| Problem Statement | Algorithms |
|---|---|
| 1. Titanic Survival Prediction | Random Forest Classifier |
| 2. Iris Classification | Support Vector Machine |
| 3. Diabetes Classification | K Nearest Neighbor ( KNN ) |
| 4. Loan Status Prediction | Logistic Regression Decision Tree Classifier Random Forest Classifier KNN Classifier Voting Classifier ( Ensemble ) Ada Boost XGBM Light GBM |
| 5. Customer Segmentation (Multiclass classification) | Decision Tree Classifier Random Forest Classifier KNN Classifier |
| 6. Churn Prediction | Decision Tree Classifier Random Forest Classifier KNN Classifier |
| 7. Credict Card Fraud Detection | Decidion Tree Classifier Random Forest Classifier Neural Networks |
| Problem Statement | Algorithms |
|---|---|
| 1. Insurence Price Prediction | Linear Regression Decision Tree Regressor Random Forest Regressor Gradient Boosting |
| 2. House Price Prediction | Linear Regression |
| Problem Statement | Algorithms |
|---|---|
| 1. Headline Sarcasm Detection | Vanilla LSTM |
| 2. Text Preprocessing Techniques | |
| 3. Language Translator | Encoder-Decoder-Attention |
| 4. Multilabel Toxic Commit Classification | Convolution Neural Networks (CNN) |
| 5. IMDB Sentiment Classification | Basic Sequence Model |
| 6. Abstractive Review Summary | Encoder-Decoder Attention Model |
| 7. POS Tagging | Conditional Random Fields Model (CRRF) |
| 8. Named Entity Recognition (NER) | Bi-LSTM - CRF |
| 9. Intent Classification | BERT |
| 10. Email Spam Classification | Basic Sequence model |
| 11. Twitter Sentiment Analysis | LSTM |
| 12. Resume NER/Parser | Spacy Library |
| 13. CV Summarization | Spacy Library |
| 14. Text Summarization | Sumy Library |
| 15. Word Embeddings | Wordd2Vec Glove |
| 16. NEWS Category Classification | Basic Sequencial Model |
| Problem Statement | Algorithms |
|---|---|
| 1. Image Classification (Numbers data) | Bi-LSTM |