LLM Fine-Tuning Courses and Certifications

Amazon Web Services;  Amazon

AWS SimuLearn: Fine-Tuning an LLM on Amazon SageMaker

Hands-on experience with AI-powered simulations to design and implement AWS solutions for fine-tuning LLMs on SageMaker, developing technical and soft skills through interactive customer scenarios.

• AWS Skill Builder
• 1 hour
• Self-Paced
• Paid Course

Coursera

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
• Self-Paced
• Paid Course

Coursera

Fine-tuning Text Models with PEFT

Master parameter-efficient fine-tuning techniques like LoRA and QLoRA to adapt large language models on consumer hardware with optimized hyperparameters and evaluation metrics.

• Coursera
• 9 hours 52 minutes
• Self-Paced
• Paid Course

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
• Self-Paced
• Free Video

Discover AI

Stanford ALPACA 7B LLM: Fine-tuning Guide with Code and Datasets

Discover how to fine-tune and implement Stanford's ALPACA 7B language model using LLaMA, exploring practical applications and cost-effective methods for creating custom AI solutions.

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

Python Simplified

Teach LLM Something New - LoRA Fine Tuning on Custom Data

Master LoRA fine-tuning to customize pre-trained LLMs with your own data using Hugging Face Transformers, PEFT, and Python in this hands-on coding tutorial.

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

Discover AI

Creating Instruction Datasets for LLM Fine-tuning - A Beginner's Guide

Discover comprehensive strategies for creating instruction datasets and fine-tuning LLMs, from basic concepts to advanced techniques for both coders and non-coders in AI model development.

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

sentdex

Building an LLM Fine-Tuning Dataset - From Reddit Comments to QLoRA Training

Learn to build a QLoRA fine-tuning dataset for language models using Reddit data. Covers data acquisition, processing, structuring, and training sample creation, culminating in QLoRA training and results analysis.

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

Discover AI

LLM Fine-tuning: Two Crucial Tips for New Models Using Llama 2

Master essential workflow optimization techniques for fine-tuning LLM models, focusing on two critical mistakes to avoid when customizing Llama 2 with your dataset.

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

AI Engineer

LLM Quality Optimization Bootcamp - Fine-Tuning Open Source Models for Cost-Effective GenAI

Master fine-tuning open source models like Llama 3 for specialized tasks, achieving 60x cost reduction while matching proprietary model quality through dataset curation and production deployment.

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

1littlecoder

Building a DeepSeek R1-Style Reasoning LLM with GRPO Fine-Tuning

Master the process of fine-tuning language models using GRPO to create a Deepseek R1-style reasoning system, with practical implementation in Google Colab and insights into math reasoning reward functions.

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

Discover AI

Creating Self-Instruct Data Sets for LLM Fine-Tuning with ChatGPT

Master the creation of synthetic instruction datasets using ChatGPT and GPT-4 for fine-tuning language models, covering data generation, multi-task training, and task decomposition techniques.

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

Discover AI

Fine-tuning Flan-T5 LLM with HuggingFace Accelerate - Tutorial

Learn how to fine-tune Flan-T5 LLM using HuggingFace Accelerate for multi-GPU environments, with step-by-step guidance on preprocessing and implementation for specific downstream tasks.

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

MLOps.community

Building and Curating Datasets for RLHF and LLM Fine-tuning

Learn effective strategies for dataset construction, curation, and annotation to enhance RLHF and LLM models using Argilla's open-source data platform for integrating human and machine feedback.

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