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Hi, I'm Sandesh Katakam

Currently a BS-MS Mathematics Major(with a Minor in Computer Science) student at IISER Berhampur. I am broadly interested in Machine Learning Research

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Some stuff about me:

Research Interests:

  • Reinforcement Learning and Sequential Decision Making

  • Neural Differential Equations

  • Unsupervised Learning and Self Supervised Learning

  • Foundation Models for Reinforcement Learning

  • Machine Learning Systems(MLSys) and Systems for Machine Learning(SysML)

    I am looking to collaborate on Machine Learning Research Projects in the above research domains mentioned and Cool Open Source Projects in the Machine learning Space

Fun Fact: I am an avid enthusiast of Touch Typing on QWERTY (Consistently recording over 120+ WPM)

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My Tech Stack

Programming languages

Python  Julia  C  C++  JavaScript  Matlab  bash 

rust 

Scientific Computing and Machine Learning libraries and Frameworks

NumPy  SciPy  Pandas  TensorFlow  PyTorch  Flux.jl  Scikit-learn 

Web Devlopment Tools

JavaScript  CSS  HTML  Django  Flask 

DevOps and MLOps Tools:

Docker  GitHub  Google Cloud 

Other Tools:

Linux OS  Vim  LaTeX 

Sandesh Katakam's Projects

decision-transformer icon decision-transformer

Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.

deepxde icon deepxde

A library for scientific machine learning and physics-informed learning

denoising-stm-images icon denoising-stm-images

This repository contains the code for the project : Denoising STM Images using Machine learning.

diffeqfinancial.jl icon diffeqfinancial.jl

Differential equation problem specifications and scientific machine learning for common financial models

dl-docker icon dl-docker

An all-in-one Docker image for deep learning. Contains all the popular DL frameworks (TensorFlow, Theano, Torch, Caffe, etc.)

dopamine icon dopamine

Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.

dreamer-nodes icon dreamer-nodes

This Repository is dedicated to Research Project: "Neural ODE Based world models using Dreamer Algorithm"

fine-tuning-llama-7b icon fine-tuning-llama-7b

This repository contains code and other files related to the project "Fine-Tuning LLaMA Model" done at IIT Ropar as a part of the Indian Academy of Sciences SRFP Fellowship

flux.jl icon flux.jl

Relax! Flux is the ML library that doesn't make you tensor

garage icon garage

A toolkit for reproducible reinforcement learning research.

gymnasium icon gymnasium

An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)

jax icon jax

Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more

jaxgenesis icon jaxgenesis

A Library for Generative Models in JAX deep learning framework

jovian_data_analysis_course-zero-to-pandas- icon jovian_data_analysis_course-zero-to-pandas-

This repository contains my work that I have done as a part of the course "Data Analysis in Python: Zero to Pandas" offered by jovian. The Repo also contains a course project on the data analysis of stock quotes of axis bank.

julia-workshop-materials icon julia-workshop-materials

This repository contains materials for the Julia workshop to be organized by Programming club IISER Berhampur

lifelong_rl icon lifelong_rl

Pytorch implementations of RL algorithms, focusing on model-based, lifelong, reset-free, and offline algorithms. Official codebase for Reset-Free Lifelong Learning with Skill-Space Planning.

liquidnns-modelbasedrl icon liquidnns-modelbasedrl

This Repository is dedicated to the Research Project: "Liquid Neural Networks for constructing World Models for Model Based Reinforcement Learning"

mbrl-smdp-ode icon mbrl-smdp-ode

PyTorch implementation of "Model-based Reinforcement Learning for Semi-Markov Decision Processes with Neural ODEs", NeurIPS 2020

metrics icon metrics

📊 An infographics generator with 30+ plugins and 300+ options to display stats about your GitHub account and render them as SVG, Markdown, PDF or JSON!

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