Open Data Science Courses

Alternatives to Reinforcement Learning for Real-World Problems

Explore alternatives to Reinforcement Learning for real-world problems, focusing on Contextual Bandits and Imitation Learning. Learn their applications, limitations, and how they differ from full RL.

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

Behind the Scenes of Scikit-Learn with Core Contributor Thomas Fan at ODSC West WarmUp Event

Explore Scikit-Learn's evolution, technical aspects, and future with core contributor Thomas Fan. Gain insights into open-source collaboration, industry applications, and machine learning advancements.

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

Inversion of 2D Remote Sensing Data to 3D Volumetric Models Using Deep Dimensionality Exchange

Innovative deep learning approach for inverting 2D remote sensing data to 3D models, reducing computation time from months to milliseconds. Explores unique embedding strategies and model architectures for efficient volumetric space reconstruction.

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

Machine Learning as a Service- Challenges and Opportunities

Explore challenges and opportunities in deploying ML models as long-term services. Learn about data health, model robustness, objective-goal alignment, and managing bias for sustainable ML solutions.

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

The Future of Data Science Notebooks Is Collaborative

Explore the evolution of data science notebooks, their challenges, and the future of collaborative tools for modern data scientists. Learn about key trends and opportunities in this rapidly evolving field.

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

AI Singapore's Journey into the World of Federated Learning

Explore AI Singapore's Synergos system for federated learning, a privacy-preserving technique that trains models across decentralized parties without exchanging data, addressing privacy concerns and regulatory compliance.

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

Building Scalable AI Computer Vision Applications

Standardized workflow for building scalable AI computer vision applications, covering data preparation, annotation, model selection, benchmarking, deployment, and monitoring for efficient development.

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

The Software GPU - Making Inference Scale in the Real World

Discover how to achieve GPU-level performance for deep learning inference using only software on commodity CPUs, challenging conventional wisdom and offering a cost-effective, flexible solution for scaling AI models.

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

Best Practices for Optimizing Migration to the Cloud

Learn best practices for cloud migration using automated lineage. Discover how to scope projects, compare lineage paths, prevent privacy issues, and accelerate execution with hybrid cloud data warehouses.

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

Automated Insights in Finance Using Machine Learning & AI

Explore AI and ML techniques for extracting actionable insights from alternative data sources in finance, leading to profitable trading strategies and robust portfolio construction.

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

How AI Is Changing the Shopping Experience

Explore how AI revolutionizes retail, enhancing customer experiences and streamlining operations. Learn about personalized shopping, data quality, and future trends in e-commerce.

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

What to Expect When You Are Expecting Robots - The Future of Human-Robot Collaboration

Exploring the future of human-robot collaboration, addressing challenges in integrating robots into society, and discussing the societal impact of widespread robot deployment in various settings.

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

Learning with Limited Labels - ODSC West 2020

Explore advanced techniques for machine learning with limited labeled data, including domain adaptation, few-shot learning, and self-supervised learning to enhance model performance across diverse domains and novel categories.

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

Knowledge Graphs for the Greater Good - ODSC Europe 2020

Explore knowledge graphs' potential in enhancing machine learning, tackling misinformation, and addressing global challenges like climate change and COVID-19 through semantic web principles and real-world applications.

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

An Introduction to Event Data Modeling in Cloud Data Warehouses - Nienke Bos

Explore event data modeling in cloud data warehouses, focusing on benefits, user journeys, and practical examples. Learn to create a single source of truth for data-driven business decisions.

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