3D-Reconstruction

This is not a finished project, instead something which I have worked on. I had researched various algorithms for 3d reconstruction. The different algorithms implemented were: NeRF, Used multiple 2d images of a object and also the camera angles/poses at which the 2d images were captured to generate a single 3d object. PIFuHD from facebook. Used to create 3d models from single human images. You can find more similar repositories on my github profile.

Bitcoin Price Prediction

I was interested in algorithmic trading, and thus started tish project to understand how well Machine Learning can be used to predict future values of stocks/cryptocurrency. This project involved implementing various algorithms for predicting future prizes of Bitcoin. Since Bitcoin price is volatile and has a lot of variation, I was not able to get good results at first, but after using models having complex architecture, and having attention mechanisms, I was able to develop models which gave good results.

ML-Experimentation

This is also not a project, but instead a collection of google colab notebooks, where I try to test the recenly released machine learning models such as DALLE-2, Imagen, Language models such as BLOOM,GPT-3 etc. I will be adding many more google colab files into this github repository in the future. This repository contains the experimentation that I will perform on the recent advancements in AI. Mostly related to the recent research papers released in the community, and the machine learning models that have become quite popular.