PEFT Courses and Certifications

Discover AI

Coding RLHF on LLama 2 with LoRA, 4-bit Quantization, TRL and DPO

Master advanced LLM fine-tuning techniques using RLHF, implementing DPO and PPO methods on Llama models with 4-bit quantization and LoRA for optimized performance and human feedback integration.

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

AI Bites

Fine-tuning Gemma Models with PEFT and LoRA Using HuggingFace Datasets

Master parameter-efficient fine-tuning techniques for Gemma 2B model using PEFT and LoRA, with hands-on code implementation and custom dataset creation for optimized model training.

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

Discover AI

Parameter Efficient Fine-Tuning with Multiple LoRA Adapters for Large Language Models

Dive into parameter efficient fine-tuning with LoRA adapters, exploring matrix factorization, SVD, and advanced configurations for optimizing large language models.

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

Discover AI

LLama 2 and PEFT Documentation - Building Interactive LLM with Retrieval Augmented Generation

Master building a RAG-enhanced LLM system using Llama 2 through hands-on coding. Learn web scraping, embedding generation, vector indexing, and semantic search to create an AI that leverages external knowledge sources.

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

Databricks

Large Language Models: Foundation Models from the Ground Up

Explore innovations in transformer-based architectures, efficient fine-tuning, deployment considerations, and multi-modal developments for large language models in this comprehensive deep dive.

• edX
• 4 weeks, 4-8 hours a week
• On-Demand
• Free Online Course (Audit)

Association for Computing Machinery (ACM)

IISAN: Efficiently Adapting Multimodal Representation for Sequential Recommendation - M2.6

Explore efficient multimodal representation adaptation for sequential recommendations using decoupled PEFT in this innovative research presentation.

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

Discover AI

Understanding 4-bit Quantization and QLoRA - Memory Efficient Fine-tuning of LLMs

Dive into memory-efficient fine-tuning of large language models through 4-bit quantization and QLoRA, combining theoretical foundations with practical implementation in Colab.

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

Sam Witteveen

Fine-Tuning LLMs with PEFT and LoRA

Explore efficient fine-tuning of large language models using PEFT and LoRA techniques, with a focus on practical implementation and uploading to HuggingFace Hub.

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

MLOps.community

End-to-end Modern Machine Learning in Production - Part 2

Explore RLHF, efficient training techniques, on-device ML, and optimizations in modern machine learning production with insights from a Hugging Face lead engineer.

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

The Machine Learning Engineer

MLOps: PEFT Dialog Summarization with Flan T5 Using LoRA

Aprenda a ajustar finamente modelos T5 para resumo de diálogos usando PEFT (LoRA), melhorando a eficiência e desempenho em tarefas de processamento de linguagem natural.

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

The Machine Learning Engineer

MLOps: Fine-tuning Mistral 7B with PEFT, QLora, and MLFlow

Fine-tune Mistral 7B using PEFT, QLora, and MLFlow techniques. Master advanced LLM optimization for improved performance and efficiency.

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

EuroPython Conference

Fine-tuning Large Models on Local Hardware Using PEFT and Quantization

Explore Parameter-Efficient Fine-Tuning (PEFT) and quantization techniques to train large neural networks on modest hardware using the PEFT library and Hugging Face ecosystem.

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

ChemicalQDevice

Meta Llama 3 for Drug Discovery - Generative AI Assistant Developments

Explore advanced techniques for modifying Meta Llama 3 for drug discovery, including fine-tuning, RAG implementation, and agentic behavior enhancement for improved accuracy and capabilities.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

CNCF [Cloud Native Computing Foundation]

Pre-training and Fine-tuning of Code Generation Models

探索代码生成模型的构建过程，包括StarCoder的训练、负责任的AI实践，以及如何利用开源库来部署和使用这些强大的模型。

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

The Machine Learning Engineer

MLOps: Optimización PEFT para Resumen de Diálogos con Flan-T5 (LoRA) - Español

Aprende a optimizar modelos Flan-T5 con PEFT (Lora) para resumir diálogos eficientemente, incluyendo técnicas de prompt tuning y evaluación de resultados.

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