Trelis Research Courses

How to Quantize a Large Language Model with GGUF or AWQ

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Learn to quantize large language models using GGUF and AWQ. Explore techniques, compare methods, and gain practical skills for efficient model compression and deployment.

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

Transcription Models Zero to Hero - Data Prep, Train and Serve

Master the complete pipeline for building custom transcription models from data preparation through training to deployment with hands-on implementation.

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

Test Time Compute: Sampling and Chain of Thought Techniques

Explore advanced inference techniques like sampling and chain of thought to enhance AI model performance. Learn to optimize test-time compute for improved accuracy and efficiency.

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

Distillation of Transformer Models - Tutorial and Code Walk-through

Learn advanced techniques for distilling transformer models, including pruning, fine-tuning, and performance evaluation. Gain practical insights through code walkthroughs and real-world examples.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

Synthetic Data Generation and Fine-tuning for OpenAI GPT-4 or Llama 3

Master synthetic data generation and fine-tuning techniques for OpenAI GPT4o and Llama 3 models. Learn to create, augment, and utilize synthetic datasets to enhance model performance across various domains.

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

Test Time Compute: Verifiers and Parallel Sampling - Part 2

Explore advanced inference techniques using verifiers, parallel sampling, and prompt optimization to enhance language model performance and accuracy.

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

Benchmarking Google's TPUs vs Nvidia GPUs for AI Inference

Explore the performance comparison between Google's TPUs and Nvidia GPUs for AI inference, with detailed benchmarking results, hardware specifications, and parallel processing approaches.

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

Training Robots Part 2 - Introduction to Robotics Modelling

Explore robotics AI modeling challenges and solutions including ACT, GR00T-N1, and pi0 models for real-time robot control and multi-modal learning applications.

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

Training Robotics Models - Buy vs Build - Part 1

Explore robotics AI model fundamentals, comparing SO-101 robot options, leader-follower setups, and key differences between ACT, GR00T, and pi0 models for hands-on learning.

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

Train an ACT Policy for the SO-101 Robot with LeRobot

Master ACT policy training for the SO-101 robot using LeRobot library, covering setup, calibration, data recording, model training on CPU/GPU, and performance evaluation techniques.

• YouTube
• 1 hour 45 minutes
• Self-Paced
• Free Video

How to Beat ARC AGI 2 - Strategies for Solving the Abstraction and Reasoning Corpus Challenge

Explore strategies for tackling the ARC AGI 2 challenge through program generation, expressive primitives, and test-time adaptation techniques.

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

Running DeepSeek v3 Reasoning Models on Your Laptop - A Guide to LMStudio

Learn how to install, configure, and run DeepSeek v3 Reasoning Models efficiently on your laptop using LMStudio, with step-by-step guidance for different hardware configurations and performance optimization.

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

Top Vision Language Models 2025 - Comparing Qwen 2.5 VL, Moondream, and SmolVLM

Dive into advanced vision language models with hands-on exploration of Qwen 2.5 VL, Moondream, and SmolVLM, covering fine-tuning techniques, performance benchmarking, and practical implementation strategies.

• YouTube
• 1 hour 11 minutes
• Self-Paced
• Free Video

Understanding GRPO: Group Relative Policy Optimization in Reinforcement Learning

Explore the evolution and implementation of Group Relative Policy Optimization (GRPO) in reinforcement learning, from basic concepts to advanced applications, including comparisons with TRPO and PPO methods.

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

Comparing SFT and GRPO Methods for AI Model Fine-Tuning

Master advanced AI fine-tuning techniques through a detailed comparison of Supervised Fine-Tuning (SFT) and Group Relative Policy Optimization (GRPO), including implementation strategies and practical applications.

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