Open Data Science Courses

Passive Privacy-Respecting Collection of DNS Transaction Data

Explore DNS data collection methods that protect privacy while enabling internet analysis. Learn techniques for scrubbing PII and leveraging DNS metadata for behavioral security research.

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

Teaching Machines Through Human Explanations

Explore an explanation-based learning framework for NLP that improves label efficiency and reliability, reducing reliance on extensive datasets and machine learning expertise.

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

Deploying Optimized Deep Learning Pipelines

Survey of deep learning pipeline optimization techniques, exploring quantization, distillation, and math library selection. Discusses trade-offs for deployment and provides insights for efficient ML implementation.

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

Build NLP Model with Azure ML AutoML NLP Capability

Learn to build NLP models using Azure ML AutoML for tasks like classification and named entity recognition. Explore multilingual support, data labeling, and distributed training for efficient model development.

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

Deep Learning and Transfer Learning for NLP

Explore deep learning and transfer learning for NLP with expert Dipanjan Sarkar. Gain insights on challenges, deployment, popular models, tools, and recent advances in multilingual AI and model interpretability.

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

Hopsworks - The Python-Centric Enterprise Feature Store

Explore Hopsworks feature store for Python-centric ML operations, covering feature engineering, pipelines, and real-time serving with an end-to-end use case demonstration.

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

Industrial Artificial Intelligence - From Automated Process to Cognitive Analytics

Explore how AI revolutionizes industries through automated processes, cognitive analytics, and predictive maintenance, reshaping manufacturing, supply chains, and decision-making while addressing challenges and opportunities.

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

Introduction to NLP and Topic Modeling

Explore NLP basics, advanced techniques like word vectors, and topic modeling. Learn pre-processing, tools, and methodologies to start NLP modeling and understand topic analysis.

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

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