Creative AI - Using ML to Create Art, Music, and Jokes - Lecture 113
Explore AI's creative potential in art, music, and humor through open-source ML models. Gain insights into strengths, limitations, and societal impacts, with live demos and code walkthroughs of innovative projects.
ComfyUI Installation and Control Net Manager Guide - Part 1
Master ComfyUI's fundamentals through step-by-step installation, node operations, and advanced features like ControlNet integration and workflow management for AI image generation.
LLM Post-Training - Lecture 14
Dive into advanced LLM post-training techniques and methodologies with Prof. Song Han, exploring efficient machine learning strategies for optimizing large language models.
How to Get Value Out of ChatGPT and Stable Diffusion Models with Proprietary Data
Explore applications of language models and generative AI in corporate settings, boosting productivity and customer experience while preserving proprietary data.
Automating Knowledge Work with Generative AI
Explore generative AI's impact on knowledge work, learn to apply models for business solutions, and gain hands-on experience in automation techniques.
Efficient Fine-tuning and Prompt Engineering - Lecture 20
Explore efficient fine-tuning techniques and prompt engineering strategies for optimizing large language models in machine learning applications.
Meta Llama 3 for Drug Discovery - Generative AI Assistant Developments
Explore advanced techniques for modifying Meta Llama 3 for drug discovery, including fine-tuning, RAG implementation, and agentic behavior enhancement for improved accuracy and capabilities.
Object and Bounding Box Detection with Vision Models Using Florence 2
Master object detection and bounding box techniques using Florence 2 vision models, from basic architecture to custom dataset annotation and fine-tuning with LoRA adapters for optimal performance.
Consistent Diffusion Meets Tweedie - Training Exact Ambient Diffusion Models with Noisy Data
Explore groundbreaking techniques for training diffusion models with corrupted data, using Tweedie's formula to generate high-quality samples while reducing memorization and privacy concerns.
Generative AI Landscape - Tools, Trends and Future Insights for Designers and Artists
Explore the evolving landscape of generative AI tools and their impact on creative fields, from image generation to 3D modeling, with practical insights for designers and artists to leverage these technologies effectively.
End-to-end Generative AI Workflows for Developers
Discover how to deploy and scale Meta Llama 3.1 models using NVIDIA NIM, KServe, and PEFT techniques in a Kubernetes environment, with practical demonstrations of enterprise-grade AI workflows.
Installing ComfyUI - Complete Guide for Stable Diffusion and Flux Models
Master ComfyUI installation and setup, from basic AI image generation to advanced workflows using Stable Diffusion, Flux, LORAS, and ControlNets. Learn model management, custom workflows, and troubleshooting techniques.
Build a Python AI Image Generator - Local Installation Guide
Learn to create a local AI image generator using Python, generating custom images with minimal code in just 15 minutes - no advanced programming skills needed.
Using LabVIEW and LoRa for Long-Distance Status and Control
Explore LoRa technology implementation in LabVIEW for IoT applications, focusing on long-range communication solutions and practical trade-offs in low-power systems.