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Ritam Chattopadhyay's Projects

asitop icon asitop

Perf monitoring CLI tool for Apple Silicon

cpi-stack-estimation icon cpi-stack-estimation

Estimating CPI stacks of 6 benchmark programs using Linear regression with regularization.

cuda_matrix icon cuda_matrix

Checking the speed-up with CUDA (NVIDIA) for diagonal matrix multiplication wrt the normal CPU implementation of optimized and unoptimized codes.

deepfix icon deepfix

Fixing syntactically incorrect C program lines using deep learning techniques.

flan_t5 icon flan_t5

Experimentation with flan t5 small model.

gradcam-on-video icon gradcam-on-video

Extension of the GradCAM idea to video classification task as a means of providing explainability.

machine-learning-interview icon machine-learning-interview

Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.

music-genre-classification icon 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.

qlora icon qlora

Fine-tuning an LLM with Huggingface PEFT and QLoRA

rating_prediction icon rating_prediction

Movie Rating Prediction based on NETFLIX dataset using Low Rank Matrix factorization technique.

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