Data Science and Machine Learning

Data Analysis and Visualization

1. NumPy
2. Pandas
3. Matplotlib
4. Seaborn
5. Capstone Project I
6. Pandas Builtin Visualization
7. Plotly and Cufflinks
8. Geographical Plotting
9. Capstone Project II

Machine Learning

0. Feature Engineering
   1. Dealing with Outliers
   2. Dealing with Missing Values
   3. Dealing with Categorical Data
1. Linear Regression
   1. Housing Price Prediction
   2. E-commerce
   3. Advertising Campaign
2. Polynomial Regression
   1. Advertising Campaign
3. Regularization
   1. L1 - LASSO Regression
   2. L2 - RIDGE Regression
   3. L1 and L2 - Elastic Net
4. Cross Validation and Grid Search
   1. Cross Validation with Train Test
   2. Cross Validation with Train Validation Test
   3. Cross Validation with Cross Val Score
   4. Cross Validation with Cross Validate
   5. Grid Search
5. Linear Regression Project
   1. AMES Housing Dataset
6. Logistic Regression
   1. Titanic Survival Prediction - Binary Classification
   2. Advertising Click on Ad - Binary Classification
   3. Hearing Loss Prediction - Binary Classification
   4. Heart Disease Prediction - Binary Classification
   5. Iris Classification - Multiclass Classification
7. K Nearest Neighbors
   1. Gene Expression Prediction
   2. Sonar Prediction
8. Support Vector Machines
   1. Breast Cancer Prediction
   2. Iris Classification
   3. Mouse Viral Infection Classification
   4. Concrete Slump (Regression)
   5. Fraud Wine Classification (Imbalance Classes)
9. Decision Trees
   1. Penguin Specie Classification
10. Random Forest
    1. Penguin Size Classification
    2. Rock Density Prediction
    3. Bank Note Authentication Classification
11. Boosting Methods
    1. Mushroom Classification using Adaboost
    2. Mushroom Classification using Gradient Boosting
12. Supervised Learning Capstone Project
    1. Telecom Churn Prediction
13. Naive Bayes and Natural Language Processing
    1. Features Extraction Manually
    2. Features Extraction Scikit Learn
    3. Text Classification - Airline Tweets
    4. Text Classification - Movie Reviews