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Top 137 representation-learning open source projects

Must-read papers and resources related to causal inference and machine (deep) learning

✭ 387

machine-learning deep-learning representation-learning causal-inference treatment-effects causal-models counterfactual randomized-controlled-trials paper-list heterogeneous-treatment-effects causal-discovery counterfactual-learning estimating-treatment-effects causal-learning

A-Barebones-Image-Retrieval-System

This project presents a simple framework to retrieve images similar to a query image.

✭ 25

Jupyter Notebook computer-vision deep-learning keras representation-learning tensorflow2

Learning-From-Rules

Implementation of experiments in paper "Learning from Rules Generalizing Labeled Exemplars" to appear in ICLR2020 (https://openreview.net/forum?id=SkeuexBtDr)

✭ 46

python shell perl weak-supervision representation-learning data-augmentation weakly-supervised-learning weakly-supervised rulebasednlp iclr2020 rule-based-nlp high-level-supervision

FUSION

PyTorch code for NeurIPSW 2020 paper (4th Workshop on Meta-Learning) "Few-Shot Unsupervised Continual Learning through Meta-Examples"

✭ 18

python representation-learning unsupervised-learning incremental-learning meta-learning continual-learning self-attention few-shot-learning

PCC-pytorch

A pytorch implementation of the paper "Prediction, Consistency, Curvature: Representation Learning for Locally-Linear Control"

✭ 57

python machine-learning pytorch representation-learning deep-generative-models

anatome

Ἀνατομή is a PyTorch library to analyze representation of neural networks

✭ 50

Jupyter Notebook python pytorch neural-networks representation-learning pytorch-library

image embeddings

Using efficientnet to provide embeddings for retrieval

✭ 107

Jupyter Notebook python Makefile computer-vision retrieval embeddings recommendation-system representation-learning efficientnet

PC3-pytorch

Predictive Coding for Locally-Linear Control (ICML-2020)

✭ 16

python representation-learning optimal-control mutual-information contrastive-predictive-coding

VQ-APC

Vector Quantized Autoregressive Predictive Coding (VQ-APC)

✭ 34

python representation-learning unsupervised-learning self-supervised-learning pre-training

Revisiting-Contrastive-SSL

Revisiting Contrastive Methods for Unsupervised Learning of Visual Representations. [NeurIPS 2021]

✭ 81

python shell clustering transfer-learning representation-learning unsupervised-learning moco self-supervised-learning neurips pretraining contrastive-learning neurips2021

Representation-Learning-for-Information-Extraction

Pytorch implementation of Paper by Google Research - Representation Learning for Information Extraction from Form-like Documents.

✭ 82

python google deep-learning pytorch transformer document invoice representation-learning receipts pytorch-implementation google-research relie

object-aware-contrastive

Object-aware Contrastive Learning for Debiased Scene Representation (NeurIPS 2021)

✭ 44

python representation-learning self-supervised-learning contrastive-learning

Supervised-Contrastive-Learning-in-TensorFlow-2

Implements the ideas presented in https://arxiv.org/pdf/2004.11362v1.pdf by Khosla et al.

✭ 117

Jupyter Notebook computer-vision deep-learning tensorflow keras representation-learning contrastive-learning supervised-contrastive-learning

pgdl

Winning Solution of the NeurIPS 2020 Competition on Predicting Generalization in Deep Learning

✭ 36

python deep-learning representation-learning generalization neurips-2020

DESOM

🌐 Deep Embedded Self-Organizing Map: Joint Representation Learning and Self-Organization

✭ 76

python visualization deep-learning clustering som keras autoencoder kohonen-map representation-learning self-organizing-map

COCO-LM

[NeurIPS 2021] COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining

✭ 109

python shell Cuda C++cython lua natural-language-processing deep-learning transformers representation-learning language-model natural-language-understanding pretraining pretrained-language-model contrastive-learning

PLBART

Official code of our work, Unified Pre-training for Program Understanding and Generation [NAACL 2021].

✭ 151

python shell nlp representation-learning language-model code-intelligence

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