Open Data Science Courses

Inclusive Search and Recommendations

Explore inclusive AI in personalized discovery systems, focusing on fairness, diversity, and privacy. Learn strategies for reducing bias and implementing responsible AI in search and recommendation algorithms.

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

Human-Friendly, Production-Ready Data Science with Metaflow - Ville Tuulos

Discover Metaflow, an open-source framework revolutionizing ML workflow creation and deployment. Learn how it empowers data scientists to build and deploy critical ML projects across industries with ease and efficiency.

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

Search and Discovery in News and Research - Dr. Anju Kambadur

Explore Bloomberg's AI-driven search and discovery system for financial news, leveraging machine learning and NLP to parse unstructured data and provide valuable insights for clients.

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

Leaner and Greener AI with Quantization in PyTorch - Suraj Subramanian

Discover how quantization in PyTorch can make AI models lighter, faster, and more power-efficient without compromising accuracy. Learn techniques and workflows from an ML expert at Meta AI.

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

Physics-Inspired Learning on Graph - Michael Bronstein, PhD

Explore physics-inspired continuous learning models for graphs, challenging traditional message-passing paradigms. Discover new approaches using differential geometry, algebraic topology, and differential equations to revolutionize graph machine learning.

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

Scientific Discovery and Unsupervised Disentanglement - Yair Weiss, PhD

Explore scientific discovery and unsupervised disentanglement with Prof. Yair Weiss. Learn about ML for scientific discovery, deep generative models, and new possibility theorems in this insightful talk on machine learning advancements.

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

Introduction to Generative Art with Stable Diffusion - Hunter Kempf

Explore Stable Diffusion's architecture, ethical implications, and practical applications in generative AI art. Learn tips for image generation and gain insights into future possibilities for AI-driven creativity.

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

Leveraging Generative AI in Education

Explore how Generative AI revolutionizes education, enhancing learning experiences and empowering students globally. Discover its impact, benefits, challenges, and future potential in transforming educational landscapes.

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

Generative AI for Biomedical Insights - Solutions Through OpenBIOML and BIO GPT - Bidyut Sarkar

Explore Generative AI's impact on biomedical research with IBM expert Bidyut Sarkar. Learn about OpenBIOML, BIO GPT, and responsible deployment strategies for leveraging AI in healthcare and scientific discoveries.

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

AI in a Minefield: Learning from Poisoned Data - Johnathan Roy Azaria

Explore data poisoning threats in AI security, uncovering tactics used to sabotage model training and strategies to reinforce systems against covert threats. Gain real-world insights from an expert in threat research.

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

Orchestrating Data Assets Instead of Tasks, With Dagster - Sandy Ryza

Explore data orchestration with Dagster, focusing on managing data assets over tasks. Learn about pipeline development, testing, deployment, and monitoring in data engineering and machine learning.

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

Graph Embeddings - Ways Your AI Can Learn From Your Connected Data - Nicolas Rouyer

Explore five ways AI can leverage graph embeddings to extract insights from connected data, enhancing machine learning algorithms and unlocking hidden patterns in complex relationships.

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

Flawed Machine Learning Security - Alejandro Saucedo

Explore critical security flaws in ML lifecycle and learn prevention strategies. Gain insights on MLSecOps, challenges in production systems, and OWASP Top 10 for Machine Learning from an industry expert.

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

From BI to AI - Lakehouse Is the Modern Data Architecture - Vini Jaiswal

Explore Lakehouse, a modern data architecture combining data warehouses and lakes. Learn its principles, architecture, and real-world applications for efficient data management and analysis.

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

Demystifying Data Mesh - Tackling Common Misconceptions About Data Mesh - Wannes Rosiers

Clarifies Data Mesh principles, debunks misconceptions, and explores its potential to revolutionize data management in distributed landscapes. Provides insights for better understanding of this approach.

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