Open Data Science Courses

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

Building Real-Time ML Pipelines the Easy Way

Learn to build real-time ML pipelines for fraud prediction, predictive maintenance, and customer churn prevention. Explore challenges, solutions, and best practices for handling high-velocity data and triggering actions in seconds.

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

Medical Imaging with Azure Machine Learning

Explore Azure Machine Learning for medical imaging applications, covering data management, model development, deployment, and explainability in healthcare scenarios.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

Overcoming Imposter Syndrome in STEM

Explore strategies to overcome imposter syndrome in STEM fields with expert panelists, focusing on building confidence and combating self-doubt in your professional journey.

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

Relationships Matter - Using Connected Data for Better Machine Learning

Explore graph-native ML for enhanced predictions using relationship data. Learn graph feature engineering, ML techniques, and hands-on applications to leverage network structures in your data science models.

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

Evolution of Efficient and Robust AutoML Systems

Explore the evolution of efficient AutoML systems, focusing on Auto-sklearn 2.0 and Auto-PyTorch. Learn about multi-fidelity optimization, portfolio construction, and automated policy selection for improved machine learning efficiency.

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

Git-Based CI-CD for ML

Learn to implement Git-based MLOps for continuous delivery, automating workflows, and enabling collaboration. Explore open-source tools and hosted ML platforms with a live demo on streamlining ML pipelines.

• YouTube
• 1 hour 4 minutes
• Self-Paced
• Free Video

Interpretable Machine Learning to Model Drug Perturbations in Single Cell Genomics

Explore interpretable machine learning for modeling drug effects on single-cell genomics. Learn about deep autoencoders, manifold identification, and predicting novel perturbations in cellular states.

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