Информационные технологии позволяют получить невероятно крутые образовательные ресурсы в один клик. Бесплатно.
Я сейчас решаю задачу, как из огромной массы жизненно важного контента выбрать тот, который стоит попробовать в первую очередь, как «разметить данные», чтобы нейросеточка у подрастающего поколения обучилась более эффективно. (ontol.org, «Выгорание», «Удаленка», телеграмм-канал).
Предлагаю вам подборку бесплатных онлайн-курсов по Data Science от лучших университетов в мире:
- R Programming от Johns Hopkins University
- The Data Scientist’s Toolbox от Johns Hopkins University
- The Analytics Edge от Massachusetts Institute of Technology
- Getting and Cleaning Data от Johns Hopkins University
- Introduction to Data Science in Python от University of Michigan
- Python for Data Science от University of California, San Diego
- Exploratory Data Analysis от Johns Hopkins University
- Introduction to Big Data от University of California, San Diego
- Regression Models от Johns Hopkins University
- Statistical Inference от Johns Hopkins University
- Introduction to Computational Thinking and Data Science от Massachusetts Institute of Technology
- Reproducible Research от Johns Hopkins University
- Hadoop Platform and Application Framework от University of California, San Diego
- Mining Massive Datasets от Stanford University
- Statistics and R от Harvard University
- Pattern Discovery in Data Mining от University of Illinois at Urbana-Champaign
- A Crash Course in Data Science от Johns Hopkins University
- Data Visualization от University of Illinois at Urbana-Champaign
- Statistical Thinking for Data Science and Analytics от Columbia University
- Developing Data Products от Johns Hopkins University
- Building a Data Science Team от Johns Hopkins University
- Probability and Statistics in Data Science using Python от University of California, San Diego
- Data Analysis for Social Scientists от Massachusetts Institute of Technology
- Text Mining and Analytics от University of Illinois at Urbana-Champaign
- Data Science in Real Life от Johns Hopkins University
- Data Science: R Basics от Harvard University
- Managing Data Analysis от Johns Hopkins University
- Applied Plotting, Charting & Data Representation in Python от University of Michigan
- Cluster Analysis in Data Mining от University of Illinois at Urbana-Champaign
- Foundations of Data Analysis — Part 1: Statistics Using R от The University of Texas at Austin
- Graph Analytics for Big Data от University of California, San Diego
- People Analytics от University of Pennsylvania
- SP20: Computing for Data Analysis от Georgia Institute of Technology
- The R Programming Environment от Johns Hopkins University
- FA19: Deterministic Optimization от Georgia Institute of Technology
- Introduction to Analytics Modeling от Georgia Institute of Technology
- Data Manipulation at Scale: Systems and Algorithms от University of Washington
- Data Science: Visualization от Harvard University
- High-Dimensional Data Analysis от Harvard University
- Introduction to Systematic Review and Meta-Analysis от Johns Hopkins University
- Big Data Modeling and Management Systems от University of California, San Diego
- Big Data Integration and Processing от University of California, San Diego
- Data Science: Linear Regression от Harvard University
- Data Science: Machine Learning от Harvard University
- Applied Social Network Analysis in Python от University of Michigan
- Building R Packages от Johns Hopkins University
- Foundations of Data Science: Computational Thinking with Python от University of California, Berkeley
- Communicating Data Science Results от University of Washington
- Causal Diagrams: Draw Your Assumptions Before Your Conclusions от Harvard University
- Case study: DNA methylation data analysis от Harvard University
- Foundations of Data Analysis — Part 2: Inferential Statistics от The University of Texas at Austin
- Framework for Data Collection and Analysis от University of Maryland, College Park
- 数据挖掘：理论与算法 | Data Mining: Theories and Algorithms for Tackling Big Data от Tsinghua University
- Data Analytics Foundations for Accountancy I от University of Illinois at Urbana-Champaign
- Successfully Evaluating Predictive Modelling от University of Edinburgh
- Silicon Photonics Design, Fabrication and Data Analysis от The University of British Columbia
- Data Science: Inference and Modeling от Harvard University
- Data Science: Probability от Harvard University
- Data Science: Productivity Tools от Harvard University
- Data Science: Wrangling от Harvard University
- Advanced Linear Models for Data Science 1: Least Squares от Johns Hopkins University
- Advanced Linear Models for Data Science 2: Statistical Linear Models от Johns Hopkins University
- Research Data Management and Sharing от The University of North Carolina at Chapel Hill
- Big Data and Education от Columbia University
- Big Data Analysis with Scala and Spark от École Polytechnique Fédérale de Lausanne
- Basic Data Processing and Visualization от University of California, San Diego
- Information Visualization: Applied Perception от New York University (NYU)
- Information Visualization: Foundations от New York University (NYU)
- Information Visualization: Programming with D3.js от New York University (NYU)
- Information Visualization: Advanced Techniques от New York University (NYU)
- Data Science: Capstone от Harvard University
- Capstone Exam for Statistics and Data Science от Massachusetts Institute of Technology
- Advanced R Programming от Johns Hopkins University
- Foundations of Data Science: Inferential Thinking by Resampling от University of California, Berkeley
- Data, Models and Decisions in Business Analytics от Columbia University
- Code Free Data Science от University of California, San Diego
- SP20: Data Analytics for Business от Georgia Institute of Technology
- Data Science in Stratified Healthcare and Precision Medicine от University of Edinburgh
- Predictive Analytics using Machine Learning от University of Edinburgh
- Statistical Predictive Modelling and Applications от University of Edinburgh
- 人群与网络 от Peking University
- 医学统计学与SPSS软件（基础篇） от Peking University
- Combining and Analyzing Complex Data от University of Maryland, College Park
- Dealing With Missing Data от University of Maryland, College Park
- 数据科学导论|Data Science: A New Way of Thinking от Tsinghua University
- Data Science for Construction, Architecture and Engineering от National University of Singapore
- Statistical Computing with R — a gentle introduction от University College London
- Principles, Statistical and Computational Tools for Reproducible Data Science от Harvard University
- Data Analysis in Social Science-Assessing Your Knowledge от Massachusetts Institute of Technology
- Sampling People, Networks and Records от University of Michigan
- مجموعة أدوات عالم البيانات от Johns Hopkins University
- Meaningful Predictive Modeling от University of California, San Diego
- Introduction to Accounting Data Analytics and Visualization от University of Illinois at Urbana-Champaign
- Data Modeling and Regression Analysis in Business от University of Illinois at Urbana-Champaign
- Introduction to Predictive Analytics using Python от University of Edinburgh
- Delivering Research Data Management Services от University of Edinburgh
- Image Processing and Analysis for Life Scientists от École Polytechnique Fédérale de Lausanne
- Data Analysis Essentials от Imperial College London
- Big Data Analytics Using Spark от University of California, San Diego
- مقدمة عن البيانات الضخمة от University of California, San Diego
- Big Data Analytics in Healthcare от Georgia Institute of Technology
- Big Data Analytics in Healthcare от Georgia Institute of Technology
- 高级大数据系统|Advanced Big Data Systems от Tsinghua University
- Big data and Language 1 от Korea Advanced Institute of Science and Technology
- Big data and Language 2 от Korea Advanced Institute of Science and Technology
- Building Data Visualization Tools от Johns Hopkins University
- Data Analysis and Visualization от Georgia Institute of Technology
- 3D Data Visualization for Science Communication от University of Illinois at Urbana-Champaign
- 数据可视化|Data Visualization от Tsinghua University
Узнайте подробности, как получить востребованную профессию с нуля или Level Up по навыкам и зарплате, пройдя онлайн-курсы SkillFactory:
- Курс «Профессия Data Scientist» (24 месяца)
- Курс «Профессия Data Analyst» (18 месяцев)
- Курс «Python для веб-разработки» (9 месяцев)
