Open Data Science Courses

Data Science Supporting Clinical Decision Making - What, Why, How?

Explore opportunities and challenges in using electronic health records for clinical decision support, focusing on natural language processing to transform clinical documentation into structured data.

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

Applications of Modern Survival Modeling with Python

Explore modern survival modeling in Python for predicting event timing. Learn concepts, tools, and applications in various fields, from churn prediction to sales strategy optimization.

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

Personalized Machine Learning

Explore principles of personalized machine learning across recommender systems, language processing, and computer vision. Learn about techniques, applications, and ethical considerations in tailoring predictions to individual users.

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

Making MLOps Uncool Again

Learn to build an automated MLOps workflow using Git, GitHub, and open-source tools, covering the entire ML model lifecycle from data labeling to prediction monitoring.

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

Bringing Choice, Automation and Performance to ML Deployment with Apache TVM and the OctoML Platform

Explore Apache TVM for ML deployment across diverse hardware, offering performance optimization and portability. Learn about OctoML's Octomizer for continuous model optimization and benchmarking.

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

How to Effectively Scale ML & AI in Any Organization

Learn key principles for scaling ML & AI in organizations, covering data culture, model integration, and practical insights from Shopify's experience serving global entrepreneurs.

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

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