Fine-Tuning Courses and Certifications

Coursera Instructor Network

Fine-tuning Language Models for Business Tasks

Demystify LLM fine-tuning for business applications, exploring foundational concepts, current industry uses, and future possibilities to create efficient, personalized, and innovative solutions.

• Coursera
• 3 hours 8 minutes
• On-Demand
• Paid Course

Improving Accuracy of LLM Applications

Enhance LLM application accuracy: build SQL agent, create evaluation framework, apply fine-tuning techniques like LoRA and MoME, and learn practical tips for generating training data to boost model performance.

• Coursera
• 1 hour 2 minutes
• On-Demand
• Paid Course

H2O.ai

H2O ai Large Language Models (LLMs) - Level 2

Master advanced LLM techniques through data preparation, fine-tuning, and model optimization. Learn QnA dataset creation, quantization, and LoRA while using H2O LLM Studio for practical NLP applications.

• Coursera
• 3 hours 24 minutes
• On-Demand
• Free Online Course (Audit)

Are the Laws of Physics Actually Fine-Tuned?

Explore the concept of fine-tuning in physics, examining the anthropic principle, multiverse theory, and the delicate balance of universal constants that allow life to exist.

• YouTube
• 1 hour 6 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

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

All About AI

Fine-tuning Phi-3 for LeetCode: Dataset Generation and Unsloth Implementation

Learn to generate LeetCode datasets and fine-tune Phi-3 models using Unsloth for improved coding problem-solving performance. Explore dataset creation, model training, and result evaluation.

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

MLOps.community

Fine-Tuning LLMs: Best Practices and When to Go Small - Lecture 124

Explore best practices for fine-tuning LLMs, including strategies for improving performance, overcoming challenges, and determining when to use smaller models for specific tasks.

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

MLOps.community

From Research to Production: Fine-Tuning and Aligning LLMs

Learn essential steps for transitioning LLMs to production, focusing on fine-tuning and alignment strategies. Explore Supervised Fine-Tuning, RLHF, and DPO for effective LLM alignment with production goals.

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

MLOps.community

Fine-Tuning LLMs: Helix for Text and Image AI Models

Explore Helix for fine-tuning text and image AI using open-source models. Learn about challenges in creating a fine-tuning service platform from a software infrastructure expert.

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

The Machine Learning Engineer

Fine-Tuning Flan T5 Base for Document Summarization Using Multi-News Dataset

Fine-tune Flan T5 for document summarization using multi_news dataset. Learn practical implementation with provided notebook and explore variations with other models and datasets.

• YouTube
• 28 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

NashKnolX

How to Finetune and Develop Your Own Large Language Model

Explore techniques for fine-tuning and developing custom large language models, enhancing your AI capabilities and understanding of advanced NLP concepts.

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

Fine-Tuning LLM Models - Generative AI Course

Master fine-tuning LLM models using QLORA, LORA, and Quantization. Practical instruction on LLama2, Gradient, and Google Gemma. Build custom pipelines and fine-tune with your own data.

• freeCodeCamp
• 2 hours 37 minutes
• On-Demand
• Free Video