Trelis Research Courses

Security Risks and Mitigation for Cursor and Windsurf AI Coding Tools

Explore security risks when using Cursor and Windsurf AI coding tools, including data leakage vulnerabilities, configuration safeguards, and practical recommendations for developers to protect sensitive information.

• YouTube
• 18 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

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

Build Custom LLM Benchmarks for Your Application

Learn to create and evaluate custom LLM benchmarks for your applications using tools like YourBench and LightEval, with practical demonstrations and advanced data generation techniques.

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

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

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

Creating and Fine-tuning AI Avatar Videos

Master the creation and fine-tuning of AI avatar videos using the MEMO model, from understanding diffusion techniques to implementing practical workflows for personalized video generation.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Gemma 3 - Technical Overview and Performance Analysis

Explore Gemma 3's architecture, training methodology, and performance benchmarks, with insights on quantization, memory efficiency, and comparative analysis against other models like Quinn and Deep Seek.

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

Keyword vs Vector Search: Pros, Cons, and Implementation Techniques

Explore the strengths and limitations of keyword and vector search techniques, including implementation strategies, handling long documents, and hybrid approaches for optimal information retrieval.

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

Agentic RAG: Implementing Document Retrieval with SmolAgents - Three Key Lessons

Discover practical insights into agentic RAG systems, exploring SmolAgents implementation, BM25 retrieval, and document processing techniques for enhanced AI document interactions.

• YouTube
• 54 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

Diarization, Voice and Turn Detection for Advanced Transcription

Explore voice diarization techniques and turn detection systems for advanced audio transcription, including practical implementations with Smart Turn, Pyannote, and NVIDIA NeMo frameworks.

• YouTube
• 2 hours 23 minutes
• Self-Paced
• Free Video

Document-Reading Agents with Read-Write Memory

Explore how to build document-reading AI agents with read-write memory capabilities, including local memory setup, database integration, and effective search methods through practical demonstrations and code implementation.

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

Memory Management in Large Language Models and Agents - A Practical Implementation Guide

Dive into advanced memory management techniques for LLMs and agents, covering architecture design, token allocation, conversation history, and practical implementation strategies for building efficient chatbot systems.

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