GAIA Courses

Pandas 2, Dask or Polars? Quickly Tackling Larger Data on a Single Machine

Explore Pandas 2, Dask, and Polars for efficient large data processing on a single machine. Compare features, performance, and ecosystem compatibility to choose the best tool for your research workflow.

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

Adapting Like Humans: Embodied AI Beyond Datasets and Domains

Explore embodied AI systems that adapt continuously across diverse contexts, mirroring human adaptability. Learn about real-time adaptation methodologies and their impact on AI robustness in real-world scenarios.

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

The Role of Data and AI in Farming

Explore AI's potential in revolutionizing farming, addressing economic and sustainability challenges, and shaping the future of agriculture through innovative technologies and data-driven solutions.

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

Breakthroughs in Image Generation - Latest Advancements and Future Trends

Explore cutting-edge image generation models, techniques, and tools. Discover how Stable Diffusion, MidJourney, LORA, ControlNet, and IPAdapter are revolutionizing content creation and impacting industries.

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

Information Leakage of Neural Networks

Explore information extraction attacks on machine learning models, their potential to compromise sensitive data, and strategies for mitigation. Gain insights into legal aspects and privacy-security-utility tensions.

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

Transforming Autonomous Driving with Large Language Models and Generative AI

Explore cutting-edge AI models LINGO and GAIA, revolutionizing autonomous driving with advanced language processing, visual interpretation, and realistic scenario generation for enhanced safety and decision-making.

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

Retrieval Augmented Generation for Threat Intelligence

Explore how Recorded Future built a retrieval augmented generation system using LLMs as an interface to their threat intelligence graph, addressing challenges in real-time data leveraging, reliability, and speed.

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

Do Chemformers Dream of Organic Matter? Evaluating Transformer Models for Synthesis Prediction

Explore transformer models for synthesis prediction in drug discovery, including challenges, comparisons, and performance in product and retrosynthesis prediction for pharmaceutical applications.

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

Building the Future: Exploring the Fact-based Realities of AI-Assisted Coding

Explore AI-assisted coding's realities, debunk productivity claims, and discover revolutionary technology for auto-generated code improvements. Learn to comprehend code in the AI age.

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

Key Insights from a Fluffy AI Vision to a Complete ML-Product

Explore the journey from AI concept to ML product, focusing on technical solutions and stakeholder engagement. Learn effective strategies for implementing machine learning workflows and communicating their value.

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

Zenseact Open Dataset for Advancing Autonomous Driving

Explore the Zenseact Open Dataset's role in advancing autonomous driving technology. Learn about its creation, features, and applications in ongoing research projects.

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

Scenario Extraction for Self-Driving Vehicles - Real World Applications

Explore real-world scenario extraction for self-driving vehicles. Learn methods to analyze and structure time-series data, classify states and events, and assess traffic behavior for autonomous driving validation.

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

Multimodal Generative AI Demystified

Explore the inner workings, key concepts, and practical applications of multimodal generative AI with insights from a senior data scientist at Nvidia.

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

Unveiling Precision: A Novel Machine Learning Framework for Accurate Probability Estimates in Financial Industries

Explore a cutting-edge ML framework for precise probability estimates in finance. Learn advanced calibration metrics and optimization techniques to significantly improve cash flow predictions.

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

Characterizing High-Needs High-Cost Patients with Segmentation

Explore unsupervised learning techniques to identify and characterize high-needs, high-cost patients in healthcare systems, improving resource allocation and patient care strategies.

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