The purpose of this repo is to keep all my learning/practicing material at one place. This helps me for future reference and also provides a ROADMAP for newbies breaking into the field.
ENJOY!
- SimpleLinearRegression
- MultipleLinearRegression [Backward elimination/Recursive feature elimination]
- PolynomialRegression
- SVR [non-linear SVR with Radial Basis Function]
- DecisionTreeRegression
- RandomForestRegression
- LogisticRegression
- KNN
- SVM
- KernelSVM
- NaiveBayes
- DecisionTreeClassification
- RandomForestClassification
- K-Means
- Hierarchical
- Apriori
- Eclat
- UCB
- ThompsonSampling
- BagOfWords - SentimentAnalysis
- PCA
- LDA
- KernelPCA
- Artificial Neural Networks/ANN
- Convolutional Neural Networks/CNN
- Recurrent Neural Networks/RNN
- Self Organizing Maps/SOM
- Boltzmann Machines (Recommender system)
- AutoEncoders (Recommender system)