Quantization Courses and Certifications

Discover AI

Coding RLHF on LLama 2 with LoRA, 4-bit Quantization, TRL and DPO

Master advanced LLM fine-tuning techniques using RLHF, implementing DPO and PPO methods on Llama models with 4-bit quantization and LoRA for optimized performance and human feedback integration.

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

Discover AI

Understanding 4-bit Quantization and QLoRA - Memory Efficient Fine-tuning of LLMs

Dive into memory-efficient fine-tuning of large language models through 4-bit quantization and QLoRA, combining theoretical foundations with practical implementation in Colab.

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

MusicTechHelpGuy

Advanced Quantization Techniques in Logic Pro - Lesson 43

Master advanced quantization techniques in Logic Pro, from region and event-based editing to complex tuplets, swing grooves, and Q parameters for precise MIDI control and rhythm manipulation.

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

MusicTechHelpGuy

MIDI Quantization and Q Values in Logic Pro - Lesson 9

Master MIDI quantization techniques in Logic Pro, from basic Q values and shortcuts to advanced features like input quantization, strength adjustment, and swing settings for precise rhythm control.

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

Working with Llama 3

Explore the latest techniques for running the Llama LLM locally and integrating it within your stack.

• DataCamp
• 2 hours
• Self-Paced
• Free Trial Available

Fine-Tuning with Llama 3

Fine-tune Llama for custom tasks using TorchTune, and learn techniques for efficient fine-tuning such as quantization.

• DataCamp
• 2 hours
• Self-Paced
• Free Trial Available

Llama Fundamentals

Experiment with Llama 3 to run inference on pre-trained models, fine-tune them on custom datasets, and optimize performance.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Scalable AI Models with PyTorch Lightning

Streamline your AI projects by building modular models and mastering advanced optimization with PyTorch Lightning!

• DataCamp
• 3 hours
• Self-Paced
• Free Trial Available

tinyML

Advanced Network Quantization and Compression Using AIMET - tinyML Summit 2021

Explore advanced network quantization and compression techniques using AIMET to optimize AI models for efficient deployment on end devices, addressing memory, compute, and energy constraints.

• YouTube
• 1 hour 34 minutes
• Self-Paced
• Free Video

MusicTechHelpGuy

MIDI Quantization and Time Correction in Logic Pro 11 - Part 10

Master MIDI quantization techniques in Logic Pro, from basic time correction to advanced features like swing, strength adjustment, and note overlap handling for cleaner, more precise musical arrangements.

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

One Man And His Songs

Introduction to Quantization in Cubase - Making MIDI Notes Sound Natural

Master the art of quantization in Cubase to correct and naturalize recorded notes through practical demonstrations and essential techniques for achieving professional-sounding results.

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

AI Engineer

Reinforcement Learning, Kernels, Reasoning, Quantization and Agents - Full Workshop

Explore reinforcement learning fundamentals, kernel techniques, LLM quantization to 1.58-bits, and agent creation in this comprehensive AI workshop by Unsloth's founder.

• YouTube
• 2 hours 42 minutes
• Self-Paced
• Free Video

tinyML

Power-of-Two Quantization for Low Bitwidth and Hardware Compliant Neural Networks

Explore power-of-two quantization for efficient neural networks, focusing on low bitwidth and hardware compatibility. Learn about key problems, methods, and results in this cutting-edge research.

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

Open Data Science

Leaner and Greener AI with Quantization in PyTorch - Suraj Subramanian

Discover how quantization in PyTorch can make AI models lighter, faster, and more power-efficient without compromising accuracy. Learn techniques and workflows from an ML expert at Meta AI.

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

International Mathematical Union

Yiannis Sakellaridis- Spherical Varieties, Functoriality, and Quantization

Explore spherical varieties, functoriality, and quantization in algebraic geometry and representation theory with Yiannis Sakellaridis' advanced mathematical lecture.

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