understanding of cloud platforms, for deploying AI applications.\n",
      "Communicating effectively with clients, presenting findings, recommendations, and project progress in a clear and concise manner.\n",
      "Documenting project requirements, methodologies, and outcomes for internal and external stakeholders.\n",
      "Mentoring and guiding junior team members, sharing your knowledge and best practices to foster their growth.\n",
      "Qualifications:\n",
      "Bachelor's degree or higher in Computer Science, Data Science, or a related field.\n",
      "Minimum of 5+ years of relevant professional experience in Python, R, Machine Learning/Deep Learning, Data Science, and Statistics.\n",
      "Strong expertise in NLP, Generative AI concepts, LangChain, Other alternative LLM frameworks and conversational chatbots.\n",
      "Should have strong knowledge and experience in working with Deep Learning projects using CNN, GAN, Transformers, Encoder and decoder algorithms or any other image generation and classification use cases.\n",
      "Familiarity with LLM's (Large Language Modeling) and their applications.\n",
      "Proficiency in cloud platforms like Azure/AWS, including experience with deploying AI applications.\n",
      "Solid programming skills in Python and experience with relevant libraries and frameworks (e.g., TensorFlow, PyTorch, scikit-learn).\n",
      "Proven track record of delivering successful AI projects and driving business impact.\n",
      "Excellent communication, presentation, and documentation skills.\n",
      "Strong problem-solving abilities and a proactive attitude towards learning and adopting new technologies.\n",
      "Ability to work independently, manage multiple projects simultaneously, and collaborate effectively with diverse stakeholders.\n",
      "Primary mandatory skills:\n",
      "Deep learning (CNN, RNN, GAN, Transformers, Encoder and decoder architecture – at least two of them is mandatory), Generative AI, Python (NumPy & Pandas)\n",
      "NLP, Generative AI, Chatbot, any cloud knowledge like GCP/AWS\n",
      "Database Systems - SQL and NoSQL databases: Depending on the project's requirements, knowledge of databases like MySQL, PostgreSQL, MongoDB, etc.\n",
      "Knowledge of AWS SageMaker, Azure ML, Google AI Platform: Cloud-based platforms for building, training, and deploying machine learning models.\n",
      "Secondary Skills:\n",
      "Probability and Statistics, JavaScript, Optimization Techniques, Research and Problem-Solving\n",
      "Domain Expertise in BFSI, Fintech, Life science, Manufacturing, Telecom, Media & Entertainment\n",
      "\n",
      "\n",
      "Your role as a leader\n",
      "At Deloitte India, we believe in the importance of leadership at all levels. We expect our people to embrace and live our purpose by challenging themselves to identify issues that are most important for our clients, our people, and for society and make an impact that matters.\n",
      "\n",
      "How you’ll grow\n",
      "At Deloitte, our professional development plan focuses on helping people at every level of their career to identify and use their strengths to do their best work every day. From entry-level employees to senior leaders, we believe there’s always room to learn. We offer opportunities to help build world-class skills in addition to hands-on experience in the global, fast-changing business world. From on-the-job learning experiences to formal development programs at Deloitte University, our professionals have a variety of opportunities to continue to grow throughout their career. Explore Deloitte University, The Leadership Centre.\n",
      "Company Name : L&T Technology Services\n",
      "Job Title    : Data Scientist\n",
      "Location     : Hyderabad, Telangana, India\n",
      "Website URL  : https://in.linkedin.com/jobs/view/data-scientist-at-l-t-technology-services-3767553599?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=ZIbaag6Y46gRRLftn3vpFQ%3D%3D&position=3&pageNum=0&trk=public_jobs_jserp-result_search-card\n",
      "Description  : About the Role\n",
      "We are looking for Data Scientist who will work closely with Product management & Engineering teams to build, validate & deploy the best-in-class AI / ML / Deep Learning based solutions from scratch. You will be joining a dynamic team heavy-lifting various technological challenges and responsibilities.\n",
      "Location: Hyderabad\n",
      "Reports to: Delivery Head\n",
      "Responsibilities\n",
      "● Understand the Functional specifications & derive AI / ML / Statistical specifications\n",
      "● Exploratory Data Analysis with Python, R , Excel or any available statistical platforms to understand the summary statistics, Distribution of the dataset, Outlier detection / detection of influencing observations etc.,\n",
      "● Data Imputation & Clensing the data through industry best statistical practices\n",
      "● Data Collection both internally and from public domains\n",
      "● Feature engineering, identify the relevant attributes / features\n",
      "● Building the models to solve the industry problems with reasonable accuracy to fit for use in production\n",
      "● Identify and understand the Diagnostics of Models to know the stability of the model(s) in stressed conditions\n",
      "● Validate the model and fine-tuning the model on continual basis\n",
      "● Model deployment under given framework\n",
      "● Coordinate with our technology partners / vendors to build the best-in-class AI / ML based solutions\n",
      "● Develop and maintain strong product knowledge.\n",
      "● Stay abreast with new innovations and the latest technology trends and explore ways of leveraging these for improving the product in alignment with the business.\n",
      "\n",
      "\n",
      "\n",
      "Utility Domain Experience.\n",
      "Company Name : Api Logistics\n",
      "Job Title    : Artificial Intelligence (AI)\n",
      "Location     : Gurgaon, Haryana, India\n",
      "Website URL  : https://in.linkedin.com/jobs/view/artificial-intelligence-ai-at-api-logistics-3775135785?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=gHlkHtkA61GpIwctphtUoA%3D%3D&position=5&pageNum=0&trk=public_jobs_jserp-result_search-card\n",
      "Description  : We will be building an AI bot, which will be able to show data visualizations based on text-based prompts from the user. 2 months' accommodation will be provided to the interns coming from other states.\n",
      "\n",
      "Selected Intern's Day-to-day Responsibilities Include\n",
      "\n",
      "Exploring the architecture of the bot\n",
      "working with javascript libraries like chart.js, and D3.js to create data visualizations\n",
      "Creating a react-based web portal for the data visualizations\n",
      "Company Name : E2E Networks Limited\n",
      "Job Title    : Artificial Intelligence (AI)\n",
      "Location     : Delhi, India\n",
      "Website URL  : https://in.linkedin.com/jobs/view/artificial-intelligence-ai-at-e2e-networks-limited-3776977208?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=fqeNZz9ofq7yszds72vw%2FA%3D%3D&position=6&pageNum=0&trk=public_jobs_jserp-result_search-card\n",
      "Description  : As an AI intern at E2E Networks Limited, you will be part of an exciting and innovative team that is revolutionizing the world of technology. We are seeking a talented individual with a strong background in Artificial Intelligence and Machine Learning to join our ranks. This is a unique opportunity to work on cutting-edge projects, gain hands-on experience, and contribute to groundbreaking advancements in the field.\n",
      "\n",
      "Key Responsibilities\n",
      "\n",
      "Collaborate with the AI team to develop and implement AI models and algorithms.\n",
      "Assist in building and training machine learning models for various applications.\n",
      "Conduct research to identify new AI techniques and algorithms to enhance our products.\n",
      "Support the team in data preprocessing, feature engineering, and model evaluation.\n",
      "Help in designing and implementing AI experiments and analyzing the results.\n",
      "Contribute to the development and improvement of AI frameworks and tools.\n",
      "Stay updated with the latest advancements in AI and ML technologies and share knowledge with the team.\n",
      "\n",
      "If you have a passion for AI, a thirst for knowledge, and a desire to make a real impact in the industry, then this is the perfect opportunity for you. Join us and be part of our mission to shape the future of technology with Artificial Intelligence and Machine Learning.\n",
      "Company Name : Factspan\n",
      "Job Title    : Data Scientist\n",
      "Location     : Bengaluru, Karnataka, India\n",
      "Website URL  : https://in.linkedin.com/jobs/view/data-scientist-at-factspan-3773099421?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=zml1CQ7VBx2LhdcwmqY2%2Fg%3D%3D&position=8&pageNum=0&trk=public_jobs_jserp-result_search-card\n",
      "Description  : Responsibilities\n",
      "Selecting features, building, and optimizing classifiers/regression using machine learning and deep learning techniques\n",
      "Proficient in using data analytics tools to perform queries and analyses and for defining and correlating data, and skilled at utilizing data visualization platforms to organize and present summarizations, predictive analysis, comparative analysis, dashboards, and reporting.\n",
      "Processing, cleansing, and verifying the integrity of data used for analysis.\n",
      "Performing data mining and analytics to support ongoing continuous risk monitoring and risk assessments of operational data to recognize patterns and trends, investigate anomalies, and assess internal control environment.\n",
      "Utilize data analysis by leveraging various statistical techniques, and predictive modeling to drive and identify indicators of risk.\n",
      "Drive efficiency by automation of manual processes\n",
      "\n",
      "More responsibilities in detail:\n",
      "Excellent understanding of machine learning algorithms, such as Random Forest, Gradient Boosting, Naive Bayes, SVM, KNN. Good understanding of deep learning algorithms, such as DNN, CNN, RNN, LSTM, Autoencoders.\n",
      "Deep Knowledge of ML/AI software and packages such as python: scikit-learn, TensorFlow and R: CARET, PyTorch.\n",
      "Proficiency in statistics concepts: sampling theory, descriptive statistics, probability distributions, statistical tests, dimensionality, reduction, Hypothesis testing, maximum likelihood estimators, inference, etc.\n",
      "Expertise in model validation, hyperparameter tuning, and model selection techniques such as cross validation, leave-one-out, bootstrap.\n",
      "Proficiency in using query languages such as SQL and spark.\n",
      "Services, Reporting Service, Power BI, Python, PySpark- Distributed Computing. Machine Learning, Times Series, Data Mining, Mathematical, Modeling, Probability and Stochastic Processes\n",
      "Qualifications & Experience:\n",
      "Bachelor’s/master’s degree in engineering.\n",
      "6+ years of related experience is required.\n",
      "Must have: AI/ML, Data Science, Python.\n",
      "Good to have: SQL, Tableau\n",
      "Company Name : MakeMyTrip\n",
      "Job Title    : Senior/Lead Data Scientist\n",
      "Location     : Bengaluru, Karnataka, India\n",
      "Website URL  : https://in.linkedin.com/jobs/view/senior-lead-data-scientist-at-makemytrip-3775206966?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=BpwORRecD4ElN4ikRtlXLA%3D%3D&position=9&pageNum=0&trk=public_jobs_jserp-result_search-card\n",
      "Description  : Responsibilities:\n",
      "Train and deploy best in class deep learning models for ranking, pricing, recommendation, representation learning, FinTech products.\n",
      "Work with stakeholders at various stages of project, lead project development from inception to completion.\n",
      "Be a SQL python ninja, understand data thoroughly, build smart AI/ML systems.\n",
      "Opportunity to work with large click stream e-commerce data sets, at MakeMyTrip and GoIbibo, i. e., in rapidly growing travel space.\n",
      "Build and own robust data science APIs meeting 99% SLA at very high RPS. Also ensure training/inference MLOps rigour.\n",
      "Show business impact while having opportunity to build best in class AI/ML models.\n",
      "\n",
      "Requirements:\n",
      "Bachelor's degree in mathematics, Statistics, related technical field, or equivalent practical experience.\n",
      "A minimum of 4-7 years of experience.\n",
      "ML Modeling, Ranking, Recommendations, or Personalization systems.\n",
      "Experience with statistical data analysis such as linear models, multivariate analysis, stochastic models, and sampling methods.\n",
      "Experience with applying machine learning techniques to big data systems (e. g., Spark) with TB to PB scale datasets.\n",
      "Experience with data querying languages (e. g., SQL), scripting languages (e. g., Python), and/or statistical/mathematical software.\n",
      "Ph. D. in a quantitative field.\n",
      "Strong research record demonstrated through publications.\n",
      "Knowledge of advanced ML techniques such as Classification, Prediction, Recommender Systems, Anomaly Detection, Optimization, Privacy Preserving Machine Learning.\n",
      "Experience with design and analysis of experiments.\n",
      "Experience with large-scale A/B testing systems, especially in the domain of online advertising or online commerce.\n",
      "Company Name : Persistent Systems\n",
      "Job Title    : Senior Data Scientist\n",
      "Location     : Pune, Maharashtra, India\n",
      "Website URL  : https://in.linkedin.com/jobs/view/senior-data-scientist-at-persistent-systems-3767577121?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=i7Fj%2BdTM9QYeNAmPbd4QNQ%3D%3D&position=12&pageNum=0&trk=public_jobs_jserp-result_search-card\n",
      "Description  : About Position\n",
      "\n",
      "We are looking for a highly skilled and experienced Senior Data Scientist to join our team of generative AI researchers and engineers. The ideal candidate will have a strong background in machine learning, natural language processing, and large language models. They will be responsible for leading the development of new generative AI models and applications\n",
      "\n",
      "Job Location: Pune, Goa, Bangalore\n",
      "Job Reference ID: PSL008075-1-2\n",
      "\n",
      "What you’ll do\n",
      "Design or modify system architectures to meet certain business needs\n",
      "Design solutions for potential problems\n",
      "Work with business leaders to develop IT strategies\n",
      "Help and work with leads in conceptualizing and developing proof of concepts\n",
      "Drive and assist the team in build & deployments (prod migration) and coding\n",
      "Remediate any performance issues identified during performance testing\n",
      "Provide support and issue resolution for the quality assurance team\n",
      "\n",
      "Expertise you’ll bring\n",
      "\n",
      "10+ years of experience leading data science projects.\n",
      "Strong programming skills in Python.\n",
      "Experience with large language models, such as GPT-4 ,GPT 3.5, Turbo and PaLM.\n",
      "Experience with vector databases.\n",
      "Experience with LangChain and Named Entity Recognition (NER)\n",
      "Excellent problem-solving and analytical skills.\n",
      "Excellent communication skills.\n",
      "\n",
      "Benefits\n",
      "\n",
      "Competitive salary and benefits package\n",
      "Culture focused on talent development with quarterly promotion cycles and company-sponsored higher education and certifications\n",
      "Opportunity to work with cutting-edge technologies\n",
      "Employee engagement initiatives such as project parties, flexible work hours, and Long Service awards\n",
      "Annual health check-ups\n",
      "Insurance coverage: group term life, personal accident, and Mediclaim hospitalization for self, spouse, two children, and parents\n",
      "\n",
      "Our company fosters a values-driven and people-centric work environment that enables our employees to:\n",
      "\n",
      "Accelerate growth, both professionally and personally\n",
      "Impact the world in powerful, positive ways, using the latest technologies\n",
      "Enjoy collaborative innovation, with diversity and work-life wellbeing at the core\n",
      "Unlock global opportunities to work and learn with the industry’s best\n",
      "\n",
      "Let's unleash your full potential. See Beyond, Rise Above\n",
      "Company Name : CodeRoofs IT Solutions\n",
      "Job Title    : Generative Artificial Intelligence (AI)\n",
      "Location     : Sahibzada Ajit Singh Nagar, Punjab, India\n",
      "Website URL  : https://in.linkedin.com/jobs/view/generative-artificial-intelligence-ai-at-coderoofs-it-solutions-3775140084?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=n05H%2BvlRpxM5pKsjT7X4lg%3D%3D&position=13&pageNum=0&trk=public_jobs_jserp-result_search-card\n",
      "Description  : Selected Intern's Day-to-day Responsibilities Include\n",
      "\n",
      "Utilize ChatGPT, mid-journey image generation, and other cutting-edge generative AI tools for innovative content creation\n",
      "Work with stable defusion, Kaiber, and other video-creating AI platforms to generate compelling visual stories\n",
      "Implement open-source codes like Bark and wav2lip for text-to-speech and speech-to-text conversions, making our content more accessible and engaging\n",
      "Be involved in the training of LLM models, ControlNet, and other open-source generative AI models to tailor them for specific projects\n",
      "Utilize GPU computing, Google Colab, Hugging Face, CivitAI, and other platforms to enhance and streamline our AI operations\n",
      "Leverage your skills in Python, data science, and machine learning to analyze data, optimize algorithms, and improve the efficiency of our AI tools\n",
      "Working on Stable Diffusion APIs to create images with accuracy\n",
      "Using hugging face deployment to deploy machine learning models\n",
      "Working on OpenCV to create bubbles on comic characters\n",
      "Creating a comic book using Stable Diffusion\n",
      "\n",
      "Requirements: Possess a robust understanding of machine learning (ML) and Stable Diffusion APIs.\n",
      "\n",
      "Note\n",
      "\n",
      "We kindly request that only those who are highly confident and possess substantial experience in the field of ML apply for this opportunity\n",
      "Candidates without experience would not be considered\n",
      "Company Name : LENS Corporation\n",
      "Job Title    : Artificial Intelligence Researcher\n",
      "Location     : Gurugram, Haryana, India\n",
      "Website URL  : https://in.linkedin.com/jobs/view/artificial-intelligence-researcher-at-lens-corporation-3772656078?refId=D1k0gOpiu4aLrlzBTdiRLg%3D%3D&trackingId=7XGPeivl3BGGdwu%2FltrCnw%3D%3D&position=16&pageNum=0&trk=public_jobs_jserp-result_search-card\n",
      "Description  : Requirements:\n",
      "Excellent knowledge of computer vision concepts, including but not limited to Image Classification, Object Detection, and Semantic Segmentation, developed using state-of-the-art deep learning algorithms.\n",
      "Hands-on experience developing efficient and real-time convolutional neural network (CNN) models for computer vision tasks.\n",
      "Strong proficiency in at least one of the deep learning frameworks, such as PyTorch, TensorFlow, or Caffe, with the ability to apply them to computer vision problems.\n",
      "Quick prototyping skills in Python and coding and debugging proficiency in C++.\n",
      "Good communication and collaboration skills to work effectively in a team and communicate complex technical concepts.\n",
      "\n",
      "Qualifications:\n",
      "A Ph.D. degree (including candidates at various stages of their Ph.D., such as thesis submission, thesis submitted, degree awaited, synopsis seminar completed, defense completed) in Deep Learning with hands-on coding skills and a passion for an industrial career will be preferred.\n",
      "Master's or Bachelor's degree with thorough industrial work experience in developing computer vision applications using deep learning.\n",
      "Postgraduates or Undergraduates with a strong academic background in Deep Learning, Computer Vision, or related fields, and demonstrated coding skills, are also encouraged to apply.\n",
      "\n",
      "Preferred:\n",
      "Publications in top-tier computer vision conferences like CVPR, ICCV, ECCV, or major AI conferences like NeurIPS.\n",
      "Knowledge of computer vision libraries and tools, including OpenCV and DLib, and a solid understanding of image processing and computer vision fundamentals.\n",
      "Hands-on experience with model compression and pruning techniques in deep learning.\n",
      "Good exposure to various deep learning architectures, such as Artificial Neural Networks (ANN), Deep Neural Networks (DNN), Convolutional Neural Networks (CNN), Recurrent Neural Networks (RNN), and Long Short-Term Memory (LSTM) networks.\n",
      "Familiarity with GPU programming (e.g., CUDA, OpenCL) for efficient deep-learning computations.\n",
      "\n",
      "Pay is competitive as per market standards.\n"
     ]
    }
   ],
   "source": [
    "l = len(df['Company Name'])\n",
    "for i in range(0,l):\n",
    "    print(f\"Company Name : {df.iloc[i,0]}\")\n",
    "    print(f\"Job Title    : {df.iloc[i,1]}\")\n",
    "    print(f\"Location     : {df.iloc[i,2]}\")\n",
    "    print(f\"Website URL  : {df.iloc[i,3]}\")\n",
    "    print(f\"Description  : {df.iloc[i,4]}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.6"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}