Open Data Science Courses

Streaming Featurization with Ibis, Substrait and Apache Arrow

Explore real-time streaming featurization through the interoperable Ibis, Substrait, and Apache Arrow software stack.

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

Cybersecurity and Policing in the Metaverse

An overview of cybersecurity threats in the metaverse, from Wi-Fi and privacy vulnerabilities to AI-assisted cyberattacks and virtual policing.

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

Denoising Diffusion-Based Generative Modeling

Explains how score-based diffusion models learn data-distribution gradients to synthesize controllable images and support inverse problems and molecular prediction.

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

CI-CD for Machine Learning

Automate machine learning training, evaluation, cloud provisioning, and pull-request reporting by integrating CML with CI/CD workflows.

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

Machine Learning for the 99%

A practical guide to helping small and medium-sized organizations move machine-learning products from proof of concept to reliable, ethical production.

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

Overcoming Challenges of Movement Data Quality to Enable High Fidelity Use Case

Explore how to evaluate, filter, harmonize, and debias movement data for reliable location intelligence and high-fidelity analytical use cases.

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

Responsible AI- From Principles to Practice

A practical journey from Responsible AI principles to review questions, governance, fairness, explainability, and privacy tools for healthcare machine learning.

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

Leadership and AI

A hands-on guide for leaders to understand AI, work with technical teams, and turn models and data into organizational outcomes.

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

Transitioning From an Analyst to Data Science Role

A roadmap for analysts to transition into data science through self-teaching, formal education, or in-role upskilling.

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

Data Science Supporting Clinical Decision Making - What, Why, How?

Explore how electronic health records and natural language processing can turn messy clinical documentation into structured data for surveillance, prediction, and personalized care.

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

Applications of Modern Survival Modeling with Python

Learn how survival analysis models time-to-event data, handles censoring, and supports prediction and decision-making with Python.

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

Personalized Machine Learning

An overview of personalized machine learning, using recommender systems to explain applications in language, vision, and fairness.

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

Making MLOps Uncool Again

Build a reproducible, automated machine-learning workflow with DVC, GitHub, and GitHub Actions, from data and model changes through deployment and scheduled retraining.

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

Bringing Choice, Automation and Performance to ML Deployment with Apache TVM and the OctoML Platform

An overview of Apache TVM and OctoML for automatically optimizing and packaging machine-learning models across diverse hardware targets.

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

How to Effectively Scale ML & AI in Any Organization

A strategic framework for scaling machine learning and AI through data understanding, cross-functional teams, production infrastructure, automation, and responsible risk management.

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