Ritam Chattopadhyay's repositories
GradCAM-on-Video
Extension of the GradCAM idea to video classification task as a means of providing explainability.
Music-Genre-Classification
Classification of music files into 10 genres : ”hip- hop”,”disco”,”country”,”blues”,”jazz”,”classical”,”pop”, ”reggae”,”rock”,”metal”. Dataset used is GTZAN, which includes music form 10 different genres, each having 100 .wav files.
Named-Entity-Recognition
Named Entity Recognition using BiLSTM-CRF model and multi-head Attention.
Latent-Dirichlet-Allocation
Segregation of research papers based on LDA of paper Abstracts using Collapsed Gibbs Sampling.
Rating_Prediction
Movie Rating Prediction based on NETFLIX dataset using Low Rank Matrix factorization technique.
AiSoME_challenge
AiSoME FIRE 2023 challenge on multi-label classification task.
ANN-through-Quantisation
Approximate Nearest Neighbour search through product quantisation of the vectors.
asitop
Perf monitoring CLI tool for Apple Silicon
awesome-text-generation
A curated list of recent models of text generation and application
CPI-Stack-Estimation
Estimating CPI stacks of 6 benchmark programs using Linear regression with regularization.
CUDA_matrix
Checking the speed-up with CUDA (NVIDIA) for diagonal matrix multiplication wrt the normal CPU implementation of optimized and unoptimized codes.
E0-270-ML-course-Assignemnts
Machine Learning Course Assignments.
Lab-Meeting-Papers
Papers discussed during lab meetings for Intelligent Systems Lab at IISc.
machine-learning-interview
Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.
Music-vs-Speech-Classification
Music and Speech files Classification using Gaussian Mixture Models and Expectation Maximisation Algorithm.
NormalizedNerd
Codes for the videos of my YouTube channel
pytorchTutorial
PyTorch Tutorials from Patrick's YouTube channel
Style_Transfer
A backtranslation based style transfer model.
Synthetic-Text-Generation
Deep generative models for controlled text generation.