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

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

GPT OSS Release - Inference and Fine-Tuning

Master OpenAI's new open-source models through hands-on inference setup, advanced fine-tuning techniques, and quantization methods for optimal performance.

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

Solving ARC Tasks by Writing Python Programs

Discover how to tackle ARC Prize 2025 challenges through Python programming techniques and research insights from Trelis Research experts.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Transcribe British and American English Variants with Whisper Models

Master fine-tuned Whisper models for accurate British and American English transcription variants with performance evaluation and open-source conversion tools.

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

How to Avoid Going Out of Memory (OOM) in GPU Training

Master GPU memory management techniques to prevent out-of-memory errors during machine learning model training and fine-tuning processes.

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

Streaming Speech to Text Models - Kyutai vs Whisper

Explore Kyutai's streaming speech-to-text technology, comparing it with Whisper through demos, implementation guides, and architectural analysis for real-time transcription.

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

Training Recursive Models - A Frontier in Adaptive Compute

Explore recursive neural network architectures that enable adaptive computation, efficient inference on smaller devices, and dynamic resource allocation for AI models.

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

ARC Prize 2025 Retrospective

Explore the ARC Prize 2025 competition through winner analysis, Trelis TRM fine-tuning methods, and firsthand competition insights in this comprehensive retrospective.

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

Whisper Data Preparation and Fine-Tuning with Unsloth

Master data preparation and fine-tuning techniques for Whisper speech recognition models using Unsloth, covering timestamped transcription, dataset creation, and performance evaluation.

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

Run a Kokoro Text-to-Speech Model Locally or as a High-Throughput Server

Master Kokoro TTS deployment locally and as a high-throughput server for synthetic voice generation with various accents using this permissively licensed model.

• YouTube
• 13 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

Align Audio and Text for Speech Recognition Model Training

Master audio-text alignment techniques for speech recognition training using CTC aligners, Viterbi processes, and Wave2Vec models to create clean datasets and avoid catastrophic forgetting.

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

Multi-GPU Training with Unsloth

Master multi-GPU training techniques using Unsloth for faster model fine-tuning, covering data parallelism, script modifications, and distributed training setup.

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