Trelis Research Courses

A Simple Postgres Logger for OpenAI Endpoints

Discover how to implement a simple Postgres logger for OpenAI endpoints, with demonstrations of local and remote database setups for tracking API calls, useful for evaluations and fine-tuning.

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

Forecast Anything with Transformers - Chronos and PatchTST for Time Series Forecasting

Master time-series forecasting using transformer models like Chronos and PatchTST, including their architectures, implementation differences, and practical applications through hands-on demonstrations.

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

Qwen3 Inference and MCP Agents - Advanced Implementation Guide

Explore Qwen3 models through inference techniques, benchmarking with llmperf, and implementing MCP agents, with practical demonstrations using vLLM and SGLang frameworks.

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

Fine-tuning Gemma 3, Qwen3, Llama 4, Phi 4 and Mistral Small - Advanced Guide

Master the advanced fine-tuning techniques for leading language models like Gemma 3, Qwen3, Llama 4, Phi 4, and Mistral Small, with practical demonstrations using Unsloth, transformers, and vLLM for faster evaluations.

• YouTube
• 1 hour 21 minutes
• 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

Comprehensive Guide to Evaluating Large Language Models (LLM) Performance

Master practical techniques for evaluating Large Language Models (LLMs), from building evaluation pipelines to analyzing performance metrics and comparing different models systematically.

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

Deepseek V3 Architecture and Performance Optimization - From Training to Deployment

Dive into the technical innovations of Deepseek v3, exploring performance comparisons, training efficiencies, architecture evolution, and optimization techniques for advanced AI model deployment.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Multimodal Audio and Text Fine-tuning with Qwen - Implementation Guide

Master multimodal audio and text processing using Qwen 2, from model architecture to practical implementation. Learn LoRA fine-tuning, data preparation, and deployment strategies for audio-text applications.

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

Improving LLM Performance Through Evaluation and Few-Shot Examples - Part 2

Master advanced LLM evaluation techniques through hands-on demonstrations using touch rugby examples, focusing on creating high-quality prompts, implementing few-shot learning, and optimizing pipeline performance.

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

Serving Multiple LoRA Adapters on a Single GPU - Implementation and Management Guide

Master efficient GPU utilization by implementing multiple LoRA adapters, from basic LoRaX setup to advanced vLLM deployment with Redis integration and proxy server configuration.

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

ARC Prize: A Guide to DSL, LLM-Guided and Test-time Training Approaches

Explore different approaches to solving the ARC Prize challenge, including Domain Specific Languages, LLM-guided programming, and test-time training with neural networks and search algorithms.

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

Creating a Python Sandbox for Agents to Run Code

Explore how to create secure Python sandboxes for AI agents to execute code, comparing different sandboxing methods including Docker, Pyodide, and MCP-run-python with practical demonstrations.

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

Advanced Data Prep and Visualization Techniques for Fine-tuning LLMs

Explore advanced techniques for preparing and visualizing data when fine-tuning Large Language Models, including synthetic data generation, document ingestion, chunking approaches, and evaluation dataset creation.

• YouTube
• 56 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

Analyze GitHub Repos with Gitingest MCP

Master GitHub repository analysis using Gitingest MCP server to fetch summaries, folder structures, and content for enhanced code understanding and development workflows.

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