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[ Daily / Weekly / Overview ]

Dec 18, 2024

Other Awesome Lists / Book Deals (Affiliated) 🛍

• Top 100+ Machine Learning Interview Questions (Beginner to Advanced)

Nov 26, 2024

Tutorials

• Data Analytics Interview Questions (Beginner to Advanced)

• Top 100+ Data Science Interview Questions and Answers

Nov 12, 2024

MOOC's

• Data Science for Beginners - Learn with AI tutor

• Machine Learning for Beginners - Learn with AI tutor

Podcasts / Book Deals (Affiliated) 🛍

• The Analytics Engineering Podcast

Comics / Book Deals (Affiliated) 🛍

• Data Science Cartoons

• Data Science: The XKCD Edition

Oct 31, 2024

Tutorials

• Understand Data Science Course in Java

Oct 30, 2024

Tutorials

• Best CV/Resume for Data Science Freshers

Free Courses

• Data Science Course By IBM - Free resources and learn what data science is and how it’s used in different industries.

Oct 18, 2024

General Machine Learning Packages / Deep Learning architectures

• XGBoost (⭐26k)

• LightGBM (⭐17k)

• CatBoost (⭐8.1k)

• JAX (⭐31k)

Deep Learning Packages / Visualization Tools

• Dash

Podcasts / Book Deals (Affiliated) 🛍

• Gradient Descent

Oct 17, 2024

MOOC's

• Data Science Skill Tree

Aug 13, 2024

Books / Visualization Tools

• Unifying Business, Data, and Code: Designing Data Products with JSON Schema

Jul 01, 2024

Comparison / Deep Learning architectures

• ML System Designs)

Jun 03, 2024

Comparison / Three kinds of Machine Learning Systems

• datacompy (⭐487) - DataComPy is a package to compare two Pandas DataFrames.

May 18, 2024

Free Courses

• Prompt Engineering for Vision Models - Learn to prompt cutting-edge computer vision models with natural language, coordinate points, bounding boxes, segmentation masks, and even other images in this free course from DeepLearning.AI.

Apr 28, 2024

General Machine Learning Packages / Deep Learning architectures

• interpretable

Mar 23, 2024

Free Courses

• LLMOps: Building Real-World Applications With Large Language Models - Learn to build modern software with LLMs using the newest tools and techniques in the field.

Jan 27, 2024

Deep Learning Packages / Visualization Tools

• Resseract Lite (⭐4)

Dec 15, 2023

Other Awesome Lists / Book Deals (Affiliated) 🛍

• How Generative AI Is Changing Creative Work

• What is generative AI?

Nov 03, 2023

Datasets / Book Deals (Affiliated) 🛍

• The Humanitarian Data Exchange

Nov 01, 2023

Deep Learning Packages / PyTorch Ecosystem

• Yolov3 (⭐10k)

• Yolov5 (⭐52k)

• Yolov8 (⭐34k)

Oct 31, 2023

Comparison / Unsupervised Learning

• Dimension Reduction
  • Principal Component Analysis (PCA)
  • t-SNE; t-distributed Stochastic Neighbor Embedding
  • Factor Analysis
  • Latent Dirichlet Allocation (LDA)

Comparison / Data Mining Algorithms

• C4.5

• k-Means

• SVM (Support Vector Machine)

• Apriori

• EM (Expectation-Maximization)

• PageRank

• AdaBoost

• KNN (K-Nearest Neighbors)

• Naive Bayes

• CART (Classification and Regression Trees)

Oct 29, 2023

Comparison / Supervised Learning

• Locally Estimated Scatterplot Smoothing

Comparison / Unsupervised Learning

• Self-organizing map

• Adaptive resonance theory

• Hidden Markov Models (HMM)

Comparison / Semi-Supervised Learning

• Clustering

• Generative models

• Low-density separation

• Laplacian regularization

• Heuristic approaches

Comparison / Reinforcement Learning

• Q Learning

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

• Temporal difference learning

YouTube Videos & Channels / Book Deals (Affiliated) 🛍

• Time Series Modelling and Analysis

Oct 23, 2023

Tutorials

• Tutorials to get started on signal processing for machine learning (⭐64)

Oct 07, 2023

Colleges

• BS in Data Science & Applications

Comparison / Unsupervised Learning

• Neural Networks

Comparison / Deep Learning architectures

• Multilayer Perceptron

• Convolutional Neural Network (CNN)

• Recurrent Neural Network (RNN)

• Boltzmann Machines

• Autoencoder

• Generative Adversarial Network (GAN)

• Self-Organized Maps

• Transformer

• Conditional Random Field (CRF)

Oct 02, 2023

Algorithms / Three kinds of Machine Learning Systems

• Based on training with human supervision

• Based on learning incrementally on fly

• Based on data points comparison and pattern detection

Comparison / Supervised Learning

• Regression

• Softmax Regression

Books / Visualization Tools

• Machine Learning For Absolute Beginners

Bloggers / Book Deals (Affiliated) 🛍

• Akhil Soni - ML, DL and Data Science

• Akhil Soni - ML, DL and Data Science

Sep 24, 2023

Books / Visualization Tools

• An Introduction to Statistical Learning - Download Page

Sep 16, 2023

Free Courses

• MLSys-NYU-2022 (⭐375) - Slides, scripts and materials for the Machine Learning in Finance course at NYU Tandon, 2022.

• Hands-on Train and Deploy ML (⭐770) - A hands-on course to train and deploy a serverless API that predicts crypto prices.

Jun 22, 2023

Free Courses

• Python for Data Science by Scaler - This course is designed to empower beginners with the essential skills to excel in today's data-driven world. The comprehensive curriculum will give you a solid foundation in statistics, programming, data visualization, and machine learning.

Jun 21, 2023

MOOC's

• Scaler Data Science & Machine Learning Program

May 24, 2023

Tutorials

• 12 free Data Science projects to practice Python and Pandas

Bloggers / Book Deals (Affiliated) 🛍

• Santiago Basulto - Data Science with Python

Apr 20, 2023

MOOC's

• Programming with Julia

Apr 19, 2023

Books / Visualization Tools

• Julia for Data Science - Early Access

Apr 07, 2023

Books / Visualization Tools

• Software Engineering for Data Scientists - Early Access

Apr 04, 2023

Other Awesome Lists / Book Deals (Affiliated) 🛍

• Top Future Trends in Data Science in 2023

Mar 14, 2023

Deep Learning Packages / Visualization Tools

• geomap

Mar 11, 2023

Datasets / Book Deals (Affiliated) 🛍

• IBB Open Portal

Mar 10, 2023

Free Courses

• Python for Machine Learning - Start your journey to machine learning with Python, one of the most powerful programming languages.

Mar 04, 2023

Books / Visualization Tools

• Regular Expression Puzzles and AI Coding Assistants by David Mertz

• Data for All

Feb 22, 2023

Disaster

• deprem-ml AYA: Açık Yazılım Ağı (+25k developers) is trying to help disaster response using artificial intelligence. Everything is open-sourced afet.org.

Feb 04, 2023

General Machine Learning Packages / Deep Learning architectures

• imodels (⭐1.4k)

Jan 26, 2023

Free Courses

• ML Observability Fundamentals - Learn how to monitor and root-cause production ML issues.

• Weights & Biases Effective MLOps: Model Development - Free Course and Certification for building an end-to-end machine using W&B

Jan 18, 2023

Other Awesome Lists / Book Deals (Affiliated) 🛍

• Deep Learning Interview Questions

Dec 03, 2022

Deep Learning Packages / Visualization Tools

• Comet

Books / Visualization Tools

• Comet for DataScience: Enhance your ability to manage and optimize the life cycle of your data science project

Oct 31, 2022

Comparison / Supervised Learning

• Ensemble Learning
  • Boosting
  • Stacking
  • Bagging
  • Random Forest
  • AdaBoost

Comparison / Unsupervised Learning

• Clustering
  • Hierchical clustering
  • k-means
  • Density-based clustering
  • Fuzzy clustering
  • Mixture models

Oct 30, 2022

Comparison / Supervised Learning

• Ordinary Least Squares

• Logistic Regression

• Stepwise Regression

• Multivariate Adaptive Regression Splines

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

Oct 29, 2022

Books / Visualization Tools

• Foundations of Data Science Free Download

Datasets / Book Deals (Affiliated) 🛍

• ADS-B Exchange - Specific datasets for aircraft and Automatic Dependent Surveillance-Broadcast (ADS-B) sources.

Oct 19, 2022

General Machine Learning Packages / Deep Learning architectures

• scikit-survival

Books / Visualization Tools

• The Elements of Statistical Learning: Data Mining, Inference, and Prediction

Oct 18, 2022

Free Courses

• Kaggle - Learn about Data Science, Machine Learning, Python etc

Slack Communities / Book Deals (Affiliated) 🛍

• Women Who Code - Data Science

Oct 15, 2022

Tutorials

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

• #tidytuesday (⭐7k) A weekly data project aimed at the R ecosystem.

• Data science your way (⭐597)

• PySpark Cheatsheet (⭐459)

• Machine Learning, Data Science and Deep Learning with Python

• How To Label Data

• Your Guide to Latent Dirichlet Allocation

• Over 1000 Data Science Online Courses at Classpert Online Search Engine

• Tutorials of source code from the book Genetic Algorithms with Python by Clinton Sheppard (⭐1.2k)

• Realtime deployment Tutorial on Python time-series model deployment.

• Python for Data Science: A Beginner’s Guide

• Minimum Viable Study Plan for Machine Learning Interviews (⭐10k)

• Understand and Know Machine Learning Engineering by Building Solid Projects

Free Courses

• Data Scientist with R

• Data Scientist with Python

• Genetic Algorithms OCW Course

• AI Expert Roadmap (⭐29k) - 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...)

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

• Learning from Data - Introduction to machine learning covering basic theory, algorithms and applications

Intensive Programs

• S2DS

Colleges

• A list of colleges and universities offering degrees in data science. (⭐154)

• Data Science Degree @ Berkeley

• Data Science Degree @ UVA

• Data Science Degree @ Wisconsin

• MS in Computer Information Systems @ Boston University

• MS in Business Analytics @ ASU Online

• MS in Applied Data Science @ Syracuse

• M.S. Management & Data Science @ Leuphana

• Master of Data Science @ Melbourne University

• Msc in Data Science @ The University of Edinburgh

• Master of Management Analytics @ Queen's University

• Master of Data Science @ Illinois Institute of Technology

• Master of Applied Data Science @ The University of Michigan

• Master Data Science and Artificial Intelligence @ Eindhoven University of Technology

• Master's Degree in Data Science and Computer Engineering @ University of Granada

Comparison / Supervised Learning

• Linear Regression

Comparison / Semi-Supervised Learning

• S3VM

Journals, Publications and Magazines / Book Deals (Affiliated) 🛍

• ICML - International Conference on Machine Learning

• GECCO - The Genetic and Evolutionary Computation Conference (GECCO)

• epjdatascience

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

• Big Data Research

• Journal of Big Data

• Big Data & Society

• Data Science Journal

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

• Data Science Trello Board

• Medium Data Science Topic - Data Science related publications on medium

• Towards Data Science Genetic Algorithm Topic -Genetic Algorithm related Publications towards Data Science

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

Newsletters / Book Deals (Affiliated) 🛍

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

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

Podcasts / Book Deals (Affiliated) 🛍

• Data Stories

• AI at Home

• AI Today

• Adversarial Learning

• Becoming a Data Scientist

• Chai time Data Science

• Data Crunch

• Data Engineering Podcast

• Data Science at Home

• Data Science Mixer

• Data Skeptic

• Datacast

• DataFramed

• DataTalks.Club

• Learning Machines 101

• Let's Data (Brazil)

• Linear Digressions

• Not So Standard Deviations

• O'Reilly Data Show Podcast

• Partially Derivative

• Superdatascience

• The Data Engineering Show

• The Radical AI Podcast

• The Robot Brains Podcast

• What's The Point

• How AI Built This

Presentations / Book Deals (Affiliated) 🛍

• How to Become a Data Scientist

• Introduction to Data Science

• Intro to Data Science for Enterprise Big Data

• How to Interview a Data Scientist

• How to Share Data with a Statistician (⭐6.6k)

• 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

• Full-Stack Data Scientist

YouTube Videos & Channels / Book Deals (Affiliated) 🛍

• What is machine learning?

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

• Data36 - Data Science for Beginners by Tomi Mester

• 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

• DataTalks.Club

• Mildlyoverfitted - Tutorials on intermediate ML/DL topics

• mlops.community - Interviews of industry experts about production ML

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

• Neural networks by 3Blue1Brown

• Neural networks from scratch by Sentdex

• 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

• Regression Models: Applying simple Poisson regression

• Deep Learning Architectures

Telegram Channels / Book Deals (Affiliated) 🛍

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

Hobby / Book Deals (Affiliated) 🛍

• Awesome Music Production (⭐1.1k)

Oct 13, 2022

MOOC's

• Data Scientist with Python

Oct 11, 2022

Books / Visualization Tools

• Data Science From Scratch: First Principles with Python

Oct 07, 2022

Books / Visualization Tools

• Interpretable Machine Learning: A Guide for Making Black Box Models Explainable - Free GitHub version

Sep 16, 2022

MOOC's

• Stanford Artificial Intelligence Professional Program

Sep 06, 2022

Bloggers / Book Deals (Affiliated) 🛍

• Aditi Rastogi - ML,DL,Data Science blog

Sep 01, 2022

Books / Book Deals (Affiliated) 🛍

• Data for All

Aug 18, 2022

Books / Book Deals (Affiliated) 🛍

• eBook sale - Save up to 45% on eBooks!

• Causal Machine Learning

• Managing ML Projects

• Causal Inference for Data Science

Jul 29, 2022

MOOC's

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

Jun 11, 2022

Books / Visualization Tools

• How to Lead in Data Science - Early Access

Jun 09, 2022

Books / Visualization Tools

• Casual Inference for Data Science - Early Access

May 30, 2022

Books / Visualization Tools

• Dive into Deep Learning

Bloggers / Book Deals (Affiliated) 🛍

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

• Data Science 101 - Learning To Be A Data Scientist

Datasets / Book Deals (Affiliated) 🛍

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

• National Centers for Environmental Information

May 12, 2022

Books / Visualization Tools

• Julia for Data Analysis - Early Access

Mar 07, 2022

Datasets / Book Deals (Affiliated) 🛍

• SocialGrep - a collection of open Reddit datasets.

Feb 17, 2022

Books / Visualization Tools

• Data Mesh in Action - Early Access

Feb 16, 2022

Bloggers / Book Deals (Affiliated) 🛍

• Yet Another Data Blog Yet Another Data Blog

• Data Scientist is building the data scientist culture.

• Tevfik Kosar - Magnus Notitia

• Periscopic

• O'reilly Learning Blog

• Springboard - A blog with resources for data science learners

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

Facebook Accounts / Book Deals (Affiliated) 🛍

• Data Science Day

Datasets / Book Deals (Affiliated) 🛍

• datacite.org

• GeoLite Legacy Downloadable Databases

• The GDELT Project

• San Fransisco Government Open Data

• Google Dataset Search (beta)

Other Awesome Lists / Book Deals (Affiliated) 🛍

• awesome-dataviz (⭐3.8k)

• awesome-datasets (⭐61k)

• Awesome Data Science Ideas (⭐666)

• Awesome Drug Synergy, Interaction and Polypharmacy Prediction (⭐89)

Feb 15, 2022

MOOC's

• Data Mining - 5 Steps Courses, A Specialization on Coursera

• CS 109 Data Science

• CS 171 Visualization

• Oxford Deep Learning

• Oxford Machine Learning

• UBC Machine Learning - video

• Udacity - Deep Learning

• CS 231 - Convolutional Neural Networks for Visual Recognition

• Coursera Tensorflow in practice

General Machine Learning Packages / Deep Learning architectures

• scikit-learn

• sigopt_sklearn (⭐75)

• Shogun

• modAL (⭐2.2k)

Deep Learning Packages / PyTorch Ecosystem

• PyToune (⭐572)

• skorch (⭐5.9k)

• pytorch_geometric (⭐22k)

• pyro (⭐8.6k)

Deep Learning Packages / TensorFlow Ecosystem

• TensorLayer (⭐7.3k)

• tensorpack (⭐6.3k)

• Ludwig (⭐11k)

• TensorForce (⭐3.3k)

Deep Learning Packages / Visualization Tools

• addepar

• anychart

• cartodb

• Cube

• d3plus

• dygraphs

• ECharts

• exhibit

• Glue

• highcarts

• jqplot

• Matplotlib

• nvd3

• Openrefine

• raw

• techanjs

• Timeline

• variancecharts

• r2d3

• NetworkX

Books / Visualization Tools

• 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)

• Essential Natural Language Processing - Early access

• 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

Bloggers / Book Deals (Affiliated) 🛍

• 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.

• Quora Data Science - Data Science Questions and Answers from experts

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

• Machine Learning Mastery about helping professional programmers 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

• 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 newly 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!

Data Science Competitions / Book Deals (Affiliated) 🛍

• Analytics Vidhya

Datasets / Book Deals (Affiliated) 🛍

• 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

Jan 09, 2022

General Machine Learning Packages / Deep Learning architectures

• Deepchecks (⭐3.6k)

Jan 01, 2022

Deep Learning Packages / Visualization Tools

• Netron (⭐29k)

Nov 23, 2021

Books / Visualization Tools

• Graph Algorithms for Data Science - Early Access

Oct 29, 2021

Books / Visualization Tools

• Designing Cloud Data Platforms - Early Access

Oct 24, 2021

Bloggers / Book Deals (Affiliated) 🛍

• Maria Khalusova - Data science blog

Datasets / Book Deals (Affiliated) 🛍

• 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

Oct 19, 2021

Deep Learning Packages / Visualization Tools

• vizzu (⭐1.9k)

Oct 18, 2021

Books / Visualization Tools

• Introduction to Machine Learning with Python

Oct 11, 2021

Books / Visualization Tools

• Deep Learning Cookbook

Oct 10, 2021

Books / Visualization Tools

• An Introduction to Statistical Learning with Applications in R

• Deep Learning with PyTorch

Oct 07, 2021

MOOC's

• Data Science: Statistics & Machine Learning

• Machine Learning Engineering for Production (MLOps)

Books / Visualization Tools

• Regression, a Friendly guide - Early Access

• Deep Learning

Comics / Book Deals (Affiliated) 🛍

• Comic compilation

• Cartoons

Oct 02, 2021

Books / Visualization Tools

• Artificial Intelligence with Python - Tutorialspoint

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

• Machine Learning - CIn UFPE

• Machine Learning with Python - Tutorialspoint

Bloggers / Book Deals (Affiliated) 🛍

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

Oct 01, 2021

Books / Visualization Tools

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

Aug 25, 2021

Books / Visualization Tools

• Data Analysis with Python and PySpark

• Practical MLOps: How to Get Ready for Production Models

Aug 14, 2021

Other Awesome Lists / Book Deals (Affiliated) 🛍

• Top Data Science Interview Questions

Aug 03, 2021

Bloggers / Book Deals (Affiliated) 🛍

• Loic Tetrel - Data science blog

Jul 24, 2021

Books / Visualization Tools

• Probabilistic Machine Learning: An Introduction

Jul 23, 2021

Other Awesome Lists / Book Deals (Affiliated) 🛍

• Awesome Explainable Graph Reasoning (⭐1.9k)

Jun 21, 2021

Books / Visualization Tools

• Effective Data Science Infrastructure

Jun 16, 2021

Deep Learning Packages / Visualization Tools

• altair

Apr 29, 2021

Datasets / Book Deals (Affiliated) 🛍

• The official portal for European data

Apr 27, 2021

Books / Visualization Tools

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

Mar 25, 2021

Data Science Competitions / Book Deals (Affiliated) 🛍

• Microprediction

Mar 20, 2021

Deep Learning Packages / PyTorch Ecosystem

• pytorch_tabular (⭐1.4k)

Bloggers / Book Deals (Affiliated) 🛍

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

Feb 24, 2021

Bloggers / Book Deals (Affiliated) 🛍

• nbshare - Data Science notebooks

Feb 03, 2021

Datasets / Book Deals (Affiliated) 🛍

• IBM Asset Dataset

Dec 23, 2020

Books / Visualization Tools

• R for Data Science

• Build a Career in Data Science

• Machine Learning Bookcamp - Early access

Slack Communities / Book Deals (Affiliated) 🛍

• DataTalks.Club

Datasets / Book Deals (Affiliated) 🛍

• 5000 Images of Clothes (⭐105)

Other Awesome Lists / Book Deals (Affiliated) 🛍

• Data Science Interviews Questions (⭐9k)

Dec 08, 2020

MOOC's

• Python for Data Science Foundation Course

Nov 30, 2020

Bloggers / Book Deals (Affiliated) 🛍

• Jingles - Review and extract key concepts from academic papers

Nov 21, 2020

Books / Visualization Tools

• A Comprehensive Guide to Machine Learning

Oct 31, 2020

MOOC's

• Linear Algebra - Linear Algebra course by Gilbert Strang

• A 2020 Vision of Linear Algebra (G. Strang)

Deep Learning Packages / Visualization Tools

• bokeh

• ggplot2

• C3

• TensorWatch (⭐3.4k)

Books / Visualization Tools

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

Oct 30, 2020

General Machine Learning Packages / Deep Learning architectures

• scikit-multilearn (⭐921)

• sklearn-expertsys (⭐489)

• scikit-feature (⭐1.5k)

• scikit-rebate (⭐415)

• seqlearn (⭐691)

• sklearn-bayes (⭐514)

• sklearn-crfsuite (⭐425)

• sklearn-deap (⭐771)

• sklearn-evaluation (⭐3)

• scikit-image (⭐6.1k)

• scikit-opt (⭐5.3k)

• scikit-posthocs (⭐354)

• pystruct (⭐664)

• xLearn (⭐3.1k)

• cuML (⭐4.3k)

• causalml (⭐5.1k)

• mlpack (⭐5.2k)

• MLxtend (⭐4.9k)

• Sparkit-learn (⭐1.2k)

• hyperlearn (⭐1.9k)

• dlib (⭐14k)

• RuleFit (⭐411)

• pyGAM (⭐877)

Deep Learning Packages / PyTorch Ecosystem

• PyTorch (⭐85k)

• torchvision (⭐16k)

• torchtext (⭐3.5k)

• torchaudio (⭐2.6k)

• ignite (⭐4.6k)

• PyTorchNet (⭐1.7k)

• PyVarInf (⭐359)

• GPyTorch (⭐3.6k)

• Catalyst (⭐3.3k)

Deep Learning Packages / TensorFlow Ecosystem

• TensorFlow (⭐187k)

• TFLearn (⭐9.6k)

• Sonnet (⭐9.8k)

• TRFL (⭐3.1k)

• Polyaxon (⭐3.6k)

• NeuPy (⭐739)

• tfdeploy (⭐353)

• tensorflow-upstream (⭐688)

• TensorFlow Fold (⭐1.8k)

• tensorlm (⭐61)

• TensorLight (⭐11)

• Mesh TensorFlow (⭐1.6k)

• TF-Agents (⭐2.8k)

Deep Learning Packages / Keras Ecosystem

• Keras

• keras-contrib (⭐1.6k)

• Hyperas (⭐2.2k)

• Elephas (⭐1.6k)

• Hera (⭐487)

• Spektral (⭐2.4k)

• qkeras (⭐542)

• keras-rl (⭐5.5k)

• Talos (⭐1.6k)

Oct 29, 2020

Other Awesome Lists / Book Deals (Affiliated) 🛍

• Awesome Game Datasets (⭐764)

Oct 25, 2020

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 Specialization (⭐4.1k)

• 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

Deep Learning Packages / Visualization Tools

• amcharts

• slemma

• Data-Driven Documents(D3js)

• gephi

• Google Chart Gallery

• import.io

• plot.ly

• Seaborn

• vida

• Wrangler

• Redash

Books / Visualization Tools

• Classic Computer Science Problems in Python

• Evolutionary Algorithms - Free Download

• Advances in Genetic Programming, Vol. 3 - Free Download

Bloggers / Book Deals (Affiliated) 🛍

• 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.

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

• Chris Albon's Website - Data Science and AI notes

Data Science Competitions / Book Deals (Affiliated) 🛍

• Kaggle

• DrivenData

• InnoCentive

Datasets / Book Deals (Affiliated) 🛍

• 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 Sources (⭐506)

• UNICEF Data

• Public Git Archive (⭐324)

• Microsoft Research Open Data

• Open Government Data Platform India

• NAYN.CO Turkish News with categories (⭐3)

• Covid-19 (⭐1.2k)

• Covid-19 Google (⭐116)

• Enron Email Dataset

Other Awesome Lists / Book Deals (Affiliated) 🛍

• Other amazingly awesome lists can be found in the awesome-awesomeness (⭐32k)

• Awesome Machine Learning (⭐66k)

• lists (⭐10k)

• awesome-python (⭐227k)

• Data Science IPython Notebooks. (⭐28k)

• awesome-r (⭐6k)

• awesome-Machine Learning & Deep Learning Tutorials (⭐16k)

• Machine Learning for Software Engineers (⭐28k)

• Community Curated Data Science Resources

• Awesome Machine Learning On Source Code (⭐6.3k)

• Awesome Community Detection (⭐2.3k)

• Awesome Graph Classification (⭐4.8k)

• Awesome Decision Tree Papers (⭐2.4k)

• Awesome Fraud Detection Papers (⭐1.6k)

• Awesome Gradient Boosting Papers (⭐1k)

• Awesome Computer Vision Models (⭐515)

• Awesome Monte Carlo Tree Search (⭐652)

• Glossary of common statistics and ML terms

• 100 NLP Papers (⭐3.8k)

Oct 17, 2020

Books / Visualization Tools

• 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

GitHub Groups / Book Deals (Affiliated) 🛍

• Berkeley Institute for Data Science

Jul 19, 2020

Bloggers / Book Deals (Affiliated) 🛍

• floydhub - Blog for Evolutionary Algorithms

Dec 07, 2019

Bloggers / Book Deals (Affiliated) 🛍

• Andrew Carr - Data Science with Esoteric programming languages

Mar 10, 2019

Telegram Channels / Book Deals (Affiliated) 🛍

• 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.

• Machinelearning – Daily ML news.

Feb 11, 2017

Bloggers / Book Deals (Affiliated) 🛍

• 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.

Jun 07, 2016

Facebook Accounts / Book Deals (Affiliated) 🛍

• The Data Science Blog

Jan 19, 2016

Facebook Accounts / Book Deals (Affiliated) 🛍

• Veri Bilimi Istanbul

Nov 29, 2015

Facebook Accounts / Book Deals (Affiliated) 🛍

• Vademecum of Practical Data Science

Aug 01, 2014

Facebook Accounts / Book Deals (Affiliated) 🛍

• 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

Jul 26, 2014

Facebook Accounts / Book Deals (Affiliated) 🛍

• 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