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sidharth-ds/README.md

Hi πŸ‘‹

πŸ›  Skills:

  * Business Analysis
  * Data Analysis

πŸ›  Tools that I have learnt:

  * Programming language : Python                                                            
  * Query language : SQL (structured)                                                            
  * Data Visulization tools :  PowerBI ... Tableau ... Excel
  * Wireframe tools : Lucid chart, Draw.io
  * MS Office & Google Suite : Excel, Word, Sheets, Docs, PPT, Slides
  * Statistics - Hypothesis testing, Central measures, ...
  * Machine Learning : scikit learn, NLP

πŸ›  Machine Learning Algorithms (Scikit-Learn):

  * Supervised Learning algorithms:
       *  Linear regression, Logistic Regression
       *  KNN - classifier & regression, Naive Bayes classifier
       *  Decision tree algorithm, Random Forest, XGBoost algorithm
       *  Handling Imbalanced dataset

  * Unsupervised Learning algorithms:
      * k-means clustering 

  * NLP: (Natural Language Processing)
      * Compressing Textual data : Tokenisation .... POS Tagging .... Lemmatisation
      * Vectorization : 
          * 1-gram .... n-gram vocabulary
          * Binary approach .... Frequency approach ..... TF-IDF scoring

Pinned

  1. Marketing-Campaign-Analysis Marketing-Campaign-Analysis Public

    Dashboard for Boosting the profit of a marketing campaign

  2. Supermareket-Sales-dashboard Supermareket-Sales-dashboard Public

    Supermarket dataset of sales

  3. Twitter-Sentiment-Analysis-of-Indian-Online-Retailers Twitter-Sentiment-Analysis-of-Indian-Online-Retailers Public

    Scraping Tweets of top Online_Retailers ---> doing Sentiment_Analysis ------> deriving Insights ---> Deploying using Flask after Modelling

    Jupyter Notebook

  4. Credit-Card-Default-prediction Credit-Card-Default-prediction Public

    EDA ---> Balancing the Dataset (SMOTE) ---> Feature engineering ---> Modelling with Hyperparameter Tuning

    Jupyter Notebook

  5. Customer-Personality-Analysis Customer-Personality-Analysis Public

    Jupyter Notebook

  6. Demand-Forecasting-in-Store-project Demand-Forecasting-in-Store-project Public

    Jupyter Notebook