Martin Ma's repositories

relative_predictive_coding

Project page for paper Self-supervised Representation Learning with Relative Predictive Coding

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mae_understand

Code repo for the CVPR paper, "Understanding Masked Autoencoders via Hierarchical Latent Variable Models""

amdim-public

Public repo for Augmented Multiscale Deep InfoMax representation learning

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CMU-MultimodalSDK

CMU MultimodalSDK is a machine learning platform for development of advanced multimodal models as well as easily accessing and processing multimodal datasets.

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examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

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fair-mixup

ICLR 2021, Fair Mixup: Fairness via Interpolation

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GraphCL

[NeurIPS 2020] "Graph Contrastive Learning with Augmentations" by Yuning You, Tianlong Chen, Yongduo Sui, Ting Chen, Zhangyang Wang, Yang Shen

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jax

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

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lcifr

Learning Certified Individually Fair Representations

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mae_tpu

PyTorch implementation of MAE https//arxiv.org/abs/2111.06377

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matrix_sinfo_scripts

Credit: homles; script to get whatever nodes you want on matrix. The script allows you to request nodes for specific cpu, ram, vram, gpu-archi, and exclude nodes that you don’t want

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meta-project

Code for meta project forked from Siyuan codebase.

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mini-tool-box

Some util functions for machine learning experiments

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minnn-assignment

An assignment on creating a minimalist neural network toolkit for CS11-747

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moco-v3

PyTorch implementation of MoCo v3 https//arxiv.org/abs/2104.02057

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python-latex-highlighting

LaTeX style for Python highlighting

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SimCLR-2

PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations by T. Chen et al.

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simsiam

PyTorch implementation of SimSiam https//arxiv.org/abs/2011.10566

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tutorials

Some tutorials I've created for myself and my collaborators

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VDPC

Official Pytorch and JAX implementation of "Efficient-VDVAE: Less is more"

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