Ranjodh Singh's starred repositories
stanford_alpaca
Code and documentation to train Stanford's Alpaca models, and generate the data.
tuning_playbook
A playbook for systematically maximizing the performance of deep learning models.
stanford-cs-229-machine-learning
VIP cheatsheets for Stanford's CS 229 Machine Learning
machine-learning-interview
Machine Learning Interviews from FAANG, Snapchat, LinkedIn. I have offers from Snapchat, Coupang, Stitchfix etc. Blog: mlengineer.io.
From-0-to-Research-Scientist-resources-guide
Detailed and tailored guide for undergraduate students or anybody want to dig deep into the field of AI with solid foundation.
deepchecks
Deepchecks: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.
ml-pen-and-paper-exercises
Pen and paper exercises in machine learning
FederatedScope
An easy-to-use federated learning platform
pytorch-lr-finder
A learning rate range test implementation in PyTorch
libri-light
dataset for lightly supervised training using the librivox audio book recordings. https://librivox.org/.
KeyphraseVectorizers
Set of vectorizers that extract keyphrases with part-of-speech patterns from a collection of text documents and convert them into a document-keyphrase matrix.
Multilingual-PR
Phoneme Recognition using pre-trained models Wav2vec2, HuBERT and WavLM. Throughout this project, we compared specifically three different self-supervised models, Wav2vec (2019, 2020), HuBERT (2021) and WavLM (2022) pretrained on a corpus of English speech that we will use in various ways to perform phoneme recognition for different languages with a network trained with Connectionist Temporal Classification (CTC) algorithm.
permute-quantize-finetune
Using ideas from product quantization for state-of-the-art neural network compression.
speech-to-intent-dataset
Dataset Release for Intent Classification from Speech
alana_learning_to_rank
Neural Response Ranker for Alana, Heriot-Watt University's Alexa Prize Socialbot