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[ Daily / Weekly / Overview ]

Mar 10 - Mar 16, 2025

General Machine Learning Packages / Deep Learning architectures

• PerpetualBooster (⭐402)

Other Awesome Lists / Book Deals (Affiliated)

• 40+ Data Analytics Projects Ideas

• Best Data Science Courses with Certificates

Mar 03 - Mar 09, 2025

Datasets / Book Deals (Affiliated)

• 250k+ Job Postings - An expanding dataset of historical job postings from Luxembourg from 2020 to today. Free with 250k+ job postings hosted on AWS Data Exchange.

Feb 17 - Feb 23, 2025

Other Awesome Lists / Book Deals (Affiliated)

• AI in Data Science: Uses, Roles, and Tools

• Top 13 Data Science Programming Languages

Jan 20 - Jan 26, 2025

Other Awesome Lists / Book Deals (Affiliated)

• The Future of Data Science: Predictions and Trends

• Data Science and Machine Learning: What’s The Difference?

Jan 13 - Jan 19, 2025

Other Awesome Lists / Book Deals (Affiliated)

• Is Data Science a Good Career?

Jan 06 - Jan 12, 2025

Other Awesome Lists / Book Deals (Affiliated)

• Data Science Projects (⭐1.9k)

Dec 23 - Dec 29, 2024

MOOC's

• Linear Algebra - Linear Algebra course by Gilbert Strang

Colleges

• Master of Applied Data Science @ The University of Michigan

Deep Learning Packages / Visualization Tools

• r2d3

Books / Visualization Tools

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

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

• Neural Networks and Deep Learning

Bloggers / Book Deals (Affiliated)

• Greg Reda - Greg Reda Personal Blog

• Drew Conway - Personal Web Page

• Noah Iliinsky - Personal Blog

• Clare Corthell - The Open Source Data Science Masters

• Data Scientist is building the data scientist culture.

• Emilio Ferrara's web page

Podcasts / Book Deals (Affiliated)

• Partially Derivative

Datasets / Book Deals (Affiliated)

• NASA SocioEconomic Data and Applications Center - SEDAC

• Open data Index

Dec 16 - Dec 22, 2024

Other Awesome Lists / Book Deals (Affiliated)

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

Nov 25 - Dec 01, 2024

Tutorials

• Data Analytics Interview Questions (Beginner to Advanced)

• Top 100+ Data Science Interview Questions and Answers

Nov 11 - Nov 17, 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 28 - Nov 03, 2024

Tutorials

• Best CV/Resume for Data Science Freshers

• Understand Data Science Course in Java

Free Courses

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

Oct 14 - Oct 20, 2024

MOOC's

• Data Science Skill Tree

General Machine Learning Packages / Deep Learning architectures

• XGBoost (⭐27k)

• LightGBM (⭐17k)

• CatBoost (⭐8.3k)

• JAX (⭐31k)

Deep Learning Packages / Visualization Tools

• Dash

Podcasts / Book Deals (Affiliated)

• Gradient Descent

Aug 12 - Aug 18, 2024

Books / Visualization Tools

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

Jul 01 - Jul 07, 2024

Comparison / Deep Learning architectures

• ML System Designs)

Jun 03 - Jun 09, 2024

Comparison / Three kinds of Machine Learning Systems

• datacompy (⭐526) - DataComPy is a package to compare two Pandas DataFrames.

May 13 - May 19, 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 22 - Apr 28, 2024

General Machine Learning Packages / Deep Learning architectures

• interpretable

Mar 18 - Mar 24, 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 22 - Jan 28, 2024

Deep Learning Packages / Visualization Tools

• Resseract Lite (⭐5)

Dec 11 - Dec 17, 2023

Other Awesome Lists / Book Deals (Affiliated)

• How Generative AI Is Changing Creative Work

• What is generative AI?

Oct 30 - Nov 05, 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)

Deep Learning Packages / PyTorch Ecosystem

• Yolov3 (⭐10k)

• Yolov5 (⭐53k)

• Yolov8 (⭐37k)

Datasets / Book Deals (Affiliated)

• The Humanitarian Data Exchange

Oct 23 - Oct 29, 2023

Tutorials

• Tutorials to get started on signal processing for machine learning (⭐66)

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 02 - Oct 08, 2023

Colleges

• BS in Data Science & Applications

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

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)

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 18 - Sep 24, 2023

Books / Visualization Tools

• An Introduction to Statistical Learning - Download Page

Sep 11 - Sep 17, 2023

Free Courses

• MLSys-NYU-2022 (⭐426) - Slides, scripts and materials for the Machine Learning in Finance course at NYU Tandon, 2022.

• Hands-on Train and Deploy ML (⭐800) - A hands-on course to train and deploy a serverless API that predicts crypto prices.

Jun 19 - Jun 25, 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.

MOOC's

• Scaler Data Science & Machine Learning Program

May 22 - May 28, 2023

Tutorials

• 12 free Data Science projects to practice Python and Pandas

Bloggers / Book Deals (Affiliated)

• Santiago Basulto - Data Science with Python

Apr 17 - Apr 23, 2023

MOOC's

• Programming with Julia

Books / Visualization Tools

• Julia for Data Science - Early Access

Apr 03 - Apr 09, 2023

Books / Visualization Tools

• Software Engineering for Data Scientists - Early Access

Other Awesome Lists / Book Deals (Affiliated)

• Top Future Trends in Data Science in 2023

Mar 13 - Mar 19, 2023

Deep Learning Packages / Visualization Tools

• geomap

Mar 06 - Mar 12, 2023

Datasets / Book Deals (Affiliated)

• IBB Open Portal

Feb 27 - Mar 05, 2023

Books / Visualization Tools

• Regular Expression Puzzles and AI Coding Assistants by David Mertz

• Data for All

Feb 20 - Feb 26, 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.

Jan 30 - Feb 05, 2023

General Machine Learning Packages / Deep Learning architectures

• imodels (⭐1.4k)

Jan 23 - Jan 29, 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 16 - Jan 22, 2023

Other Awesome Lists / Book Deals (Affiliated)

• Deep Learning Interview Questions

Nov 28 - Dec 04, 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 - Nov 06, 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 24 - 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

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 17 - Oct 23, 2022

Free Courses

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

General Machine Learning Packages / Deep Learning architectures

• scikit-survival

Books / Visualization Tools

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

Oct 10 - Oct 16, 2022

Tutorials

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

• #tidytuesday (⭐7.2k) A weekly data project aimed at the R ecosystem.

• Data science your way (⭐601)

• PySpark Cheatsheet (⭐492)

• Machine Learning, Data Science and Deep Learning with Python

• Your Guide to Latent Dirichlet Allocation

• 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 (⭐30k) - 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...)

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

MOOC's

• Data Scientist with Python

Intensive Programs

• S2DS

Colleges

• A list of colleges and universities offering degrees in data science. (⭐153)

• 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 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

Books / Visualization Tools

• Data Science From Scratch: First Principles with Python

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

Newsletters / Book Deals (Affiliated)

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

Podcasts / Book Deals (Affiliated)

• Data Stories

• AI at Home

• AI Today

• Adversarial Learning

• Chai time Data Science

• 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

• Superdatascience

• The Data Engineering Show

• The Radical AI Podcast

• What's The Point

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 03 - Oct 09, 2022

Books / Visualization Tools

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

Sep 12 - Sep 18, 2022

MOOC's

• Stanford Artificial Intelligence Professional Program

Sep 05 - Sep 11, 2022

Bloggers / Book Deals (Affiliated)

• Aditi Rastogi - ML,DL,Data Science blog

Aug 29 - Sep 04, 2022

Books / Book Deals (Affiliated)

• Data for All

Aug 15 - Aug 21, 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 25 - Jul 31, 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 06 - Jun 12, 2022

Books / Visualization Tools

• How to Lead in Data Science - Early Access

• Casual Inference for Data Science - Early Access

May 30 - Jun 05, 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 09 - May 15, 2022

Books / Visualization Tools

• Julia for Data Analysis - Early Access

Feb 14 - Feb 20, 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 (⭐2.3k)

Deep Learning Packages / PyTorch Ecosystem

• PyToune (⭐571)

• skorch (⭐6k)

• pytorch_geometric (⭐22k)

• pyro (⭐8.7k)

Deep Learning Packages / TensorFlow Ecosystem

• TensorLayer (⭐7.3k)

• tensorpack (⭐6.3k)

• Ludwig (⭐11k)

• TensorForce (⭐3.3k)

Deep Learning Packages / Visualization Tools

• anychart

• cartodb

• Cube

• d3plus

• dygraphs

• exhibit

• Glue

• highcarts

• Matplotlib

• nvd3

• Openrefine

• raw

• techanjs

• Timeline

• variancecharts

• 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

• Genetic Algorithms and Evolutionary Computation - Free Download

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

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

• Data Mesh in Action - Early Access

Bloggers / Book Deals (Affiliated)

• Wes McKinney - Wes McKinney Archives.

• Kevin Davenport - Kevin Davenport Personal Blog

• Julia Evans - Recurse Center alumna

• Sean J. Taylor - Personal Web Page

• Matt Harrison - Personal Blog

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

• 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

• Yet Another Data Blog Yet Another Data 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

• Tevfik Kosar - Magnus Notitia

• 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

• Data-Mania

• Data-Magnum

• Digital transformation

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

• DataNews

• Periscopic

• Meaning of

• Adventures in Data Land

• FlowingData - Visualization and Statistics

• Calculated Risk

• O'reilly Learning Blog

• i am trask - A Machine Learning Craftsmanship Blog

• Dataconomy - A blog on the newly emerging data economy

• Springboard - A blog with resources for data science learners

• Data School - Data science tutorials for beginners!

• Colah's Blog - Blog for understanding Neural Networks!

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

• Distill - Dedicated to clear explanations of machine learning!

Facebook Accounts / Book Deals (Affiliated)

• Data Science Day

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.

• datacite.org

• GeoLite Legacy Downloadable Databases

• 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

• The GDELT Project

• Sweden, Statistics

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

• San Fransisco Government Open Data

• GHTorrent

• Google Dataset Search (beta)

Other Awesome Lists / Book Deals (Affiliated)

• awesome-dataviz (⭐3.9k)

• awesome-datasets (⭐62k)

• Awesome Data Science Ideas (⭐674)

• Awesome Drug Synergy, Interaction and Polypharmacy Prediction (⭐90)

Jan 03 - Jan 09, 2022

General Machine Learning Packages / Deep Learning architectures

• Deepchecks (⭐3.7k)

Dec 27 - Jan 02, 2021

Deep Learning Packages / Visualization Tools

• Netron (⭐30k)

Nov 22 - Nov 28, 2021

Books / Visualization Tools

• Graph Algorithms for Data Science - Early Access

Oct 25 - Oct 31, 2021

Books / Visualization Tools

• Designing Cloud Data Platforms - Early Access

Oct 18 - Oct 24, 2021

Deep Learning Packages / Visualization Tools

• vizzu (⭐2k)

Books / Visualization Tools

• Introduction to Machine Learning with Python

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 11 - Oct 17, 2021

Books / Visualization Tools

• Deep Learning Cookbook

Oct 04 - Oct 10, 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

• An Introduction to Statistical Learning with Applications in R

• Deep Learning with PyTorch

Comics / Book Deals (Affiliated)

• Comic compilation

• Cartoons

Sep 27 - Oct 03, 2021

Books / Visualization Tools

• Artificial Intelligence with Python - Tutorialspoint

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

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

• Machine Learning with Python - Tutorialspoint

Bloggers / Book Deals (Affiliated)

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

Aug 23 - Aug 29, 2021

Books / Visualization Tools

• Data Analysis with Python and PySpark

• Practical MLOps: How to Get Ready for Production Models

Aug 09 - Aug 15, 2021

Other Awesome Lists / Book Deals (Affiliated)

• Top Data Science Interview Questions

Aug 02 - Aug 08, 2021

Bloggers / Book Deals (Affiliated)

• Loic Tetrel - Data science blog

Jul 19 - Jul 25, 2021

Books / Visualization Tools

• Probabilistic Machine Learning: An Introduction

Other Awesome Lists / Book Deals (Affiliated)

• Awesome Explainable Graph Reasoning (⭐2k)

Jun 21 - Jun 27, 2021

Books / Visualization Tools

• Effective Data Science Infrastructure

Jun 14 - Jun 20, 2021

Deep Learning Packages / Visualization Tools

• altair

Apr 26 - May 02, 2021

Books / Visualization Tools

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

Datasets / Book Deals (Affiliated)

• The official portal for European data

Mar 22 - Mar 28, 2021

Data Science Competitions / Book Deals (Affiliated)

• Microprediction

Mar 15 - Mar 21, 2021

Deep Learning Packages / PyTorch Ecosystem

• pytorch_tabular (⭐1.5k)

Feb 22 - Feb 28, 2021

Bloggers / Book Deals (Affiliated)

• nbshare - Data Science notebooks

Feb 01 - Feb 07, 2021

Datasets / Book Deals (Affiliated)

• IBM Asset Dataset

Dec 28 - Jan 03, 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 (⭐106)

Other Awesome Lists / Book Deals (Affiliated)

• Data Science Interviews Questions (⭐9.2k)

Dec 14 - Dec 20, 2020

MOOC's

• Python for Data Science Foundation Course

Dec 07 - Dec 13, 2020

Bloggers / Book Deals (Affiliated)

• Jingles - Review and extract key concepts from academic papers

Nov 02 - Nov 08, 2020

MOOC's

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

General Machine Learning Packages / Deep Learning architectures

• scikit-multilearn (⭐928)

• sklearn-expertsys (⭐487)

• scikit-feature (⭐1.5k)

• scikit-rebate (⭐416)

• seqlearn (⭐692)

• sklearn-bayes (⭐517)

• sklearn-crfsuite (⭐426)

• sklearn-deap (⭐772)

• sklearn-evaluation (⭐3)

• scikit-image (⭐6.2k)

• scikit-opt (⭐5.4k)

• scikit-posthocs (⭐359)

• pystruct (⭐665)

• xLearn (⭐3.1k)

• cuML (⭐4.4k)

• causalml (⭐5.2k)

• mlpack (⭐5.3k)

• MLxtend (⭐5k)

• Sparkit-learn (⭐1.2k)

• hyperlearn (⭐2k)

• dlib (⭐14k)

• RuleFit (⭐414)

• pyGAM (⭐886)

Deep Learning Packages / PyTorch Ecosystem

• PyTorch (⭐87k)

• torchvision (⭐17k)

• torchtext (⭐3.5k)

• torchaudio (⭐2.6k)

• ignite (⭐4.6k)

• PyTorchNet (⭐1.7k)

• PyVarInf (⭐359)

• GPyTorch (⭐3.7k)

• Catalyst (⭐3.3k)

Deep Learning Packages / TensorFlow Ecosystem

• TensorFlow (⭐188k)

• TFLearn (⭐9.6k)

• Sonnet (⭐9.8k)

• TRFL (⭐3.1k)

• Polyaxon (⭐3.6k)

• NeuPy (⭐738)

• tfdeploy (⭐354)

• tensorflow-upstream (⭐690)

• TensorFlow Fold (⭐1.8k)

• tensorlm (⭐60)

• TensorLight (⭐11)

• Mesh TensorFlow (⭐1.6k)

• TF-Agents (⭐2.9k)

Deep Learning Packages / Keras Ecosystem

• Keras

• keras-contrib (⭐1.6k)

• Hyperas (⭐2.2k)

• Elephas (⭐1.6k)

• Hera (⭐487)

• Spektral (⭐2.4k)

• qkeras (⭐556)

• keras-rl (⭐5.5k)

• Talos (⭐1.6k)

Deep Learning Packages / Visualization Tools

• bokeh

• ggplot2

• C3

• TensorWatch (⭐3.4k)

Books / Visualization Tools

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

Other Awesome Lists / Book Deals (Affiliated)

• Awesome Game Datasets (⭐802)

Oct 26 - Nov 01, 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

Bloggers / Book Deals (Affiliated)

• 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 (⭐507)

• UNICEF Data

• Public Git Archive (⭐328)

• Microsoft Research Open Data

• Open Government Data Platform India

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

• Covid-19 (⭐1.2k)

• Covid-19 Google (⭐118)

• Enron Email Dataset

Other Awesome Lists / Book Deals (Affiliated)

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

• Awesome Machine Learning (⭐67k)

• lists (⭐10k)

• awesome-python (⭐236k)

• Data Science IPython Notebooks. (⭐28k)

• awesome-r (⭐6.1k)

• 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 (⭐2.4k)

• Awesome Graph Classification (⭐4.8k)

• Awesome Decision Tree Papers (⭐2.4k)

• Awesome Fraud Detection Papers (⭐1.7k)

• Awesome Gradient Boosting Papers (⭐1k)

• Awesome Computer Vision Models (⭐518)

• Awesome Monte Carlo Tree Search (⭐664)

• Glossary of common statistics and ML terms

• 100 NLP Papers (⭐3.8k)

Oct 19 - Oct 25, 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 20 - Jul 26, 2020

Bloggers / Book Deals (Affiliated)

• floydhub - Blog for Evolutionary Algorithms

Dec 09 - Dec 15, 2019

Bloggers / Book Deals (Affiliated)

• Andrew Carr - Data Science with Esoteric programming languages

Mar 11 - Mar 17, 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 06 - Feb 12, 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 06 - Jun 12, 2016

Facebook Accounts / Book Deals (Affiliated)

• The Data Science Blog

Jan 18 - Jan 24, 2016

Facebook Accounts / Book Deals (Affiliated)

• Veri Bilimi Istanbul

Nov 30 - Dec 06, 2015

Facebook Accounts / Book Deals (Affiliated)

• Vademecum of Practical Data Science

Aug 04 - Aug 10, 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 28 - Aug 03, 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