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Abhishek's Projects

bertnest icon bertnest

A production-grade, scalable ML pipeline

g-play icon g-play

Graph-based Playlist Continuation using Neural Collaborative Filtering

jekyll-demo icon jekyll-demo

A demo Jekyll site: dark mode, random posts and a tag page

lmfs icon lmfs

Language Models from Scratch (Bigram to Transformer) for autoregressive character-level modelling

mindgraph icon mindgraph

proof of concept prototype for generating and querying against an ever-expanding knowledge graph with ai

minitorch icon minitorch

A scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API

numpycnn-ocr icon numpycnn-ocr

Minimal CNN for OCR from scratch in NumPy, covering architecture, training, backprop, and layer-wise feature visualization.

pet-breed-detection icon pet-breed-detection

Building a model to classify distinct categories of pets, comprising of 25 dog and 12 cat breeds

satellite-imagery-prediction icon satellite-imagery-prediction

Multi-label prediction on satellite images of various terrains, each having their own labels based on weather, agriculture and habitation

seir-graph icon seir-graph

SEIR model on a graph, to simulate covid-19 spread.

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