Learn Data Science

Deep Learning architectures

Transformer

Conditional Random Field (CRF)

MOOC's

Stanford Artificial Intelligence Professional Program

Bloggers

Aditi Rastogi - ML,DL,Data Science blog

Youtube Videos & Channels

Deep Learning Architectures

Learn Data Science

Book Deals

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Tutorials

Minimum Viable Study Plan for Machine Learning Interviewsstars5.7k

MOOC's

Recommender Systems Specialization from University of Minnesota is an intermediate/advanced level specialization focused on Recommender System on Coursera platform.

Tutorials

1000 Data Science Projects you can run on the browser with ipyton.

Tutorials

Free Courses

Skillcombo - Data Science - 1000+ free online Data Science courses

Books

How to Lead in Data Science - Early access

Casual Inference for Data Science - Early access

COLLEGES

MS in Computer Information Systems @ Boston University

Bloggers

Datawrangling by Peter Skomoroch. MACHINE LEARNING, DATA MINING, AND MORE

Data Science 101 - Learning To Be A Data Scientist

Data Sets

NASDAQ:DATA - Nasdaq Data Link A premier source for financial, economic and alternative datasets.

National Centers for Environmental Information

Books

Dive into Deep Learning

Books

Julia for Data Analysis - Early access

Learn Data Science

Semi-Supervised Learning

Clustering

COLLEGES

Master of Applied Data Science @ The University of Michigan

Tutorials

Python for Data Science: A Beginner’s Guide

Data Sets

SocialGrep - a collection of open Reddit datasets.

Books

Data Mesh in Action - Early access

Essential Natural Language Processing - Early access

Data Science at Scale with Python and Dask

The Data Science Handbook: Advice and Insights from 25 Amazing Data Scientists

Everyday Data Science & (cheaper PDF version)

Mining Massive Datasets - free e-book comprehended by an online course

Global Optimization Algorithms: Theory and Application - Free Download

Genetic Algorithms and Evolutionary Computation - Free Download

Neural Networks and Deep Learning

Artificial Intelligence: Foundations of Computational Agents, 2nd Edition - Free HTML version

The Quest for Artificial Intelligence: A History of Ideas and Achievements - Free Download

Other Lists

Awesome Drug Synergy, Interaction and Polypharmacy Predictionstars73

Awesome Data Science Ideasstars612

awesome-datasetsstars51.2k

awesome-datavizstars3.1k

Data Sets

Google Dataset Search (beta)

San Fransisco Government Open Data

The GDELT Project

GeoLite Legacy Downloadable Databases

datacite.org

Academic Torrents

hadoopilluminated.com

United States Census Bureau

usgovxml.com

enigma.com - Navigate the world of public data - Quickly search and analyze billions of public records published by governments, companies and organizations.

Public Big Data Sets

A Deep Catalog of Human Genetic Variation

Google Public Data

World Bank Data

NYC Taxi data

UC Irvine Machine Learning Repository - contains data sets good for machine learning

research-quality data sets by Hilary Mason

ClimateData.us (related: U.S. Climate Resilience Toolkit)

GHDx - Institute for Health Metrics and Evaluation - a catalog of health and demographic datasets from around the world and including IHME results

undata

NASA SocioEconomic Data and Applications Center - SEDAC

Sweden, Statistics

StackExchange Data Explorer - an open source tool for running arbitrary queries against public data from the Stack Exchange network.

Open data Index

GHTorrent

Facebook Accounts

Data Science Day

Bloggers

Sebastian's Blog - Blog for NLP and transfer learning!

Springboard - A blog with resources for data science learners

O'reilly Learning Blog

Periscopic

Tevfik Kosar - Magnus Notitia

Data Scientist is building the data scientist culture.

Yet Another Data Blog Yet Another Data Blog

Louis Dorard a technology guy with a penchant for the web and for data, big and small

Quora Data Science - Data Science Questions and Answers from experts

Wes McKinney - Wes McKinney Archives.

Greg Reda - Greg Reda Personal Blog

Kevin Davenport - Kevin Davenport Personal Blog

Julia Evans - Recurse Center alumna

Sean J. Taylor - Personal Web Page

Drew Conway - Personal Web Page

Noah Iliinsky - Personal Blog

Matt Harrison - Personal Blog

Prash Chan - Tech Blog on Master Data Management And Every Buzz Surrounding It

Clare Corthell - The Open Source Data Science Masters

Paul Miller Based in the UK and working globally, Cloud of Data's consultancy services help clients understand the implications of taking data and more to the Cloud.

Data Science London Data Science London is a non-profit organization dedicated to the free, open, dissemination of data science. We are the largest data science community in Europe. We are more than 3,190 data scientists and data geeks in our community.

Machine Learning Mastery about helping professional programmers to confidently apply machine learning algorithms to address complex problems.

Daniel Forsyth - Personal Blog

Revolution Analytics - Data Science Blog

Spenczar a data scientist at Twitch. I handle the whole data pipeline, from tracking to model-building to reporting.

KD Nuggets Data Mining, Analytics, Big Data, Data, Science not a blog a portal

Meta Brown - Personal Blog

New Data Scientist How a Social Scientist Jumps into the World of Big Data

Harvard Data Science - Thoughts on Statistical Computing and Visualization

Kaggle Past Solutions

NYC Taxi Visualization Blog

Learning Lover

Dataists

Data-Mania

Data-Magnum

P-value - Musings on data science, machine learning and stats.

Digital transformation

Data Mania Blog - The File Drawer - Chris Said's science blog

Emilio Ferrara's web page

DataNews

Data Stories

Meaning of

Adventures in Data Land

DATA MINERS BLOG

FlowingData - Visualization and Statistics

Calculated Risk

i am trask - A Machine Learning Craftsmanship Blog

Dataconomy - A blog on the new emerging data economy

Data School - Data science tutorials for beginners!

Colah's Blog - Blog for understanding Neural Networks!

Distill - Dedicated to clear explanations of machine learning!

Podcasts

Data Science Mixer

Data Crunch

Adversarial Learning

Data Stories

Learning Machines 101

Linear Digressions

Partially Derivative

Journals, Publications and Magazines

Medium Data Science Topic - Data Science related publications on medium

Journal of Data Science - an international journal devoted to applications of statistical methods at large

ICML - International Conference on Machine Learning

epjdatascience

Journal of Big Data

Big Data & Society

datatau.com/news - Like Hacker News, but for data

Visualization Tools - Environments

NetworkX

Glue

addepar

anychart

cartodb

Cube

d3plus

dygraphs

ECharts

exhibit

highcarts

jqplot

Matplotlib

nvd3

Openrefine

raw

techanjs

Timeline

variancecharts

r2d3

Deep Learning

tensorflow

TensorForcestars3.2k

Ludwigstars8.5k

tensorpackstars6.2k

TensorLayerstars7.1k

Deep Learning

pytorch

pyrostars7.6k

pytorch_geometricstars15.7k

skorchstars4.7k

PyTounestars531

Machine Learning in General Purpose

modALstars1.8k

sigopt_sklearnstars72

scikit-learn

Shogun

Tutorials

Over 1000 Data Science Online Courses at Classpert Online Search Engine

MOOC's

Coursera Tensorflow in practice

Udacity - Deep Learning

Oxford Machine Learning

Data Mining - 5 Steps Courses, A Specialization on Coursera

CS 109 Data Science

CS 171 Visualization

Oxford Deep Learning

UBC Machine Learning - video

CS 231 - Convolutional Neural Networks for Visual Recognition

Intensive Programs

S2DS

COLLEGES

Master of Data Science @ Illinois Institute of Technology

Master of Data Science @ Melbourne University

M.S. Management & Data Science @ Leuphana

MS in Applied Data Science @ Syracuse

Data Science Degree @ UVA

Data Science Degree @ Berkeley

Data Science Degree @ Wisconsin

MS in Business Analytics @ ASU Online

Presentations

How to Become a Data Scientist

Introduction to Data Science

Intro to Data Science for Enterprise Big Data

How to Interview a Data Scientist

The Science of a Great Career in Data Science

What Does a Data Scientist Do?

Building Data Start-Ups: Fast, Big, and Focused

How to win data science competitions with Deep Learning

Competitions

Analytics Vidhya

Journals, Publications and Magazines

all AI news - The AI/ML/Big Data news aggregator platform

Youtube Videos & Channels

Regression Models: Applying simple Poisson regression

Machine Learning in General Purpose

Deepchecksstars2.1k

Visualization Tools - Environments

Netronstars20.1k

Podcasts

AI at Home

The Radical AI Podcast

COLLEGES

Master Data Science and Artificial Intelligence @ Eindhoven University of Technology

Books

Graph Algorithms for Data Science - Early access

Youtube Videos & Channels

Manning Publications YouTube channel

Ask Dr Chong: How to Lead in Data Science - Part 1

Ask Dr Chong: How to Lead in Data Science - Part 2

Ask Dr Chong: How to Lead in Data Science - Part 3

Ask Dr Chong: How to Lead in Data Science - Part 4

Ask Dr Chong: How to Lead in Data Science - Part 5

Ask Dr Chong: How to Lead in Data Science - Part 6

Youtube Videos & Channels

Data36 - Data Science for Beginners by Tomi Mester

Books

Designing Cloud Data Platforms - Early access

Podcasts

Let's Data (Brazil)

Bloggers

Maria Khalusova - Data science blog

Data Sets

MapLight - provides a variety of data free of charge for uses that are freely available to the general public. Click on a data set below to learn more

Podcasts

O'Reilly Data Show Podcast

Youtube Videos & Channels

Neural networks from scratch by Sentdex

Newsletters

The Analytics Engineering Roundup. A newsletter about data science. Archive.

Visualization Tools - Environments

vizzustars1.6k

Learn Data Science

Unsupervised Learning

Hidden Markov Models (HMM)

Books

Introduction to Machine Learning with Python

Podcasts

AI Today

The Data Engineering Show

Books

Deep Learning Cookbook

Books

An Introduction to Statistical Learning with Applications in R

Deep Learning with PyTorch

Regression, a Friendly guide - Early access

Deep Learning

Learn Data Science

Deep Learning architectures

Self-Organized Maps

Comics

Comic compilation

Cartoons

MOOC's

Data Science: Statistics & Machine Learning

Machine Learning Engineering for Production (MLOps)

NLP Specialization Coursera

Books

Artificial Intelligence with Python - Tutorialspoint

Machine Learning - CIn UFPE

Machine Learning with Python - Tutorialspoint

Data Science at the Command Line: Facing the Future with Time-Tested Tools

Streaming Systems: The What, Where, When, and How of Large-Scale Data Processing

Youtube Videos & Channels

Neural networks by 3Blue1Brown

ML Street Talk - Unabashedly technical and non-commercial, so you will hear no annoying pitches.

Bloggers

Chip Huyen's Blog - ML Engineering, MLOps, and the use of ML in startups

Learn Data Science

Unsupervised Learning

Dimension Reduction

• Principal Component Analysis (PCA)
• t-SNE

Learn Data Science

Semi-Supervised Learning

S3VM

Generative models

Low-density separation

Laplacian regularization

Heuristic approaches

Learn Data Science

Deep Learning architectures

Multilayer Perceptron

Convolutional Neural Network (CNN)

Recurrent Neural Network (RNN)

Boltzmann Machines

Autoencoder

Generative Adversarial Network (GAN)

Books

Practical MLOps: How to Get Ready for Production Models

Data Analysis with Python and PySpark

Youtube Videos & Channels

mlops.community - Interviews of industry experts about production ML

Other Lists

Top Data Science Interview Questions

Bloggers

Loic Tetrel - Data science blog

Books

Probabilistic Machine Learning: An Introduction

Other Lists

Awesome Explainable Graph Reasoningstars1.8k

Books

Effective Data Science Infrastructure

Visualization Tools - Environments

altair

Podcasts

DataFramed

Gradient Dissent

Data Sets

The official portal for European data

Books

Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition

Podcasts

Becoming a Data Scientist

Chai time Data Science

DataTalks.Club

Not So Standard Deviations

The Robot Brains Podcast

Tutorials

Realtime deployment Tutorial on Python time-series model deployment.

Competitions

Microprediction

Deep Learning

pytorch

pytorch_tabularstars736

Bloggers

Deep and Shallow - All things Deep and Shallow in Data Science

Podcasts

Data Engineering Podcast

Data Science at Home

Datacast

Bloggers

nbshare - Data Science notebooks

Youtube Videos & Channels

Mildlyoverfitted - Tutorials on intermediate ML/DL topics

Data Sets

IBM Asset Dataset

Presentations

Full-Stack Data Scientist

Books

R for Data Science

Build a Career in Data Science

Machine Learning Bookcamp - Early access

Newsletters

AI Digest. A weekly newsletter to keep up to date with AI, machine learning, and data science. Archive.

DataTalks.Club. A weekly newsletter about data-related things. Archive.

Youtube Videos & Channels

DataTalks.Club

Slack Communities

DataTalks.Club

Data Sets

5000 Images of Clothesstars63

Other Lists

Data Science Interviews Questionsstars6.6k

MOOC's

Python for Data Science Foundation Course

Hobby

Awesome Music Productionstars531

Tutorials

Tutorials to get started on signal processings for machine learningstars17

Bloggers

Jingles - Review and extract key concepts from academic papers

Books

A Comprehensive Guide to Machine Learning

Tutorials

#tidytuesdaystars5k A weekly data project aimed at the R ecosystem.

Books

Data Analysis with Python and PySpark - Early access

Visualization Tools - Environments

ggplot2

C3

TensorWatchstars3.2k

bokeh

MOOC's

Linear Algebra - Linear Algebra course by Gilbert Strang

A 2020 Vision of Linear Algebra (G. Strang)

Tutorials

Free Courses

AI Expert Roadmapstars21.5k - Roadmap to becoming an Artificial Intelligence Expert

Convex Optimization - Convex Optimization (basics of convex analysis; least-squares, linear and quadratic programs, semidefinite programming, minimax, extremal volume, and other problems; optimality conditions, duality theory...)

Books

Convex Optimization - Convex Optimization book by Stephen Boyd - Free Download

Machine Learning in General Purpose

scikit-multilearnstars784

sklearn-expertsysstars481

scikit-featurestars1.3k

scikit-rebatestars367

seqlearnstars647

sklearn-bayesstars475

sklearn-crfsuitestars410

sklearn-deapstars704

sklearn-evaluationstars336

scikit-imagestars5.1k

scikit-optstars3.5k

scikit-posthocsstars257

pystructstars664

xLearnstars3k

cuMLstars3k

causalmlstars3.5k

mlpackstars4.1k

MLxtendstars4.1k

Sparkit-learnstars1.1k

hyperlearnstars1.4k

dlibstars11.4k

RuleFitstars319

pyGAMstars718

Deep Learning

pytorch

PyTorchstars59.2k

torchvisionstars12.5k

torchtextstars3.1k

torchaudiostars1.9k

ignitestars4.1k

PyTorchNetstars1.4k

PyVarInfstars340

GPyTorchstars2.9k

Catalyststars3k

Deep Learning

tensorflow

TensorFlowstars168.1k

TFLearnstars9.6k

Sonnetstars9.4k

TRFLstars3.1k

Polyaxonstars3.2k

NeuPystars717

tfdeploystars349

tensorflow-upstreamstars608

TensorFlow Foldstars1.8k

tensorlmstars63

TensorLightstars10

Mesh TensorFlowstars1.3k

TF-Agentsstars2.4k

Deep Learning

keras

Keras

keras-contribstars1.6k

Hyperasstars2.1k

Elephasstars1.5k

Herastars495

Spektralstars2.2k

qkerasstars416

keras-rlstars5.3k

Talosstars1.5k

Other Lists

Awesome Game Datasetsstars410

Learn Data Science

Algorithms

Colleges

MOOC's

Podcasts

Books

YouTube Videos & Channels

Toolboxes - Environment

Journals, Publications and Magazines

Presentations

Tutorials

Learn Data Science

Supervised Learning

Linear Regression

Ordinary Least Squares

Logistic Regression

Stepwise Regression

Multivariate Adaptive Regression Splines

Locally Estimated Scatterplot Smoothing

Boosting

Bagging

Random Forest

AdaBoost

Learn Data Science

Unsupervised Learning

Self-organizing map

Adaptive resonance theory

Learn Data Science

Data Mining Algorithms

C4.5

k-Means

SVM

Apriori

EM

PageRank

AdaBoost

kNN

Naive Bayes

CART

COLLEGES

A list of colleges and universities offering degrees in data science.stars149

Msc in Data Science @ The University of Edinburgh

Master of Management Analytics @ Queen's University

MOOC's

Coursera Introduction to Data Science

Data Science - 9 Steps Courses, A Specialization on Coursera

Machine Learning – 5 Steps Courses, A Specialization on Coursera

OpenIntro

Process Mining: Data science in Action

Oxford Deep Learning - video

Data Science Specializationstars3.9k

Coursera Big Data Specialization

Statistical Thinking for Data Science and Analytics by Edx

Cognitive Class AI by IBM

Keras in Motion

Microsoft Professional Program for Data Science

COMP3222/COMP6246 - Machine Learning Technologies

Coursera Deep Learning Specialization

365 Data Science Course

Coursera Natural Language Processing Specialization

Coursera GAN Specialization

Codecademy's Data Science

Tutorials

Data science your waystars562

PySpark Cheatsheetstars209

Machine Learning, Data Science and Deep Learning with Python

How To Label Data

Your Guide to Latent Dirichlet Allocation

Tutorials of source code from the book Genetic Algorithms with Python by Clinton Sheppardstars1k

Tutorials

Free Courses

Data Scientist with R

Data Scientist with Python

Genetic Algorithms OCW Course

Visualization Tools - Environments

amcharts

slemma

Data-Driven Documents(D3js)

gephi

Google Chart Gallery

import.io

plot.ly

Seaborn

vida

Wrangler

Redash

Journals, Publications and Magazines

GECCO - The Genetic and Evolutionary Computation Conference (GECCO)

Big Data Research

Data Science Journal

Data Science Trello Board

Towards Data Science Genetic Algorithm Topic -Genetic Algorithm related Publications onTowards Data Science

Presentations

How to Share Data with a Statisticianstars6.2k

Books

Classic Computer Science Problems in Python

Evolutionary Algorithms - Free Download

Advances in Genetic Programming, Vol. 3 - Free Download

Bloggers

Analytics Vidhya - A full-fledged website about data science and analytics study material.

Chris Albon's Website - Data Science and AI notes

Youtube Videos & Channels

What is machine learning?

Andrew Ng: Deep Learning, Self-Taught Learning and Unsupervised Feature Learning

Deep Learning: Intelligence from Big Data

Interview with Google's AI and Deep Learning 'Godfather' Geoffrey Hinton

Introduction to Deep Learning with Python

What is machine learning, and how does it work?

Data School - Data Science Education

Neural Nets for Newbies by Melanie Warrick (May 2015)

Neural Networks video series by Hugo Larochelle

Google DeepMind co-founder Shane Legg - Machine Super Intelligence

Data Science Primer

Data Science with Genetic Algorithms

Data Science for Beginners

Competitions

Kaggle

DrivenData

InnoCentive

Data Sets

data.gov - The home of the U.S. Government's open data

datahub.io

aws.amazon.com/datasets

figshare.com

Quora's Big Datasets Answer

Kaggle Datasets

A community-curated database of well-known people, places, and things

Open Data Philly Connecting people with data for Philadelphia

grouplens.org Sample movie (with ratings), book and wiki datasets

r/datasets

St. Louis Federal Reserve Economic Data - FRED

New Zealand Institute of Economic Research – Data1850

Open Data Sourcesstars460

UNICEF Data

Public Git Archive

Microsoft Research Open Data

Open Government Data Platform India

NAYN.CO Turkish News with categoriesstars3

Covid-19stars1.1k

Covid-19 Googlestars112

Enron Email Dataset

Other Lists

Other amazingly awesome lists can be found in the awesome-awesomenessstars29.4k

Awesome Machine Learningstars56.1k

listsstars8.4k

awesome-pythonstars143.2k

Data Science IPython Notebooks.stars23.8k

awesome-rstars5.2k

awesome-Machine Learning & Deep Learning Tutorials

Machine Learning for Software Engineersstars26.2k

Community Curated Data Science Resources

Awesome Machine Learning On Source Codestars5.6k

Awesome Community Detectionstars2k

Awesome Graph Classificationstars4.5k

Awesome Decision Tree Papersstars2k

Awesome Fraud Detection Papersstars1.2k

Awesome Gradient Boosting Papersstars810

Awesome Computer Vision Modelsstars403

Awesome Monte Carlo Tree Searchstars483

Glossary of common statistics and ML terms

100 NLP Papersstars3.4k

Podcasts

Data Skeptic

Superdatascience

What's The Point

Books

Machine Learning from Scratch

Fighting Churn With Data

Python Data Science Handbook

Think Like a Data Scientist

Introducing Data Science

Practical Data Science with R

Exploring Data Science - free eBook sampler

Exploring the Data Jungle - free eBook sampler

Math for Programmers Early access

R in Action, Third Edition Early access

Data Science Bookcamp Early access

Data Science Thinking: The Next Scientific, Technological and Economic Revolution

Applied Data Science: Lessons Learned for the Data-Driven Business

The Data Science Handbook

Pandas in Action - Early access

Genetic Algorithms and Genetic Programming

Advances in Evolutionary Algorithms - Free Download

Genetic Programming: New Approaches and Successful Applications - Free Download

Learn Data Science

Supervised Learning

Regression

Classification

• k-nearest neighbor
• Support Vector Machines
• Decision Trees
• ID3 algorithm
• C4.5 algorithm

Ensemble Learning

Learn Data Science

Unsupervised Learning

Clustering

• Hierchical clustering
• k-means
• Fuzzy clustering
• Mixture models

Neural Networks

Learn Data Science

Reinforcement Learning

Q Learning

SARSA (State-Action-Reward-State-Action) algorithm

Temporal difference learning

Github Groups

Berkeley Institute for Data Science

Bloggers

floydhub - Blog for Evolutionary Algorithms

Bloggers

Andrew Carr - Data Science with Esoteric programming languages

Telegram Channels

Open Data Science – First Telegram Data Science channel. Covering all technical and popular staff about anything related to Data Science: AI, Big Data, Machine Learning, Statistics, general Math and the applications of former.

Loss function porn — Beautiful posts on DS/ML theme with video or graphic vizualization.

Machinelearning – Daily ML news.

Bloggers

Matthew Russell - Mining The Social Web.

Hakan Kardas - Personal Web Page

Hilary Mason - Personal Web Page

Vamshi Ambati - AllThings Data Sciene

Siah a PhD student at Berkeley

Data Science Weekly - Weekly News Blog

R Bloggers - R Bloggers

The Practical Quant Big data

WhatSTheBigData is some of, all of, or much more than the above and this blog explores its impact on information technology, the business world, government agencies, and our lives.

DataScientistJourney

datascopeanalytics

datascientistjourney

Reddit TextMining

Hilary Parker

Data Science Lab

Dataclysm

Dominodatalab

Vademecum of Practical Data Science - Handbook and recipes for data-driven solutions of real-world problems

Occam's Razor - Focused on Web Analytics.

Facebook Accounts

The Data Science Blog

Facebook Accounts

Veri Bilimi Istanbul

Facebook Accounts

Vademecum of Practical Data Science

Facebook Accounts

Big data hadoop NOSQL Hive Hbase

Analytics, Data Mining, Predictive Modeling, Artificial Intelligence

Big Data Analytics using R

Big Data Analytics with R and Hadoop

Big Data Learnings

Big Data, Data Science, Data Mining & Statistics

BigData/Hadoop Expert

Data Mining / Machine Learning / AI

Data Mining/Big Data - Social Network Ana

Facebook Accounts

Data

Big Data Scientist

Data Science Academy

Facebook Data Science Page

Data Science London

Data Science Technology and Corporation

Data Science - Closed Group

Center for Data Science