MachineLearning

IIT Delhi COL774

Assignment 1

• Linear Regression using gradient descent
• Linear Regression using SGD
• Logistic Regression using newton's update
• Gaussian discriminant analysis

Assignment 2

• Naive Bayes for twitter sentiment analysis
• SVM(Support Vector Machine) FashionMNIST classification.

Assignment 3

• Decison Trees and Random Forest for Virus infected executables classification.

Assignment 4

• Encoder-Decoder CNN-LSTM for image captioning.