GAIA Courses

Evaluating LLM-based Solutions: Overcoming Challenges and Developing Effective Metrics

Explore challenges in evaluating LLM outputs and learn strategies for developing effective metrics. Gain insights on building evaluation frameworks for diverse, human-like AI-generated content.

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

From Hypothesis to Reality: Designing a Superhuman Racing AI Agent Using Deep Reinforcement Learning

Explore the development of GT Sophy, an AI agent that outperforms top Gran Turismo drivers, from research to in-game feature. Learn about deep reinforcement learning approaches and unique training methods.

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

Advancing Private Federated Learning - Insights and Innovations from Research

Explore private federated learning techniques, challenges, and real-world applications. Gain insights into Apple's implementation and learn how to start research using open-source tools.

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

Multidimensional Approach to AI Development: Beyond Technical Feasibility

Explore multidimensional considerations in AI development beyond technical feasibility. Learn to integrate cultural, social, political, and legal aspects throughout the product lifecycle for more purposeful and impactful AI tools.

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

Training and Using a Large Language Model to Write Theatrical Performances

Explore AI-assisted creative writing for theater, covering LLM training, data preprocessing, and collaborative script generation. Learn about challenges and techniques in NLP for theatrical performances.

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

Clean Architecture: How to Structure ML Projects to Reduce Technical Debt

Structure ML projects using Clean Architecture to reduce technical debt. Learn actionable software engineering principles for data-intensive applications and manage project changes effectively.

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

Navigating the Challenges of Offer Categorization in E-commerce - Strategies for Accurate and Scalable Classification

Explore strategies for accurate and scalable offer categorization in e-commerce, addressing challenges, leveraging automation, and improving search relevance and product sorting.

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

Teaching Neural Networks a Sense of Geometry

Explore Topological Data Analysis (TDA) and its intersection with machine learning to enhance neural networks' geometric reasoning abilities across various applications.

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

Cross-modal Transfer Between Vision and Language for Protest Detection

Explore cross-modal transfer for protest detection using vision and language data. Learn how to leverage pretrained models for zero-shot event detection across different modalities.

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

Leveraging Open-Source Tools for Building a Quality Data Warehouse

Discover how to build a quality data warehouse using open-source tools. Learn about modern data stack architecture, test-driven approaches, and software development best practices for data transformation.

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

Building a Data Science Program in Higher Vocational Education

Explore a two-year data science program designed for higher vocational education, featuring industry-aligned courses and modern educational approaches like Discord communities and GitHub portfolios.

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

Using AI to Preserve Privacy in Healthcare

Explore AI-powered secure interpretation systems for healthcare, addressing language barriers and privacy concerns. Learn about challenges in developing inclusive NLP and speech technology for diverse environments.

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

Federated Machine Learning: A Scalable, Privacy-Preserving Approach Ready for Production

Explore federated machine learning for privacy-preserving data analysis in production environments. Learn core concepts, features, and real-world use cases for regulated datasets in distributed settings.

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

Deep Learning for Self-Driving Cars

Explore deep learning's role in autonomous driving software, addressing challenges and research in reducing traffic fatalities through AI-driven solutions.

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

Synthetic Data for Computer Vision Problems When Real Annotation Is Too Expensive

Explore synthetic data generation for computer vision tasks when labeled data is scarce. Learn tools and approaches to build effective models using primarily synthetic data.

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