SMAI-Course-Assignments

Assignment-1

1. Decision Tree and KNN from scratch
2. Image Captioning using KNN
3. Linear Regression, Polynomical Regression, L1, L2 Regularization implementation from scratch and its usecases.

Assignment-2

1. Naive Bayes using BoW and TFIDF, Kmeans Clustering
2. Gaussian Mixture Model from scratch and its usecase, Background Subtraction
3. Face Recognition using PCA
4. MLP

Assignment-3

1. MLP, CNN, transfer Learning VGG on CIFAR10 dataset
2. Autoencoder
3. IMDB dataset- RNN, LSTMs- wandb

Assignment-4, Mini Project (Kaggle Competition)

1. Age Detection using facial images

SMAI Project:

https://github.com/RhiteshKS/QA-chatbot-using-RAG-SMAI