A Programmer's Guide to Data Mining
Ron ZacharskiBook
draft
Data Science
94 resources
Data science combines programming, statistics and communication, and most learners get further by working on real datasets than by collecting courses. Microsoft's Data Science for Beginners and Elements of Data Science by Allen B. Downey cover the basics with Python, while Kaggle and DrivenData provide datasets and competitions to practice on.
Once you can clean and analyze data, Fundamentals of Data Visualization by Claus O. Wilke teaches how to present results clearly. Mining of Massive Datasets covers algorithms for large-scale data, and Data Science at the Command Line shows how shell tools fit into a workflow. The Data Engineering Zoomcamp is a practical route into pipelines and data warehousing.
Free, but: email address requested
Data Mining Algorithms In R
WikibooksBook
Data Mining Concepts and Techniques
Jiawei Han, Micheline Kamber, Jian PeiBookPDF
archived
Data Science at the Command Line
Jeroen JanssensBook
Data Science with Python
freeCodeCampBook
Elements of Data Science
Allen B. DowneyBook
Feature Engineering and Selection: A Practical Approach for Predictive Models
Max Kuhn, Kjell JohnsonBook
Foundations of Data Science
Avrim Blum, John Hopcroft, Ravindran KannanBookPDF
Fundamentals of Data Visualization
Claus O. WilkeBookHTML
Hands-On Data Visualization
Jack Dougherty, Ilya IlyankouBookHTML
High-Dimensional Data Analysis with Low-Dimensional Models: Principles, Computation, and Applications
John Wright, Yi MaBookPDF
Internet Advertising: An Interplay among Advertisers, Online Publishers, Ad Exchanges and Web Users
BookPDF
Introduction to Cultural Analytics & Python
Melanie WalshBook
Introduction to Data Science
Jeffrey StantonBook
Introduction to Data Science in Python
Christopher BrooksUniversity of MichiganCourseraBook
Julia Data Science
Jose Storopoli, Rik Huijzer, Lazaro AlonsoCC BY-NC-SA 4.0BookHTML
archived
Mining of Massive Datasets
Jure Leskovec, Anand Rajaraman, Jeffrey D. UllmanBookPDF
Principles of Data Science
OpenStax Shaun V. AultCC BY-NC-SA 4.0BookHTMLPDF
Probability and Statistics with Examples using R
Siva Athreya, Deepayan Sarkar, Steve TannerBookHTML
in progress
Python for Data Science – Hands-on Projects
LunarTechfreeCodeCampYouTubeBook
archived
Statistical inference for data science
Brian CaffoBook
Accelerate Data Science Workflows with Zero Code Changes
NVIDIA Deep Learning InstituteCourse
Apache Airflow Tutorials
Tuan VuCourse
Applied Data Science with Python
CognitiveClass.aiCourse
Big Data Engineering Course
Data EngineeringCourse
CS250: Python for Data Science
Saylor AcademyCourse
Data Analysis and Visualization
Georgia TechUdacityCourse
Data Analysis with Python: Zero to Pandas
JovianCourse
Data Analysis with R
FacebookUdacityCourse
Data Build Tool (dbt)
Kahan Data SolutionsCourse
Data Cleaning
Rachael TatmanKaggleCourse
Data Engineering
Kahan Data SolutionsCourse
Data Engineering Zoomcamp
DataTalks.ClubCourse
Data science for beginners
MicrosoftCourse
Data Science Fundamentals
CognitiveClass.aiCourse
Data Science interview questions
Krish NaikCourse
Data Science Methodology
CognitiveClass.aiCourse
Data Visualization
Alexis CookKaggleCourse
Datavis 2020
Curran KelleherCourse
Hadoop Tutorial for Beginners
Great LearningCourse
Hive Tutorial
Great LearningCourse
How to Build an AI: The Chronicles of Jobot
JovianCourse
IBM Data Science Professional Certificate
CourseraCourse
Intro to Data Analysis
UdacityCourse
Introduction to Data Science
AlisonCourse
Introduction to Data Science
SkillUp by SimplilearnCourse
Introduction to Data Science with python
Pavlos ProtopapasedX HarvardXCourse
Introduction to Federated Learning with NVIDIA FLARE
NVIDIA Deep Learning InstituteCourse
Learn Data Science Tutorial - Full Course for Beginners
Barton PoulsonFreeCodeCamp.orgCourse
MIT's Introduction to Computational Thinking and Data Science
Eric Grimson, John Guttag, Ana BellMIT OpenCourseWareCourse
NICO 101 - Introduction to Programming for Big Data
Luis Amaral, Helio Tejedor, Luiz AlvesCourse
The Analytics Edge
Course
Time Series Modelling and Analysis
AIEngineeringCourse
Data Science Foundations
IBM SkillBuildTutorial
Free, but: email address required
Data Science Tutorial
W3SchoolsTutorial
Data Science Tutorial for Beginners
Scaler TopicsTutorial
Data Science Tutorial for Beginners - Video Course
course by Yash Sinha Scaler TopicsTutorial
Essential Linear Algebra for Data Science and Machine Learning
KDnuggetsTutorial
Interactive Linear Algebra
Dan Margalit, Joseph RabinoffTutorialHTMLPDF
LLM Transformer Model Visually Explained
Georgia TechTutorialHTML
Step-by-Step Machine Learning Algorithm Solvers
Riyan JamilTutorial
Data Engineering Podcast
Tobias MaceypodcastPodcast
Data Futurology - Leadership And Strategy in Artificial Intelligence, Machine Learning, Data Science
Felipe FlorespodcastPodcast
Data Skeptic
Kyle PolichpodcastPodcast
Data Stories - a podcast on data+visualization
Enrico Bertini, Moritz Stefaner, Sandra Rendgen, Florian Wöhrl, Destry SibleypodcastPodcast
DataFramed
Martijn Theuwissen, et al. Datacamp teampodcastPodcast
Learning Machines 101
Richard M. GoldenpodcastPodcast
Linear Digressions
Katie, BenpodcastPodcast
Not So Standard Deviations
Roger Peng, Hilary ParkerpodcastPodcast
O'Reilly Data Show Podcast
Ben LoricapodcastPodcast
Partially Derivative
Chris Albon, Jonathon Morgan, Vidya SpandanapodcastPodcast
Super Data Science
podcastPodcast
Talking Machines
Katherine Gorman, Neil LawrencepodcastPodcast
The Banana Data Podcast
Triveni Gandhi, Christopher Peter Makris, Corey StrausmanpodcastPodcast
The Data Science Podcast
IBMpodcastPodcast
Towards Data Science
The TDS teampodcastPodcast
Cheatsheets for Data Scientists
DatacampCheatsheetPDF
Polars Cheat Sheet
CheatGridCheatsheetHTML
AIcrowd
Problem set
CodaLab
Problem set
CrowdANALYTIX
Problem set
Deep-ML
Problem set
DrivenData
Problem set
Kaggle
Problem set
Zindi
Problem set