University of Central Florida Courses

HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data

Explore how HalluciDoctor mitigates hallucinatory toxicity in visual instruction data, addressing challenges in multimodal AI systems.

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

Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding

Explore advanced techniques for reducing object hallucinations in Large Vision-Language Models through visual contrastive decoding methods and implementation strategies.

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

Diffusion Models: Advanced Concepts and Applications - Lecture 12

Dive into advanced concepts of diffusion models, exploring their mathematical foundations, implementation techniques, and practical applications in machine learning and AI development.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Visual-Language Models Introduction - Part 2 - Lecture 6

Dive into advanced concepts of visual-language models, exploring multimodal architectures, cross-modal learning, and their practical applications in modern AI systems.

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

Visual Language Models: An Introduction - Lecture 5

Explore fundamental concepts of visual-language models, examining their architecture, applications, and role in modern AI systems for processing combined visual and textual data.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Contrastive Language-Image Pre-training (CLIP) - Lecture 4

Explore CLIP (Contrastive Language-Image Pre-training) and its groundbreaking approach to connecting visual and textual information in machine learning applications.

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

Diffusion Models: An Introduction - Part 1 - Lecture 10

Dive into the fundamental concepts and principles of diffusion models, exploring their architecture, applications, and role in modern machine learning and AI systems.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Diffusion Models: Advanced Concepts and Applications - Lecture 11

Dive into advanced concepts of diffusion models, exploring mathematical foundations, implementation techniques, and practical applications in machine learning and image generation.

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

Towards Deploying AI in the Real World

Discover practical approaches to deploying AI systems in real-world applications, exploring challenges, best practices, and implementation strategies from Facebook AI's industry expertise.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Making the Invisible Visible

Discover groundbreaking computational photography techniques that reveal hidden phenomena, from capturing light in motion to seeing around corners, presented by MIT Media Lab's pioneering researcher.

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

Embracing Change - Tackling In the Wild Shifts in Machine Learning

Explore advanced strategies for handling real-world machine learning model shifts and adaptations, focusing on practical solutions for maintaining model performance in dynamic environments.

• YouTube
• 1 hour 9 minutes
• On-Demand
• Free Video

Advancing Data Aspect AI: From Efficient Data Annotation to High Quality Data Creation

Explore advanced techniques for AI data annotation and creation, focusing on efficiency improvements and quality enhancement methods for machine learning applications.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Reliable Data Driven Decision Making Systems

Explore the fundamentals of building reliable AI decision-making systems, focusing on data-driven approaches and system reliability principles presented by Berkeley AI Research experts.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Enabling Urban Intelligence by Harnessing Human Generated Spatial-Temporal Data

Discover how to leverage human-generated spatial-temporal data for urban analytics, exploring innovative approaches to transform city planning and decision-making through data-driven insights.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Algorithmic and Field Robotics

Explore fundamental concepts of algorithmic robotics and field applications through expert insights on robot navigation, control systems, and real-world implementation strategies.

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