Data Science Courses and Certifications

Data Science Ethics

4 ratings

Learn how to think through the ethics surrounding privacy, data sharing, and algorithmic decision-making.

• edX
• 4 weeks, 3-4 hours a week
• Self-Paced
• Free Online Course (Audit)

Twitter

Real-Time Analytics with Apache Storm

1 rating at Udacity

The world is trending in real time! Learn Apache Storm, taught by Twitter, to scalably analyze real-time tweets and drive d3 visualizations. Storm is free, open and fun!

• Udacity
• 5 hours
• Self-Paced
• Free Online Course

Java

Jump-Start Your Data Science Learning with Java and Jupyter Notebooks

Explore how Java can power Jupyter notebooks for a data science learning path.

• YouTube
• 46 minutes
• Self-Paced
• Free Video

Data Science Dojo

Between the Spreadsheets - Classifying and Fixing Dirty Data for Data Science

Learn to classify and clean dirty data in Excel through practical checks, maintenance, and accuracy practices for trustworthy analytics and machine learning.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

Great Learning

IPL Auction Bidding Using Data Science

Analyze IPL player performance, build Tableau dashboards, and use cricket data to support player selection and auction decisions.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Rob Mulla

Data Science - Chess Data Analysis

Explore chess game data with Python by analyzing ELO differences, PGN records, Stockfish results, and winning streaks.

• YouTube
• 2 hours 35 minutes
• Self-Paced
• Free Video

Rob Mulla

Complete Data Science Project

Explore Wordle tweet data through Python-based data wrangling, parsing, and visual analysis.

• YouTube
• 39 minutes
• Self-Paced
• Free Video

Great Learning

Role of Mathematics in Data Science and How to Learn - Data Science

An applied introduction to the statistical and probability concepts that underpin data science, including descriptive statistics, Bayes’ theorem, and normal distributions.

• YouTube
• 1 hour
• Self-Paced
• Free Video

Keith Galli

Full Data Science Mock Interview Featuring Kylie Ying

Practice a full data science technical interview, from behavioral questions and bot-detection modeling to post-interview feedback.

• YouTube
• 1 hour 28 minutes
• Self-Paced
• Free Video

Open Data Science

Data Science + Design Thinking - Perfect Blend to Achieve the Best User Experience - Michael Radwin

Learn how design thinking can shape AI and machine-learning products around real customer needs.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

NDC Conferences

DevOps for Data Science

Apply DevOps practices to data science workflows, including operationalization, source control, automation, testing, delivery pipelines, model monitoring, and security.

• YouTube
• 59 minutes
• Self-Paced
• Conference Talk

Great Learning

Apriori Algorithm in Data Mining - Association Rule Mining - Data Science Algorithm

Learn how the Apriori algorithm discovers frequent itemsets and association rules for market basket analysis.

• YouTube
• 1 hour 37 minutes
• Self-Paced
• Free Video

NPTEL-NOC IITM

Why Julia is the Future for Data Science Projects

A case for Julia in data science projects, emphasizing statistical model speed at comparable accuracy and potential cost and carbon savings.

• YouTube
• 34 minutes
• Self-Paced
• Free Video

Keith Galli

Complete Python Pandas Data Science Tutorial - 2024 Updated Edition

A hands-on walkthrough of working with tabular data in Pandas, from DataFrame access and cleanup through grouped summaries and rolling operations.

• YouTube
• 1 hour 34 minutes
• Self-Paced
• Free Video

EuroPython Conference

Python & Visual Studio Code - Revolutionizing the Way You Do Data Science

See how VS Code’s notebooks, Data Wrangler, collaboration features, and Azure ML support Python data science work.

• YouTube
• 25 minutes
• Self-Paced
• Conference Talk