| Category | Resource | Link |
|---|---|---|
| General Data Science | DataCamp | DataCamp |
| General Data Science | Kaggle | Kaggle |
| General Data Science | Towards Data Science (Medium) | Towards Data Science |
| Machine Learning | Coursera - Andrew Ng's Machine Learning | Coursera - Machine Learning |
| Machine Learning | fast.ai | fast.ai |
| Deep Learning | Stanford University - CS231n (Convolutional Neural Networks) | CS231n |
| Deep Learning | Deeplearning.ai - Deep Learning Specialization | Deep Learning Specialization |
| Statistics & Probability | Khan Academy - Statistics and Probability | Khan Academy - Statistics and Probability |
| Statistics & Probability | StatQuest with Josh Starmer | StatQuest |
| Data Visualization | Tableau Public | Tableau Public |
| Data Visualization | D3.js - Data-Driven Documents | D3.js |
| Big Data | Apache Hadoop | Apache Hadoop |
| Big Data | Apache Spark | Apache Spark |
| Data Cleaning & Wrangling | Pandas | Pandas |
| Data Cleaning & Wrangling | OpenRefine | OpenRefine |
| Python Programming | Real Python | Real Python |
| Python Programming | Codecademy - Python Course | Codecademy - Python |
| Data Science Communities | Stack Overflow | Stack Overflow |
| Data Science Communities | Reddit - r/datascience | Reddit - r/datascience |
| Data Science Blogs | KDnuggets | KDnuggets |
| Data Science Blogs | Data Science Central | Data Science Central |
| General Data Science | DataQuest | DataQuest |
| General Data Science | Analytics Vidhya | Analytics Vidhya |
| General Data Science | Mode Analytics | Mode Analytics |
| Machine Learning | Google's Machine Learning Crash Course | Google's ML Crash Course |
| Machine Learning | Berkeley's CS 189 - Introduction to Machine Learning | CS 189 |
| Machine Learning | The Hundred-Page Machine Learning Book | Hundred-Page ML Book |
| Deep Learning | MIT OpenCourseWare - Introduction to Deep Learning | MIT OCW - Deep Learning |
| Deep Learning | NVIDIA Deep Learning Institute | NVIDIA DLI |
| Statistics & Probability | Harvard's Statistics 110 - Probability | Harvard Stat 110 |
| Statistics & Probability | OLI - Statistics and Data Analysis | OLI - Statistics |
| Data Visualization | Datawrapper | Datawrapper |
| Data Visualization | Flourish | Flourish |
| Big Data | Cloudera | Cloudera |
| Big Data | Databricks | Databricks |
| Data Cleaning & Wrangling | Trifacta | Trifacta |
| Data Cleaning & Wrangling | DataWrangler | DataWrangler |
| Python Programming | PyBites | PyBites |
| Python Programming | Full Stack Python | Full Stack Python |
| Data Science Communities | Kaggle Forums | Kaggle Forums |
| Data Science Communities | Data Science Stack Exchange | Stack Exchange - Data Science |
| Data Science Blogs | Simply Statistics | Simply Statistics |
| Data Science Blogs | FlowingData | FlowingData |
| Data Science Blogs | R-bloggers | R-bloggers |
| Data Science Blogs | Analytics Vidhya Blog | AV Blog |
| General Data Science | IBM Data Science Community | IBM Data Science Community |
| General Data Science | Udemy - Data Science and Machine Learning Bootcamp | Udemy - Data Science Bootcamp |
| General Data Science | Harvard's Data Science Course (CS109) | Harvard CS109 |
| Machine Learning | MIT OpenCourseWare - Introduction to Computational Thinking and Data Science | MIT OCW - Computational Thinking |
| Machine Learning | Analytics University by IBM | Analytics University |
| Machine Learning | Sebastian Raschka's Machine Learning and Deep Learning Tutorials | Sebastian Raschka's GitHub |
| Deep Learning | Dive into Deep Learning by Aston Zhang, Zachary C. Lipton, Mu Li, and Alexander J. Smola | Dive into Deep Learning |
| Deep Learning | TensorFlow Tutorials and Guides | TensorFlow Tutorials |
| Statistics & Probability | MIT OpenCourseWare - Introduction to Probability and Statistics | MIT OCW - Probability and Statistics |
| Statistics & Probability | OpenIntro Statistics | OpenIntro Statistics |
| Data Visualization | Data Visualization Society | Data Visualization Society |
| Data Visualization | Chartio | Chartio |
| Big Data | BigML | BigML |
| Big Data | Apache Flink | Apache Flink |
| Data Cleaning & Wrangling | KNIME | KNIME |
| Data Cleaning & Wrangling | DataCamp - Cleaning Data in Python | DataCamp - Cleaning Data in Python |
| Python Programming | Real Python - Intermediate Python | Real Python - Intermediate Python |
| Python Programming | Python.org | Python Official Website |
| Data Science Communities | Data Science Central Forum | DSC Forum |
| Data Science Communities | Data Science Weekly | Data Science Weekly |
| Data Science Blogs | Towards AI | Towards AI |
| Data Science Blogs | DataFlair | DataFlair |
| General Data Science | Springboard Data Science Career Track | Springboard |
| General Data Science | 365 Data Science | 365 Data Science |
| General Data Science | Microsoft Learn - Data Science | Microsoft Learn - Data Science |
| Machine Learning | Kaggle Courses | Kaggle Courses |
| Machine Learning | Google Cloud Training | Google Cloud Training |
| Machine Learning | Pattern Recognition and Machine Learning by Christopher Bishop (Book) | Book Link |
| Deep Learning | Stanford University - CS224n (Natural Language Processing with Deep Learning) | CS224n |
| Deep Learning | FastAI Practical Deep Learning for Coders | FastAI |
| Statistics & Probability | Statistics.com | Statistics.com |
| Statistics & Probability | The Probability and Statistics Cookbook | Probability and Statistics Cookbook |
| Data Visualization | Storytelling with Data | Storytelling with Data |
| Data Visualization | Information is Beautiful | Information is Beautiful |
| Big Data | Hortonworks Tutorials | Hortonworks Tutorials |
| Big Data | DataCamp - Big Data Fundamentals | DataCamp - Big Data Fundamentals |
| Data Cleaning & Wrangling | Great Expectations | Great Expectations |
| Data Cleaning & Wrangling | DataCamp - Cleaning Data in R | DataCamp - Cleaning Data in R |
| Python Programming | HackerRank - Python | HackerRank - Python |
| Python Programming | Real Python - Python Basics | Real Python - Python Basics |
| Data Science Communities | Data Science Society | Data Science Society |
| Data Science Communities | Towards Data Science on Medium | Towards Data Science on Medium |
| Data Science Blogs | Data School | Data School |
| Data Science Blogs | Simply Python | Simply Python |
| General Data Science | Harvard's CS50 - Introduction to Computer Science | CS50 |
| General Data Science | Duke University - Data Science and Machine Learning Bootcamp | Duke University Bootcamp |
| General Data Science | LinkedIn Learning - Data Science and Analytics Courses | LinkedIn Learning - Data Science |
| Machine Learning | Analytics Vidhya - Machine Learning Course | Analytics Vidhya - ML Course |
| Machine Learning | IBM Watson Studio | IBM Watson Studio |
| Machine Learning | Google's Teachable Machine | Teachable Machine |
| Deep Learning | PyTorch Tutorials | PyTorch Tutorials |
| Deep Learning | NVIDIA Deep Learning SDK | NVIDIA Deep Learning SDK |
| Deep Learning | Stanford University - CS231n (Convolutional Neural Networks for Visual Recognition) | CS231n |
| Statistics & Probability | OpenStax Introductory Statistics | OpenStax Intro Stats |
| Statistics & Probability | Carnegie Mellon University - Probability and Statistics | CMU Probability and Stats |
| Data Visualization | RAWGraphs | RAWGraphs |
| Data Visualization | DataCamp - Data Visualization with ggplot2 | DataCamp - ggplot2 |
| Big Data | MongoDB University | MongoDB University |
| Big Data | Apache Kafka Tutorials | Apache Kafka Tutorials |
| Big Data | Hadoop - MapReduce Tutorial | Hadoop MapReduce Tutorial |
| Data Cleaning & Wrangling | DataWrangler by Trifacta | DataWrangler |
| Data Cleaning & Wrangling | pandas-profiling | pandas-profiling |
| Python Programming | CodeSignal - Python Practice | CodeSignal - Python |
| Python Programming | Python for Everybody by University of Michigan on Coursera | Python for Everybody |
| Data Science Communities | Data Science Association | Data Science Association |
| Data Science Communities | Data Science Stack by Data Science Central | Data Science Stack |
| Data Science Blogs | DataRobot Blog | DataRobot Blog |
| Data Science Blogs | Machine Learning Mastery by Jason Brownlee | ML Mastery |
| General Data Science | MIT OpenCourseWare - Introduction to Data Science | MIT OCW - Data Science |
| General Data Science | edX - Data Science MicroMasters Program | edX - Data Science |
| General Data Science | Data Science and Machine Learning Bootcamp by Colt Steele | Udemy Bootcamp |
| Machine Learning | FastAI Practical Machine Learning for Coders | FastAI ML |
| Machine Learning | Analytics Vidhya - Free Machine Learning Course | Analytics Vidhya - Free ML Course |
| Machine Learning | Microsoft AI School | Microsoft AI School |
| Deep Learning | TensorFlow Tutorials | TensorFlow Tutorials |
| Deep Learning | NVIDIA Deep Learning Institute - Fundamentals of Deep Learning | DLI Fundamentals |
| Deep Learning | Dive into Deep Learning with MXNet | Dive into DL with MXNet |
| Statistics & Probability | Khan Academy - Statistics and Probability | Khan Academy - Stats |
| Statistics & Probability | OpenIntro Statistics | OpenIntro Statistics |
| Data Visualization | Seaborn Documentation | Seaborn Documentation |
| Data Visualization | Observable - Data Visualization | Observable Data Viz |
| Big Data | Apache HBase Documentation | HBase Documentation |
| Big Data | Udacity - Big Data Analytics with Spark | Udacity - Big Data Analytics |
| Big Data | Big Data University by IBM | Big Data University |
| Data Cleaning & Wrangling | Google Refine (OpenRefine) | OpenRefine |
| Data Cleaning & Wrangling | DataCamp - Cleaning Data in Python | DataCamp - Cleaning Data in Python |
| Python Programming | The Hitchhiker's Guide to Python | Hitchhiker's Guide to Python |
| Python Programming | PyBites | PyBites |
| Data Science Communities | Reddit - r/MachineLearning | Reddit - r/MachineLearning |
| Data Science Communities | LinkedIn Data Science Group | LinkedIn - Data Science Group |
| Data Science Blogs | Dataquest Blog | Dataquest Blog |
| Data Science Blogs | The Data Incubator Blog | Data Incubator Blog |
| Data Science Blogs | KDnuggets Blog | KDnuggets Blog |
| Data Science Blogs | Google AI Blog | Google AI Blog |
| General Data Science | Berkeley Data Science Modules | Berkeley Data Science Modules |
| General Data Science | Udacity - Data Analyst Nanodegree Program | Udacity - Data Analyst Nanodegree |
| General Data Science | Analytics Vidhya - Data Science Blog | Analytics Vidhya Blog |
| Machine Learning | Imperial College London - Machine Learning for Beginners | Machine Learning for Beginners |
| Machine Learning | Analytics Vidhya - Free Machine Learning for Beginners Course | Free ML for Beginners |
| Machine Learning | Data School - Machine Learning Mini-Courses | Data School Mini-Courses |
| Deep Learning | Coursera - Deep Learning Specialization by Andrew Ng | Deep Learning Specialization |
| Deep Learning | MIT OpenCourseWare - Introduction to Deep Learning | MIT OCW - Deep Learning |
| Deep Learning | TensorFlow Playground | TensorFlow Playground |
| Statistics & Probability | Khan Academy - Inferential Statistics | Khan Academy - Inferential Stats |
| Statistics & Probability | Coursera - Statistics with R Specialization | Statistics with R Specialization |
| Data Visualization | DataCamp - Data Visualization with Matplotlib | DataCamp - Matplotlib |
| Data Visualization | Flourish Studio | Flourish Studio |
| Big Data | Dask - Parallel Computing in Python | Dask |
| Big Data | Udacity - Big Data Nanodegree Program | Udacity - Big Data Nanodegree |
| Big Data | Google Cloud BigQuery | Google BigQuery |
| Data Cleaning & Wrangling | Trifacta Wrangler | Trifacta Wrangler |
| Data Cleaning & Wrangling | DataCamp - Cleaning Data in SQL | DataCamp - Cleaning Data in SQL |
| Python Programming | W3Schools - Python Tutorial | W3Schools Python Tutorial |
| Python Programming | SoloLearn - Python Course | SoloLearn - Python Course |
| Data Science Communities | Data Science Stack Exchange - Cross Validated | Cross Validated |
| Data Science Communities | Reddit - r/dataviz | Reddit - r/dataviz |
| Data Science Blogs | Randal S. Olson - Data Science Blog | Randal S. Olson's Blog |
| Data Science Blogs | Analytics Vidhya - Interview Experiences | AV Interview Experiences |
| Data Science Blogs | FiveThirtyEight | FiveThirtyEight |
| General Data Science | MIT OpenCourseWare - Introduction to Computer Science and Programming in Python | MIT OCW - Python |
| General Data Science | Data Science Dojo | Data Science Dojo |
| General Data Science | Analytics Vidhya - Data Science for Beginners | Data Science for Beginners |
| Machine Learning | Kaggle Courses | Kaggle Courses |
| Machine Learning | Oxford University - Machine Learning for Data Science | Oxford Machine Learning |
| Machine Learning | MIT OpenCourseWare - Introduction to Machine Learning | MIT OCW - Machine Learning |
| Deep Learning | Kaggle - TensorFlow Tutorials | Kaggle TensorFlow Tutorials |
| Deep Learning | Stanford University - CS224d (Natural Language Processing with Deep Learning) | CS224d |
| Deep Learning | Coursera - Sequence Models by Andrew Ng | Sequence Models |
| Statistics & Probability | Harvard University - Statistics 110: Probability | Harvard Stat 110 |
| Statistics & Probability | Coursera - Bayesian Statistics | Bayesian Statistics |
| Data Visualization | Plotly | Plotly |
| Data Visualization | DataCamp - Interactive Data Visualization with Bokeh | DataCamp - Bokeh |
| Big Data | Apache Flink Tutorials | Apache Flink Tutorials |
| Big Data | Microsoft Azure - Big Data and Analytics | Azure Big Data |
| Big Data | DataCamp - Introduction to Spark with Python | Introduction to Spark with Python |
| Data Cleaning & Wrangling | pandas - Python Data Analysis Library | pandas Documentation |
| Data Cleaning & Wrangling | DataCamp - Cleaning Data in R | DataCamp - Cleaning Data in R |
| Python Programming | Real Python - Intermediate Python | Real Python - Intermediate Python |
| Python Programming | SoloLearn - Python for Data Science | SoloLearn - Python for Data Science |
| Data Science Communities | Quora - Data Science Topic | Quora - Data Science |
| Data Science Communities | GitHub - Awesome Data Science | Awesome Data Science |
| Data Science Blogs | Simply Statistics Blog | Simply Statistics Blog |
| Data Science Blogs | Analytics Vidhya - Data Science Blog | Analytics Vidhya Blog |
| Data Science Blogs | DataCamp - Data Science Blog | DataCamp Blog |
| Data Science Blogs | OpenAI - Research | OpenAI Research |
| General Data Science | Data Science Central | Data Science Central |
| General Data Science | Udacity - Data Science Nanodegree Program | Udacity - Data Science Nanodegree |
| General Data Science | Harvard University - Data Science Certificate | Harvard Data Science Certificate |
| Machine Learning | Google's Machine Learning Crash Course | Google's ML Crash Course |
| Machine Learning | Carnegie Mellon University - Machine Learning with Large Datasets | CMU ML with Large Datasets |
| Machine Learning | scikit-learn Documentation | scikit-learn Documentation |
| Deep Learning | FastAI - Practical Deep Learning for Coders | FastAI Deep Learning |
| Deep Learning | Neural Networks and Deep Learning by Michael Nielsen (Book) | Neural Networks and Deep Learning |
| Deep Learning | NVIDIA Deep Learning Institute - Fundamentals of Deep Learning for Computer Vision | DLI Computer Vision |
| Statistics & Probability | Coursera - Statistics with Python Specialization | Statistics with Python Specialization |
| Statistics & Probability | OpenIntro Statistics and Probability Textbook | OpenIntro Statistics |
| Data Visualization | Bokeh Documentation | Bokeh Documentation |
| Data Visualization | DataCamp - Interactive Data Visualization with Plotly | DataCamp - Plotly |
| Big Data | IBM Big Data University | IBM Big Data University |
| Big Data | Hortonworks Data Platform | Hortonworks |
| Big Data | DataCamp - Introduction to PySpark | DataCamp - PySpark |
| Data Cleaning & Wrangling | DataCamp - Cleaning Data in Python | DataCamp - Cleaning Data in Python |
| Data Cleaning & Wrangling | Data Science at the Command Line | Data Science at the Command Line |
| Python Programming | Real Python | Real Python |
| Python Programming | Kaggle - Python Tutorials | Kaggle Python Tutorials |
| Data Science Communities | Data Science Central Forum | DSC Forum |
| Data Science Communities | Stack Overflow - Data Science | Stack Overflow - Data Science |
| Data Science Blogs | Datafloq | Datafloq |
| Data Science Blogs | O'Reilly Data Science Blog | O'Reilly Data Science Blog |
| Data Science Blogs | Domino Data Science Blog | Domino Blog |
| General Data Science | DataCamp - Introduction to Data Science | DataCamp - Intro to Data Science |
| General Data Science | Duke University - Statistics and Machine Learning Bootcamp | Duke University Bootcamp |
| General Data Science | Springboard - Data Science Career Track | Springboard |
| Machine Learning | Kaggle - Machine Learning | Kaggle - ML |
| Machine Learning | Google's Machine Learning Crash Course (TensorFlow) | ML Crash Course |
| Machine Learning | DataCamp - Supervised Learning with scikit-learn | DataCamp - Supervised Learning |
| Deep Learning | Coursera - Natural Language Processing in TensorFlow | NLP in TensorFlow |
| Deep Learning | NVIDIA Deep Learning Institute - Deep Learning Fundamentals | DLI Deep Learning Fundamentals |
| Deep Learning | Coursera - Deep Learning Specialization by Andrew Ng | Deep Learning Specialization |
| Statistics & Probability | edX - Introduction to Statistics and Data Science using R | edX - Statistics and Data Science |
| Statistics & Probability | Khan Academy - Probability and Statistics | Khan Academy - Stats |
| Data Visualization | Tableau Public | Tableau Public |
| Data Visualization | DataCamp - Introduction to Data Visualization with Python | DataCamp - Data Viz with Python |
| Big Data | Cloudera - Hadoop and Spark Training | Cloudera Training |
| Big Data | DataCamp - Introduction to Big Data with Spark | DataCamp - Big Data with Spark |
| Big Data | IBM Db2 Big SQL | IBM Db2 Big SQL |
| Data Cleaning & Wrangling | DataCamp - Cleaning Data in R | DataCamp - Cleaning Data in R |
| Data Cleaning & Wrangling | Trifacta Wrangler | Trifacta Wrangler |
| Python Programming | Codecademy - Python | Codecademy - Python |
| Python Programming | Real Python - Python Basics | Real Python - Python Basics |
| Data Science Communities | Reddit - r/datascience | Reddit - r/datascience |
| Data Science Communities | Data Science Central Community | DSC Community |
| Data Science Blogs | Towards Data Science on Medium | Towards Data Science on Medium |
| Data Science Blogs | Simply Statistics Blog | Simply Statistics Blog |
| Data Science Blogs | DataCamp - Data Science Blog | DataCamp Blog |
| Data Science Blogs | Analytics Vidhya - Blog | Analytics Vidhya Blog |