akarshkumar0101
I want to understand intelligence and all the processes that emerge it. MIT CSAIL PhD Student
Boston, Massachusetts
Pinned Repositories
DSProject
DSL DSP Combined Term Project.
evocraft-2022
GECCO Open-Endedness Challenge
LibAK
My java library
LibAK-CAS
My personal Java Computer Algebra System! It will let you parse and compute mathematical expressions and their derivatives, etc.
LibAK-Evolution
My personal Java Evolutionary library! It has templates to run genetic algorithms and NEAT (Neuroevolution of Augmenting Topologies)
LibAK-ML
My personal Java Machine Learning library!
ml-ideas
I have lots of machine learning ideas. Heres where they come to life in one or a few notebooks.
mu-zero
My implementation of the mu-zero algorithm from DeepMind for chess.
ProjectEuler
Code for Project Euler
Strategic-Anomalies
Source files for Quinn and my game.
akarshkumar0101's Repositories
akarshkumar0101/DSProject
DSL DSP Combined Term Project.
akarshkumar0101/evocraft-2022
GECCO Open-Endedness Challenge
akarshkumar0101/mu-zero
My implementation of the mu-zero algorithm from DeepMind for chess.
akarshkumar0101/akpy
My personal ML Python utils library.
akarshkumar0101/ml-ideas
I have lots of machine learning ideas. Heres where they come to life in one or a few notebooks.
akarshkumar0101/transformer-memory
A transformer with a long-term memory mechanism
akarshkumar0101/akarshkumar.com
my personal website
akarshkumar0101/akarshkumar0101
My Github Homepage!
akarshkumar0101/auto-pic
Automated Picbreeder!
akarshkumar0101/basketball-rl
Basketball Play Simulation with Reinforcement Learning!
akarshkumar0101/cluster-run
Scripts for launching many jobs on many remote servers.
akarshkumar0101/CS-395T
akarshkumar0101/dotfiles
My personal config files! Has files for .bashrc, .zshrc, .vimrc, .gitconfig, .tmux.conf, etc.
akarshkumar0101/ee-422-rec6
Pair Programming Recitation
akarshkumar0101/evolved-neuroevolution
Making neuroevolution more end-to-end evolved by evolving the strategy of mutating and crossing over.
akarshkumar0101/exploration-generalization
Exploration generalizes (hopefully better!)
akarshkumar0101/hardware-final-project
Hardware final project
akarshkumar0101/meta-weight-sharing
Finding the optimal weight-sharing technique in NNs using meta-learning!
akarshkumar0101/minecraft_server
Our Minecraft Server! Akarsh, Louis, Corey, Sarkis, Sahran
akarshkumar0101/mlp-shaker
Code for MLP-Shaker, an extension on MLP-Mixer
akarshkumar0101/PPO-PyTorch
Minimal implementation of clipped objective Proximal Policy Optimization (PPO) in PyTorch
akarshkumar0101/procgen
Procgen Benchmark: Procedurally-Generated Game-Like Gym-Environments
akarshkumar0101/pytorch3d
PyTorch3D is FAIR's library of reusable components for deep learning with 3D data
akarshkumar0101/qd-acl
Quality Diversity for Automatic Curriculum Learning!
akarshkumar0101/retnet-test
The simplest, fastest repository for training/finetuning medium-sized GPTs.
akarshkumar0101/sparse-high-attention
Sparse Higher-Order Attention Mechanism
akarshkumar0101/synthetic-mdps
Synthetic MDPs
akarshkumar0101/timm-mlp-shaker
PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more
akarshkumar0101/true-neutral-cookiecutter
A minimalist cookiecutter for research and data science projects
akarshkumar0101/two-man-sgd
Finding the (approximate) intersection between two point-gradient rays of the parent NNs in weight space as a crossover mechanism. Can be used as a neuroevolution crossover or be adapted for an optimization algorithm.