Open Data Science Courses

Why You Need a Model Catalog

Explore the emerging Model Catalog technology, its role in standardizing and governing ML models, and its benefits for organizations in model operationalization and responsible AI practices.

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

ODSC East 2022 Keynote by Luis Vargas, Ph.D. - The Big Wave of AI at Scale

Explore the trend of larger AI models, their growing capabilities, and impact on language, vision, and multi-modality. Learn about research, engineering efforts, and implications for companies.

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

Scaling Data Preparation for Your Data-Centric AI Development

Explore scaling data preparation for AI development, covering DataOps, versioning, labeling, and automating workflows into robust pipelines for efficient ML operationalization.

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

What's Japan Got to Do with World-Class Success in AI and Data

Explore Japan's AI and data landscape, challenges, and opportunities across industries. Insights from DataRobot Japan's CEO on transformational projects and strategies for fast growth in a unique market.

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

Auto-Train a Time-Series Forecast Model with AML & ADB

Learn to auto-train time-series forecast models using Azure Machine Learning and Azure Databricks for large-scale enterprise solutions in supply chain, healthcare, insurance, and finance.

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

Coronavirus - Through The Lens Of AI

Explore AI applications in COVID-19 research: CT scan analysis, NLP for literature insights, and deep learning for drug candidate design. Learn how technology aids pandemic response.

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

Modeling Real World Change with Geospatial Data

Learn strategies for maintaining accurate geospatial databases, sourcing quality POI data, and applying up-to-date location intelligence to business models in a dynamically changing world.

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

What Kind of AI Can Help Manufacturing Adapt to a Pandemic

Explore how AI, particularly DDNs and L-DNNs, can revolutionize quality inspections in manufacturing, adapting to challenges like COVID-19 and Industry 4.0 for improved efficiency and product quality.

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

ML Observability - A Critical Piece for Making Models Work in the Real World

Learn essential ML observability practices to detect and resolve model issues in production, covering drift analysis, performance monitoring, data quality checks, and explainability techniques.

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

Accelerating the Journey to Document Understanding AI

Unlock document value with AI: transform unstructured data into actionable insights using Vision and NLP. Learn possibilities, capabilities, and implementation strategies for Document AI technology.

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

Introducing Quine - A Streaming Graph for Modern Data Pipelines

Explore Quine: A streaming graph for modern data pipelines. Learn its inner workings, challenges faced during creation, and use cases illustrating its importance in data processing.

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

The Missing Link- How AI Can Help Create a Safer Society and Better Businesses

Explore how AI and NLP can enhance crime-solving, improve business efficiency, and create safer societies by automating information linking and reducing investigative time.

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

Managing Spatiotemporal Data Fusion at Scale Using The Geodesic Platform

Explore managing large-scale spatiotemporal data fusion using the Geodesic Platform. Learn about cloud-native solutions, data ingest challenges, and leveraging Pachyderm for traceability and pipeline management.

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

Dataset Management for Computer Vision - Important Component to Delivering Computer Vision Solutions

Explore dataset management's crucial role in computer vision solutions. Learn to align business goals, express assumptions, and maintain datasets for successful real-world implementations.

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

The Role of Data Virtualization in AI-ML Projects - A Demonstration

Explore data virtualization's role in accelerating AI/ML projects by streamlining data acquisition and preparation, integrating with popular data science tools, and efficiently handling large data volumes.

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