awesome-datascience
by academic
An awesome Data Science repository to learn and apply for real world problems.
AI summary
Data Science Handbook
A resource guide for learning and applying Data Science skills to real-world problems
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What's in the list
842 links in 37 sections, with live GitHub stats.activeno commit in 2y
What is Data Science?
Real World / Disaster
- deprem-ml
(+25k developers) is trying to help disaster response using artificial intelligence. Everything is open-sourced
Training Resources / Tutorials
- 1000 Data Science Projects
you can run on the browser with IPython
#tidytuesday
A weekly data project aimed at the R ecosystem
- Realtime deployment
Tutorial on Python time-series model deployment
Training Resources / Free Courses
AI Expert Roadmap
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
- Kaggle
Learn about Data Science, Machine Learning, Python etc
- 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
- Python for Machine Learning
Start your journey to machine learning with Python, one of the most powerful programming languages
- 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
MLSys-NYU-2022
Slides, scripts and materials for the Machine Learning in Finance course at NYU Tandon, 2022
Hands-on Train and Deploy ML
A hands-on course to train and deploy a serverless API that predicts crypto prices
- 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
- 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
- Data Science Course By IBM
Free resources and learn what data science is and how it’s used in different industries
Training Resources / MOOC's
- Linear Algebra
Linear Algebra course by Gilbert Strang
- Recommender Systems Specialization from University of Minnesota
is an intermediate/advanced level specialization focused on Recommender System on the Coursera platform
Training Resources / Intensive Programs
Training Resources / Colleges
The Data Science Toolbox / Comparison
datacompy
DataComPy is a package to compare two Pandas DataFrames
The Data Science Toolbox / Comparison / Classification
The Data Science Toolbox / Comparison
The Data Science Toolbox / Comparison / Ensemble Learning
The Data Science Toolbox / Comparison
The Data Science Toolbox / Comparison / Clustering
The Data Science Toolbox / Comparison
The Data Science Toolbox / Comparison / Dimension Reduction
The Data Science Toolbox / Comparison
The Data Science Toolbox / General Machine Learning Packages
The Data Science Toolbox / Deep Learning Packages
The Data Science Toolbox / Miscellaneous Tools
github.com
An open source data visualization platform helping everyone to create simple, correct and embeddable charts. Also at
Literature and Media / Books
- How to Lead in Data Science
Early Access
- 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
- Essential Natural Language Processing
Early access
- Mining Massive Datasets
free e-book comprehended by an online course
- Pandas in Action
Early access
- Advances in Evolutionary Algorithms
Free Download
- Evolutionary Algorithms
Free Download
- Advances in Genetic Programming, Vol. 3
Free Download
- Genetic Algorithms and Evolutionary Computation
Free Download
- Convex Optimization
Convex Optimization book by Stephen Boyd - Free Download
- Data Analysis with Python and PySpark
Early Access
- Machine Learning Bookcamp
Early access
- Regression, a Friendly guide
Early Access
- Designing Cloud Data Platforms
Early Access
- Graph Algorithms for Data Science
Early Access
- Data Mesh in Action
Early Access
- Julia for Data Analysis
Early Access
- Casual Inference for Data Science
Early Access
- Regular Expression Puzzles and AI Coding Assistants
by David Mertz
- Foundations of Data Science
Free Download
- Software Engineering for Data Scientists
Early Access
- Julia for Data Science
Early Access
- An Introduction to Statistical Learning
Download Page
Literature and Media / Journals, Publications and Magazines
- ICML
International Conference on Machine Learning
- GECCO
The Genetic and Evolutionary Computation Conference (GECCO)
- Journal of Data Science
an international journal devoted to applications of statistical methods at large
- datatau.com/news
Like Hacker News, but for data
- 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
Literature and Media / Newsletters
- AI Digest
. A weekly newsletter to keep up to date with AI, machine learning, and data science.
- DataTalks.Club
. A weekly newsletter about data-related things.
- The Analytics Engineering Roundup
. A newsletter about data science.
Literature and Media / Bloggers
- Wes McKinney
Wes McKinney Archives
- Matthew Russell
Mining The Social Web
- Greg Reda
Greg Reda Personal Blog
- Kevin Davenport
Kevin Davenport Personal Blog
- Julia Evans
Recurse Center alumna
- Hakan Kardas
Personal Web Page
- Sean J. Taylor
Personal Web Page
- Drew Conway
Personal Web Page
- Hilary Mason
Personal Web Page
- Noah Iliinsky
Personal Blog
- Matt Harrison
Personal Blog
- Vamshi Ambati
AllThings Data Sciene
- Prash Chan
Tech Blog on Master Data Management And Every Buzz Surrounding It
- Clare Corthell
The Open Source Data Science Masters
- Paul Miller
Based in the UK and working globally, Cloud of Data's consultancy services help clients understand the implications of taking data and more to the Cloud
- Data Science London
Data Science London is a non-profit organization dedicated to the free, open, dissemination of data science. We are the largest data science community in Europe. We are more than 3,190 data scientists and data geeks in our community
- Datawrangling
by Peter Skomoroch. MACHINE LEARNING, DATA MINING, AND MORE
- Quora Data Science
Data Science Questions and Answers from experts
- Siah
a PhD student at Berkeley
- 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
- Data Science Weekly
Weekly News Blog
- Revolution Analytics
Data Science Blog
- R Bloggers
R Bloggers
- The Practical Quant
Big data
- Yet Another Data Blog
Yet Another Data Blog
- Spenczar
a data scientist at . 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
- Data Scientist
is building the data scientist culture
- 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
- 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
- Data Science 101
Learning To Be A Data Scientist
- P-value
Musings on data science, machine learning, and stats
- Data Mania Blog
- Chris Said's science blog
- FlowingData
Visualization and Statistics
- i am trask
A Machine Learning Craftsmanship Blog
- Vademecum of Practical Data Science
Handbook and recipes for data-driven solutions of real-world problems
- Dataconomy
A blog on the newly emerging data economy
- Springboard
A blog with resources for data science learners
- Analytics Vidhya
A full-fledged website about data science and analytics study material
- Occam's Razor
Focused on Web Analytics
- 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!
- Chris Albon's Website
Data Science and AI notes
- Andrew Carr
Data Science with Esoteric programming languages
- floydhub
Blog for Evolutionary Algorithms
- Jingles
Review and extract key concepts from academic papers
- nbshare
Data Science notebooks
- Deep and Shallow
All things Deep and Shallow in Data Science
- Loic Tetrel
Data science blog
- Chip Huyen's Blog
ML Engineering, MLOps, and the use of ML in startups
- Maria Khalusova
Data science blog
- Aditi Rastogi
ML,DL,Data Science blog
- Santiago Basulto
Data Science with Python
- Akhil Soni
ML, DL and Data Science
- Akhil Soni
ML, DL and Data Science
Literature and Media / Presentations
Literature and Media / Podcasts
Literature and Media / YouTube Videos & Channels
- Data School
Data Science Education
Socialize / Facebook Accounts
Socialize / Twitter Accounts
- http://www.big-data-book.com/
The Economist's Data Editor and co-author of Big Data ( )
- Data School
Data science instructor, and founder of
- https://www.oreilly.com/pub/au/4419
Visualization & interaction designer. Practical cyclist. Author of vis books:
- https://allthingsds.wordpress.com
Data Science @ PayPal. #NLP, #machinelearning; PhD, Carnegie Mellon alumni (Blog: )
Socialize / Telegram Channels
- Open Data Science
– First Telegram Data Science channel. Covering all technical and popular staff about anything related to Data Science: AI, Big Data, Machine Learning, Statistics, general Math and the applications of former
- Loss function porn
— Beautiful posts on DS/ML theme with video or graphic visualization
- Machinelearning
– Daily ML news
Socialize / Slack Communities
Socialize / GitHub Groups
Socialize / Data Science Competitions
Fun / Infographics
- DataCamp
A visual guide to Becoming a Data Scientist in 8 Steps by
- img
Mindmap on required skills ( )
- Curriculum via Metro map
Swami Chandrasekaran made a
- @kzawadz
by via
- this article
Different Data Science Skills and Roles from by Springboard
- how to avoid mistakes with data
A simple and friendly way of teaching your non-data scientist/non-statistician colleagues . From Geckoboard's
Fun / Datasets
- ADS-B Exchange
Specific datasets for aircraft and Automatic Dependent Surveillance-Broadcast (ADS-B) sources
- data.gov
The home of the U.S. Government's open data
- enigma.com
Navigate the world of public data - Quickly search and analyze billions of public records published by governments, companies and organizations
- NASDAQ:DATA
Nasdaq Data Link A premier source for financial, economic and alternative datasets
- Open Data Philly
Connecting people with data for Philadelphia
- grouplens.org
Sample movie (with ratings), book and wiki datasets
- UC Irvine Machine Learning Repository
contains data sets good for machine learning
- ClimateData.us
(related: )
- 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
- GHDx
Institute for Health Metrics and Evaluation - a catalog of health and demographic datasets from around the world and including IHME results
- StackExchange Data Explorer
an open source tool for running arbitrary queries against public data from the Stack Exchange network
- SocialGrep
a collection of open Reddit datasets
Fun / Comics
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