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learning-theory

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tensorflow / adanet

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Fast and flexible AutoML with learning guarantees.

python machine-learning deep-learning tensorflow gpu ensemble automl learning-theory neural-architecture-search distributed-training tpu

Updated Jul 9, 2020
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tirthajyoti / Papers-Literature-ML-DL-RL-AI

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Highly cited and useful papers related to machine learning, deep learning, AI, game theory, reinforcement learning

data-science machine-learning data-mining statistics reinforcement-learning deep-learning neural-network hardware paper machine-learning-algorithms statistical-learning artificial-intelligence game-theory pattern-recognition literature silicon learning-theory

Updated Jul 18, 2020

SMPyBandits

SMPyBandits / SMPyBandits

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🔬 Research Framework for Single and Multi-Players 🎰 Multi-Arms Bandits (MAB) Algorithms, implementing all the state-of-the-art algorithms for single-player (UCB, KL-UCB, Thompson...) and multi-player (MusicalChair, MEGA, rhoRand, MCTop/RandTopM etc).. Available on PyPI: https://pypi.org/project/SMPyBandits/ and documentation on

python open-source research internet-of-things simulations multi-arm-bandits multi multi-armed-bandit learning-theory mab bandit-algorithms cognitive-radio

Updated Jul 18, 2020
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Guyanqi / Awesome-Privacy

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Repository for collection of research papers on privacy.

machine-learning privacy paper awesome-list cps differential-privacy learning-theory jonathan-ullman

Updated Jan 17, 2020

Wei2624 / AI_Learning_Hub

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AI Learning Hub for Machine Learning, Deep Learning, Computer Vision and Statistics

machine-learning statistics deep-neural-networks deep-learning machine-learning-algorithms generative-model gaussian-mixture-models regularization expectation-maximization-algorithm variational-inference svm-classifier learningnotes learning-theory k-means-clustering perceptron-learning-algorithm discriminant-analysis

Updated Jun 5, 2020
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juliusberner / oberwolfach_workshop

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Material for 'Mathematics of Deep Learning Workshop' (https://www.mfo.de/occasion/1947a)

deep-learning neural-network mathematics approximation learning-theory

Updated Mar 10, 2020
Jupyter Notebook

nzw0301 / pb-contrastive

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Codes for PAC-Bayesian Contrastive Unsupervised Representation Learning

representation-learning learning-theory pac-bayes contrastie-learning

Updated Jun 30, 2020
Python

ajwills72 / catlearn

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Formal Psychological Models of Categorization and Learning

learning open-science psychology cognitive-science categorization learning-theory formal-models open-models

Updated Jul 15, 2020
R

j2kun / guess-the-polynomial

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A program that learns your polynomial using just two queries

polynomials learning-theory

Updated Jun 9, 2020
Python

gletarte / dichotomize-and-generalize

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PAC-Bayesian Binary Activated Deep Neural Networks

deep-learning neural-network learning-theory generalization pac-bayes

Updated Mar 9, 2020
Python

tomviering / monotone

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Making Learners (More) Monotone

machine-learning monotonicity mnist streaming-data learning-theory

Updated Apr 23, 2020
MATLAB

j2kun / binary-search-graphs

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Python code for the post "Binary Search on Graphs"

python graphs mathematics graph-theory binary-search learning-theory

Updated Jun 9, 2020
Python

kazeevn / no_free_lunch

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A rewrite of "The Lack of A Priori Distinctions Between Learning Algorithms" http://www.mitpressjournals.org/doi/abs/10.1162/neco.1996.8.7.1341

machine-learning learning-theory

Updated Sep 17, 2019
TeX

shreyaverma165 / ML-5622

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CSCI 5622 | CU Boulder | Spring 2018 | Chris Ketelsen

machine-learning logistic-regression feature-engineering knn-regression learning-theory

Updated Mar 21, 2018
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TWUOnline / course-design-lab

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Course Design Lab Repository

learning teaching learning-theory instructional-design

Updated May 6, 2018

saurabhmathur96 / presentations

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A collection of some of my presentations

computer-vision neural-network chatbot association-rules learning-theory

Updated May 16, 2020
TeX

professordeng / learning-theory

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学习方法实践

learning-theory

Updated May 24, 2020

jsaikrishna / Machine-Learning

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Course Repo for Machine-Learning

neural-network feature-extraction mnist-dataset logistic-regression adaboost feature-engineering tvtropes back-propagation knn-classification learning-theory forward-propagation

Updated May 17, 2018
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