Open Data Science Courses

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

Rethinking ML Development - A Data-Centric Approach

Explore a data-centric approach to ML development, focusing on iteration, quality tools, and problem-solving strategies for more effective AI model creation and implementation.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Operationalizing Organizational Knowledge with Data-Centric AI

Explore data-centric AI with Alex Ratner: operationalizing knowledge, managing training data, and leveraging foundational models for real-world applications in machine learning and responsible AI.

• YouTube
• 41 minutes
• On-Demand
• Free Video

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
• On-Demand
• Free Video

Vector Search for Data Scientists - Connor Shorten

Explore vector search in data science with Connor Shorten, covering Weaviate Vector Search Engine, healthcare applications, and content performance analytics. Gain insights into vector representations and segmentation.

• YouTube
• 44 minutes
• On-Demand
• Free Video

Introduction to Generative Art with Stable Diffusion

Explore stable diffusion for generative art with Hunter Kempf. Learn model architecture, ethical considerations, practical applications, query optimization, and future developments in AI-driven visual creativity.

• YouTube
• 44 minutes
• On-Demand
• Free Video

Social Biases in Text Representations and Their Mitigation

Explore social biases in text representations and their mitigation with NLP expert Danushka Bollegala. Learn about gender bias, word embeddings, masked language models, and multi-lingual bias evaluation in AI systems.

• YouTube
• 43 minutes
• On-Demand
• Free Video

Applying Engineering Best Practices in Data Lakes Architectures - Einat Orr

Explore engineering best practices for data lakes architectures, covering data infrastructure evolution, building blocks of data products, and practical tooling examples for effective data engineering.

• YouTube
• 27 minutes
• On-Demand
• 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
• On-Demand
• Free Video

Scaling Machine Learning with Data Mesh - Shawn Kyzer

Explore scaling machine learning with Data Mesh, covering key concepts like data as a product, self-serve infrastructure, and federated governance. Learn innovative strategies for enhancing ML capabilities and driving business value.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Cloud Directions, MLOps and Production Data Science

Explore cloud directions, MLOps, and production data science with Prof. Hellerstein. Learn key challenges, lifecycle management, and innovative solutions for scaling data-intensive applications in the cloud.

• YouTube
• 43 minutes
• On-Demand
• Free Video