├── .gitattributes ├── .gitignore ├── 01_Applied Stats ├── 01_Medical Cost Dataset.html ├── 01_Medical Cost Dataset.ipynb ├── images │ ├── bmi_distribution.png │ ├── charges_#_child_dist.png │ ├── charges_distribution.png │ ├── female_child_dist.png │ └── normal_dist_bmi.png └── insurance.csv ├── 02_Supervised Machine Learning ├── 02_Supervised Machine Learning.html ├── 02_Supervised Machine Learning.ipynb ├── Bank_Personal_Loan_Modelling.csv └── images │ ├── correlation_matrix.png │ ├── personal_loan.png │ ├── scores.PNG │ └── scores_smote.PNG ├── 03_Ensemble Techniques ├── 03_Ensemble Techniques.html ├── 03_Ensemble Techniques.ipynb ├── bank-full.csv └── images │ ├── dtree.png │ ├── f1_macro.PNG │ ├── rforest.png │ └── scores.PNG ├── 04_Unsupervised Learning ├── 04_Unsupervised Learning.html ├── 04_Unsupervised Learning.ipynb ├── images │ ├── corr_matrix.png │ ├── dimensionality_red.png │ ├── explained_var.png │ ├── scores.png │ └── without_outliers.png └── vehicle.csv ├── 05_Feature Engineering Techniques ├── 05_Feature_Engineering_Techniques.html ├── 05_Feature_Engineering_Techniques.ipynb ├── concrete (1).csv └── images │ ├── FI.png │ ├── bootstraping_conf.png │ ├── clusters.png │ ├── leverage.png │ ├── reg.PNG │ └── scores.PNG ├── 06_Recommendation Systems ├── 06_Recommendation_System.html ├── 06_Recommendation_System.ipynb └── images │ └── recommendation.PNG ├── 07_Neural Networks ├── 07_Neural_Network.html ├── 07_Neural_Network.ipynb └── images │ ├── model_acc.png │ └── model_loss.png ├── 08_Computer Vision ├── 08_Computer_Vision_Face_Detection.html ├── 08_Computer_Vision_Face_Detection.ipynb └── images │ ├── detected.png │ ├── face_detected.png │ └── orig.png ├── 09_Advanced Computer Vision ├── 09_Computer_Vision_Face_Recognition.ipynb └── images │ └── results.png ├── 10_NLP_Sentiment Analysis ├── 10_Natural_Language_Processing_Sentiment_Analysis.html ├── 10_Natural_Language_Processing_Sentiment_Analysis.ipynb └── images │ ├── results.JPG │ └── 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