GAIA Courses

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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• 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
• Self-Paced
• Free Video

Vision-Based Activity Detection Inside Vehicles - Automotive In-Cabin Sensing

Explore vision-based activity detection for in-vehicle safety, covering data collection, algorithm development, and SoC integration. Learn to create robust systems for monitoring driver behavior and reducing distraction-related accidents.

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

P-Tuning: A Parameter Efficient Tuning to Boost LLM Performance

Explore p-tuning, a prompt-learning method for adapting LLMs to low-resource languages. Learn to enhance NLP task performance using NVIDIA NeMo's continuous multitask learning of virtual prompts.

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

An Interdisciplinary Expert Pool for Natural Language Understanding

Explore an innovative cross-disciplinary approach to address ethical challenges in AI language models, focusing on data representation, fairness, and responsible innovation.

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

Should We Teach Machine Learning Systems?

Explore feature engineering and instruction in machine learning to improve AI system output quality and reliability. Contrast with current hands-off learning approaches.

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

Unlocking Hearts by Locking Models: Solving Echocardiogram Problems Using a Self-Supervised Approach

Explore self-supervised learning for echocardiogram analysis, overcoming labeling challenges. Discover how ALAN concept enables feature extraction for segmentation and classification tasks across multiple datasets.

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

Few-Shot Learning for Health: How Sleep Cycle Separates Multiple People's Snoring

Discover how Sleep Cycle uses few-shot learning to differentiate snoring sounds, enhancing sleep analysis and health insights. Learn about the importance of snoring detection for overall well-being.

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