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[ Daily / Weekly / Overview ]

Apr 27, 2026

Tools

• DeepAlpha (⭐4) - AI crypto trading framework using LightGBM + XGBoost ensemble with 72 ML features. 70.9% walk-forward validated accuracy on out-of-sample data. Supports Bybit and Binance. MIT licensed, available on PyPI.

Apr 23, 2026

Datasets / Book Deals (Affiliated)

• Crime Brasil - Open-data platform for Brazilian crime statistics. Neighborhood-level in Rio Grande do Sul (2.99M incidents across 79,024 neighborhoods, 2022–2025), municipality-level for MG and RJ, plus national PRF highway and DATASUS interpersonal-violence data. Free REST API, CSV/Parquet, daily updates, CC BY 4.0.

Apr 17, 2026

Datasets / Book Deals (Affiliated)

• Helium - Real-time news corpus with structured bias features across 15+ dimensions (3.2M+ articles, 5,000+ sources), live financial market data (stocks, ETFs, crypto) with AI-generated analysis, ML options pricing with probability metrics and full Greeks, historical options chain data for quantitative research; available via MCP server or REST API.

Apr 16, 2026

Tools

• Not Human Search - Search engine for AI agents that indexes 9,000+ AI tools and APIs, scoring each on agentic readiness (llms.txt, OpenAPI, MCP, ai-plugin.json). REST API and MCP server for programmatic tool discovery. GitHub (⭐0)

Books / Visualization Tools

• Executive Data Science: A high-level guide to managing data science teams and projects.

• Introduction to Modern Statistics: A modern, open-access textbook on statistics with a heavy focus on data science applications.

• The Art of Data Science: Focuses on the "art" of data analysis, how to ask the right questions and refine them.

Journals, Publications and Magazines / Book Deals (Affiliated)

• 8bitconcepts - AI industry research and analysis with papers on AI pricing, enterprise adoption, and evaluation frameworks.

Other Awesome Lists / Book Deals (Affiliated)

• AI Dev Jobs - Job board focused on AI/ML engineering roles with 5,400+ listings and a free REST API.

Apr 10, 2026

Datasets / Book Deals (Affiliated)

• Japan Neighborhoods - English dataset of Tokyo crime statistics across 5,078 neighborhoods × 7 years (36,222 records, 2018-2024), sourced from Tokyo Metropolitan Police open data. Includes interactive crime map, safety grading, and cost-of-living index. CC BY licensed.

Apr 06, 2026

Datasets / Book Deals (Affiliated)

• Congressional Stock Brain - Free AI-powered tool that scores U.S. congressional STOCK Act trade disclosures by significance. Machine-scored signals from 537 lawmakers's public trade filings.

• ZipCheckup (⭐1) - Free ZIP-level environmental safety data for 42,000+ US ZIP codes: water quality, air quality, PFAS contamination, radon, lead, flood risk, and 11 more verticals. Public REST API, npm/PyPI packages, CC BY 4.0.

Apr 04, 2026

Tutorials

• DataDriven - SQL, Python, and Data Modeling Interview Questions

Apr 03, 2026

Deep Learning Packages / Visualization Tools

• Highcharts

Newsletters / Book Deals (Affiliated)

• AI Weekly - Curated AI intelligence briefing from industry leaders covering models, funding, policy, and applications. 3x/week since 2017, 40K+ subscribers.

Apr 02, 2026

Beginner Roadmap

• Learn Python – Start with basics: variables, loops, functions

• Learn core libraries – Pandas, NumPy, Matplotlib, Scikit-Learn

• Practice with beginner projects – Try Titanic survival or house price prediction on Kaggle

• Learn Math basics – Statistics, Linear Algebra, Probability

• Move into ML – Supervised learning → Unsupervised → Deep Learning

Apr 01, 2026

Newsletters / Book Deals (Affiliated)

• Techpresso. A free daily newsletter covering the most impactful developments in AI, ML, and tech. Archive.

Datasets / Book Deals (Affiliated)

• latamdata-py (⭐0) - Python package for one-line access to 38 open research datasets from Latin America (health, neuroscience, mental health, economics). pip install latamdata-py.

Mar 30, 2026

Podcasts / Book Deals (Affiliated)

• Chain of Thought

Mar 26, 2026

Other Awesome Lists / Book Deals (Affiliated)

• Awesome Evidence Synthesis (⭐5) - A curated list of open-source tools for systematic reviews, meta-analysis, and evidence synthesis.

Mar 17, 2026

Tools

• Arch Tools - 61 production-ready AI API tools for data science workflows: code analysis, web scraping, NLP, image generation, crypto data, and search. REST API and MCP protocol support. GitHub

Mar 11, 2026

Research & Knowledge Retrieval

• BGPT MCP - MCP server that gives AI agents access to a database of scientific papers built from raw experimental data extracted from full-text studies. Returns 25+ structured fields per paper including methods, results, sample sizes, and quality scores. GitHub (⭐16)

Datasets / Book Deals (Affiliated)

• FirstData (⭐156) - The world's most comprehensive authoritative data source knowledge base. 210+ curated sources from governments, international organizations, and research institutions. MCP integration for AI agents. MIT licensed.

Mar 06, 2026

Tools

• Frostbyte MCP (⭐1) - MCP server providing 13 data tools for AI agents: real-time crypto prices, IP geolocation, DNS lookups, web scraping to markdown, code execution, and screenshots. One API key for 40+ services.

Mar 02, 2026

Datasets / Book Deals (Affiliated)

• GBIF - Global Biodiversity Information Facility: 2.4B+ species occurrence records. Free, open API for ecological modeling and ML research.

• FAOSTAT - UN FAO statistics on food production, trade, land use, and emissions for 245+ countries. Free API and bulk download.

Feb 28, 2026

Deep Learning Packages / Visualization Tools

• Metabase

Datasets / Book Deals (Affiliated)

• AI Displacement Tracker - Structured dataset tracking 92 AI-attributed workforce reduction events affecting 453,748 workers across 12 countries and 11 sectors. JSON and CSV formats. CC-BY-4.0 licensed.

Feb 25, 2026

Deep Learning Packages / Visualization Tools

• MetaReview - Free online meta-analysis platform with 11 interactive D3.js statistical charts (forest plot, funnel plot, Galbraith, L'Abbé, Baujat, etc.), 5 effect size measures, AI literature screening, and publication-ready report export. github.com

Jan 25, 2026

Books / Visualization Tools

• The Math Behind Artificial Intelligence: A free FreeCodeCamp book teaching the math behind AI in plain English from an engineering point of view.

Jan 02, 2026

MOOC's

• Maschinelle Sprachgebrauchsanalyse - Grundlagen der Korpuslinguistik - course material on text-mining / corpus-linguistics in German funded by the federal state of North Rhine-Westphalia

• Programmieren für Germanist*innen - course material: programming in python in German for digital humanities - funded by the federal state of North Rhine-Westphalia

Books / Visualization Tools

• Angewandte Data Science - German book about applied data science

Mailing lists / Book Deals (Affiliated)

• Working Group - Research Software Engineering in the Digital Humanities. This is the mailing list for the Research Software Engineering in the Digital Humanities (DH-RSE) working group.

Bloggers / Book Deals (Affiliated)

• Jan Oliver Rüdiger - ML, DL and Data Science - with a focus on text-/data-mining

Datasets / Book Deals (Affiliated)

• notesjor corpus-collection - Free corpora (over 6 billion tokens) mostly German (both historically and in contemporary German).

• CLARIN-Repository - CLARIN is a European repository for scientific datasets.

Jan 01, 2026

General Machine Learning Packages / Deep Learning architectures

• jSciPy (⭐19) - A Java port of SciPy's signal processing module, offering filters, transformations, and other scientific computing utilities.

Books / Visualization Tools

• JavaScript for Data Science - Free html page

Dec 13, 2025

Frameworks

• ADK-Rust (⭐294) - Production-ready AI agent development kit for Rust with model-agnostic design (Gemini, OpenAI, Anthropic), multiple agent types (LLM, Graph, Workflow), MCP support, and built-in telemetry.

Nov 13, 2025

Comparison / Modern Data Mining Algorithms

• XGBoost (Extreme Gradient Boosting)

• LightGBM (Light Gradient Boosting Machine)

• CatBoost

• HDBSCAN (Hierarchical Density-Based Spatial Clustering of Applications with Noise)

• FP-Growth (Frequent Pattern Growth Algorithm)

• Isolation Forest

• Deep Embedded Clustering (DEC)

• TPU (Top-k Periodic and High-Utility Patterns)

• Context-Aware Rule Mining (Transformer-Based Framework)

Oct 31, 2025

Intensive Programs

• WorldQuant University Applied Data Science Lab

Oct 29, 2025

MOOC's

• Google Advanced Data Analytics Certificate – Professional courses in data analysis, statistics, and machine learning fundamentals.

YouTube Videos & Channels / Book Deals (Affiliated)

• CampusX

Oct 26, 2025

Bloggers / Book Deals (Affiliated)

• Mlu github - Mlu is developed amazon to help people in ml space you can learn everything from basics here with live diagrams

Oct 25, 2025

MOOC's

• Introduction to Data Science -Getting Started with Python for Data Science

Oct 23, 2025

Tutorials

• DataCamp Cheatsheets Cheatsheets for data science.

Oct 22, 2025

Datasets / Book Deals (Affiliated)

• Hugging Face Datasets

Oct 19, 2025

Other Awesome Lists / Book Deals (Affiliated)

• Awesome Data Analysis (⭐1k) - A curated list of data analysis tools, libraries and resources.

Oct 16, 2025

YouTube Videos & Channels / Book Deals (Affiliated)

• End to End Data Science Playlist

• Introduction to Data Science - Linkedin

Oct 06, 2025

YouTube Videos & Channels / Book Deals (Affiliated)

• Serrano.Academy

Oct 05, 2025

Datasets / Book Deals (Affiliated)

• Google Dataset Search – Find datasets across the web.

Oct 04, 2025

Books / Visualization Tools

• Machine Learning Q and AI

Oct 02, 2025

Books / Visualization Tools

• Grokking Bayes

Aug 22, 2025

Datasets / Book Deals (Affiliated)

• FinancialData.Net - Financial datasets (stock market data, financial statements, sustainability data, and more).

Aug 21, 2025

Workflow

• sim - Sim Studio's interface is a lightweight, intuitive way to quickly build and deploy LLMs that connect with your favorite tools.

Jun 29, 2025

General Machine Learning Packages / Deep Learning architectures

• feature-engine

May 26, 2025

Journals, Publications and Magazines / Book Deals (Affiliated)

• Maxim AI. Tool for AI Agent Simulation, Evaluation & Observability.

Bloggers / Book Deals (Affiliated)

• Applied AI Blogs - In-depth articles on AI, machine learning, and data science concepts with practical applications.

• Scaler Blogs - Educational content on software development, AI, and career growth in tech.

Other Awesome Lists / Book Deals (Affiliated)

• Generative AI Models

Mar 07, 2025

General Machine Learning Packages / Deep Learning architectures

• PerpetualBooster (⭐674)

Other Awesome Lists / Book Deals (Affiliated)

• Best Data Science Courses with Certificates

Mar 05, 2025

Other Awesome Lists / Book Deals (Affiliated)

• 40+ Data Analytics Projects Ideas

Feb 27, 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 12, 2025

Other Awesome Lists / Book Deals (Affiliated)

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

• Top 13 Data Science Programming Languages

Jan 14, 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 09, 2025

Other Awesome Lists / Book Deals (Affiliated)

• Is Data Science a Good Career?

Jan 04, 2025

Other Awesome Lists / Book Deals (Affiliated)

• Data Science Projects (⭐2.6k)

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 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 (⭐28k)

• LightGBM (⭐18k)

• CatBoost (⭐8.9k)

• JAX (⭐35k)

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 (⭐639) - 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 (⭐7)

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 (⭐11k)

• Yolov5 (⭐57k)

• Yolov8 (⭐56k)

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 (⭐84)

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

• Hands-on Train and Deploy ML (⭐882) - 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 04, 2023

Books / Visualization Tools

• Regular Expression Puzzles and AI Coding Assistants by David Mertz

• Data for All

Feb 04, 2023

General Machine Learning Packages / Deep Learning architectures

• imodels (⭐1.6k)

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

Oct 15, 2022

Tutorials

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

• #tidytuesday (⭐8.1k) - A weekly data project aimed at the R ecosystem.

• Data science your way (⭐617)

• PySpark Cheatsheet (⭐672)

• 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 (⭐1.3k)

• 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 (⭐12k)

• 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 (⭐31k) - 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

Intensive Programs

• S2DS

Colleges

• A list of colleges and universities offering degrees in data science. (⭐159)

• 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

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 (⭐6.7k)

• 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 (⭐1.4k)

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

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

• 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 (⭐4.3k)

• awesome-datasets (⭐74k)

• Awesome Data Science Ideas (⭐695)

• Awesome Drug Synergy, Interaction and Polypharmacy Prediction (⭐98)

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 (⭐2.3k)

Deep Learning Packages / PyTorch Ecosystem

• PyToune (⭐578)

• skorch (⭐6.2k)

• pytorch_geometric (⭐24k)

• pyro (⭐9k)

Deep Learning Packages / TensorFlow Ecosystem

• TensorLayer (⭐7.4k)

• tensorpack (⭐6.3k)

• Ludwig (⭐12k)

• TensorForce (⭐3.3k)

Deep Learning Packages / Visualization Tools

• anychart

• cartodb

• Cube

• d3plus

• dygraphs

• exhibit

• Glue

• 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

Bloggers / Book Deals (Affiliated)

• Wes McKinney - Wes McKinney Archives.

• 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

• 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

• Data-Mania

• Data-Magnum

• Digital transformation

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

• DataNews

• Meaning of

• Adventures in Data Land

• 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

• 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

• Sweden, Statistics

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

• GHTorrent

Jan 09, 2022

General Machine Learning Packages / Deep Learning architectures

• Deepchecks (⭐4k)

Jan 01, 2022

Deep Learning Packages / Visualization Tools

• Netron (⭐33k)

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 (⭐2k)

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 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 (⭐2k)

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 (⭐1.7k)

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 (⭐116)

Other Awesome Lists / Book Deals (Affiliated)

• Data Science Interviews Questions (⭐9.9k)

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

Oct 31, 2020

MOOC's

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

Deep Learning Packages / Visualization Tools

• bokeh

• ggplot2

• C3

• TensorWatch (⭐3.5k)

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 (⭐955)

• sklearn-expertsys (⭐490)

• scikit-feature (⭐1.6k)

• scikit-rebate (⭐422)

• seqlearn (⭐706)

• sklearn-bayes (⭐523)

• sklearn-crfsuite (⭐436)

• sklearn-deap (⭐773)

• sklearn-evaluation (⭐3)

• scikit-image (⭐6.5k)

• scikit-opt (⭐6.4k)

• scikit-posthocs (⭐380)

• pystruct (⭐670)

• xLearn (⭐3.1k)

• cuML (⭐5.2k)

• causalml (⭐5.8k)

• mlpack (⭐5.6k)

• MLxtend (⭐5.1k)

• Sparkit-learn (⭐1.1k)

• hyperlearn (⭐2.4k)

• dlib (⭐14k)

• RuleFit (⭐444)

• pyGAM (⭐993)

Deep Learning Packages / PyTorch Ecosystem

• PyTorch (⭐99k)

• torchvision (⭐18k)

• torchtext (⭐3.6k)

• torchaudio (⭐2.9k)

• ignite (⭐4.8k)

• PyTorchNet (⭐1.7k)

• PyVarInf (⭐362)

• GPyTorch (⭐3.9k)

• Catalyst (⭐3.4k)

Deep Learning Packages / TensorFlow Ecosystem

• TensorFlow (⭐195k)

• TFLearn (⭐9.6k)

• Sonnet (⭐9.9k)

• TRFL (⭐3.1k)

• Polyaxon (⭐3.7k)

• NeuPy (⭐736)

• tfdeploy (⭐355)

• tensorflow-upstream (⭐702)

• TensorFlow Fold (⭐1.8k)

• tensorlm (⭐60)

• TensorLight (⭐11)

• Mesh TensorFlow (⭐1.6k)

• TF-Agents (⭐3k)

Deep Learning Packages / Keras Ecosystem

• Keras

• keras-contrib (⭐1.6k)

• Hyperas (⭐2.2k)

• Elephas (⭐1.6k)

• Hera (⭐487)

• Spektral (⭐2.4k)

• qkeras (⭐580)

• keras-rl (⭐5.6k)

• Talos (⭐1.6k)

Oct 29, 2020

Other Awesome Lists / Book Deals (Affiliated)

• Awesome Game Datasets (⭐1k)

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

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 (⭐515)

• UNICEF Data

• Public Git Archive (⭐345)

• Microsoft Research Open Data

• Open Government Data Platform India

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

• Covid-19 (⭐1.2k)

• Covid-19 Google (⭐119)

• Enron Email Dataset

Other Awesome Lists / Book Deals (Affiliated)

• Other amazingly awesome lists can be found in the awesome-awesomeness (⭐33k)

• Awesome Machine Learning (⭐72k)

• lists (⭐11k)

• awesome-python (⭐294k)

• Data Science IPython Notebooks. (⭐29k)

• awesome-r (⭐6.4k)

• awesome-Machine Learning & Deep Learning Tutorials (⭐18k)

• Machine Learning for Software Engineers (⭐29k)

• Community Curated Data Science Resources

• Awesome Machine Learning On Source Code (⭐6.6k)

• Awesome Community Detection (⭐2.4k)

• Awesome Graph Classification (⭐4.8k)

• Awesome Decision Tree Papers (⭐2.5k)

• Awesome Fraud Detection Papers (⭐1.8k)

• Awesome Gradient Boosting Papers (⭐1.1k)

• Awesome Computer Vision Models (⭐541)

• Awesome Monte Carlo Tree Search (⭐700)

• 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