Fine-Tuning Courses and Certifications

Discover AI

Fine-Tuning Large Language Models: Impact on Knowledge Integration and Hallucinations

Delve into groundbreaking research on how fine-tuning Large Language Models with new knowledge affects their tendency to generate hallucinations, exploring methodologies and practical implications.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Discover AI

Fine-tuning T5 LLM for Text Generation and Summarization - Complete Tutorial

Master T5 LLM fine-tuning techniques for text summarization through hands-on coding in Google Colab, using practical examples and real-time implementation with Hugging Face.

• YouTube
• 14 minutes
• On-Demand
• Free Video

Discover AI

NEFTune - Improving LLM Performance Through Noisy Embeddings Fine-Tuning

Discover how NEFTune's innovative instruction fine-tuning method enhances LLM performance through noisy embeddings, with practical implementation in HuggingFace TRL.

• YouTube
• 17 minutes
• On-Demand
• Free Video

All About AI

Fine-Tuning a Local Mistral 7B Model - Step-by-Step Guide

Step-by-step guide to fine-tuning a Mistral 7B model locally, covering dataset creation, conversion, uploading, fine-tuning, model conversion, and testing, with practical demonstrations and insights.

• YouTube
• 17 minutes
• On-Demand
• Free Video

Venelin Valkov

Fine-Tuning Llama 3 on a Custom Dataset for RAG Q&A - Training LLM on a Single GPU

Learn to fine-tune Llama 3 on custom datasets for improved LLM performance in specific tasks, using a single GPU. Covers dataset preparation, model setup, training, and evaluation.

• YouTube
• 33 minutes
• On-Demand
• Free Video

Databricks

Fine-Tuning Open Source Models for AI Agents

Optimize open source LLMs for AI agents: Learn best practices for fine-tuning models in retrieval, chat, planning, and function calling to create domain-specific assistants and application copilots.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Databricks

From Generic to Genius - Fine-Tuning LLMs with Precision and Speed

Discover how to fine-tune LLMs for your business needs, leveraging Databricks' Mosaic AI capabilities to create personalized models with improved speed, cost-efficiency, and data privacy.

• YouTube
• 36 minutes
• On-Demand
• Free Video

Weights & Biases

Fine-Tuning Large Language Models with Limited Resources - NeurIPS Hacker Cup AI

Strategies for fine-tuning large language models with limited resources: memory optimization, gradient accumulation, activation checkpointing, LoRa, and dataset quality. Practical advice for 40 GB VRAM GPU constraints.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Weights & Biases

Fine-tuning LLMs to Reduce Hallucination - Leveraging Out-of-Domain Data

Explore techniques to enhance LLM factual consistency using out-of-domain data and two-step fine-tuning. Learn to leverage Weights & Biases for model evaluation and improve hallucination detection.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

MIT HAN Lab

LLM Post-Training - Lecture 14

Dive into advanced LLM post-training techniques and methodologies with Prof. Song Han, exploring efficient machine learning strategies for optimizing large language models.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

MLOps World: Machine Learning in Production

Finetuning a Large Language Model on a Custom Dataset

Discover parameter-efficient finetuning techniques and optimizations for large language models using custom datasets, enhancing model performance at scale.

• YouTube
• 59 minutes
• On-Demand
• Free Video

MLOps World: Machine Learning in Production

Efficiently Fine-Tune and Serve Your Own LLMs

Learn to efficiently fine-tune and deploy large language models, optimizing performance and resource utilization for production environments.

• YouTube
• 42 minutes
• On-Demand
• Free Video

Trelis Research

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
• On-Demand
• Free Video

Data Science Festival

Data Curation for Open Source LLM Fine-Tuning

Explore data curation challenges and strategies for fine-tuning open source LLMs, focusing on dataset quality and iteration techniques for improved results.

• YouTube
• 19 minutes
• On-Demand
• Free Video

Anyscale

Fine-Tuning Large Language Models at Scale - Workday's Approach

Dive into Workday's innovative approach to fine-tuning LLMs securely in a multi-tenant environment, addressing GPU scarcity and data access controls using PEFT techniques and KubeRay's autoscaling capabilities.

• YouTube
• 31 minutes
• On-Demand
• Free Video