Open Data Science Courses

Data Science Against COVID-19 - Nuria Oliver, PhD

Explore how data science combats COVID-19 through mobility models, epidemiological predictions, and large-scale surveys. Learn key technical skills and insights from Dr. Nuria Oliver's multidisciplinary team of volunteer scientists.

• YouTube
• 41 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

Reliable Pipelines and High Quality Data Without the Toil - Kyle Kirwan

Explore data observability's power in enhancing pipeline quality, reducing maintenance toil, and optimizing performance. Learn key components: metrics, data, lineage, and alerts for effective data management.

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

Leveraging Data in Motion in a Cloud-First World - Jun Rao

Explore Apache Kafka's journey, its cloud-native potential, and real-world applications. Learn how Fortune 100 companies leverage this platform for data-in-motion, revolutionizing data engineering and analytics workflows.

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

Assessing Data Quality - The 3 Facets of Data Fitness

Explore the three facets of data "fitness" with Susan McGregor. Learn to assess validity, reliability, and representativeness to ensure your data is fit for purpose and unlock its true potential.

• YouTube
• 32 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

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

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
• Self-Paced
• Free Video

Ethnicity, Equity, and AI

Explore challenges in AI and healthcare equity, focusing on race and ethnicity data. Learn about bias in algorithms and data, and discover opportunities for improving healthcare AI through better data and models.

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