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#PEFT

Showing: 23 courses
Association for Computing Machinery (ACM)

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

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Explore efficient multimodal representation adaptation for sequential recommendations using decoupled PEFT in this innovative research presentation.
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1 Lesons
14 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Pre-training and Fine-tuning of Code Generation Models

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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。
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1 Lesons
15 minutes
On-Demand
Free-Video
The Machine Learning Engineer

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

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Aprende a optimizar modelos Flan-T5 con PEFT (Lora) para resumir diálogos eficientemente, incluyendo técnicas de prompt tuning y evaluación de resultados.
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1 Lesons
24 minutes
On-Demand
Free-Video
The Machine Learning Engineer

MLOps MLflow: Fine-Tuning Mistral 7B con PEFT y QLora - Español

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Aprende a ajustar Mistral 7B utilizando técnicas avanzadas como PEFT y QLora, integrando MLflow para un seguimiento eficiente del proceso de fine-tuning.
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1 Lesons
47 minutes
On-Demand
Free-Video
Discover AI

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

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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.
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1 Lesons
36 minutes
On-Demand
Free-Video
AI Bites

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

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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.
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9 Lesons
24 minutes
On-Demand
Free-Video
Discover AI

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

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Dive into memory-efficient fine-tuning of large language models through 4-bit quantization and QLoRA, combining theoretical foundations with practical implementation in Colab.
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1 Lesons
42 minutes
On-Demand
Free-Video
Discover AI

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

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Dive into parameter efficient fine-tuning with LoRA adapters, exploring matrix factorization, SVD, and advanced configurations for optimizing large language models.
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1 Lesons
47 minutes
On-Demand
Free-Video
Discover AI

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

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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.
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1 Lesons
52 minutes
On-Demand
Free-Video
Discover AI

Fine-tuning LLama 2 with PEFT, LoRA, 4-bit Quantization, TRL and SFT

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Master advanced LLama2 fine-tuning techniques using PEFT, LoRA, and 4-bit quantization while creating synthetic datasets with GPT-4 for customized model training.
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1 Lesons
15 minutes
On-Demand
Free-Video
Discover AI

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

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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.
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1 Lesons
20 minutes
On-Demand
Free-Video
Discover AI

Fine-tuning Vision Language Models with PaLiGemma-3B - A Practical Guide

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Master fine-tuning techniques for Vision Language Models using PyTorch and JAX FLAX, with practical examples for PaliGemma-3B implementation on free compute platforms like Google Colab and Vertex AI.
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1 Lesons
14 minutes
On-Demand
Free-Video
Discover AI

Optimizing LLM Fine-Tuning with PEFT and LoRA Adapter-Tuning for GPU Performance

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Master efficient fine-tuning of large language models using PEFT and LoRA techniques, optimizing GPU memory usage through INT8 quantization and adapter-tuning for cost-effective model development.
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15 Lesons
35 minutes
On-Demand
Free-Video
Discover AI

Parameter-Efficient Fine-Tuning with LoRA - Optimizing LLMs for Local GPU Training

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Master PEFT LoRA techniques to efficiently fine-tune large language models on local GPUs through low-rank adaptation, reducing memory requirements while maintaining model performance.
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17 Lesons
41 minutes
On-Demand
Free-Video
Discover AI

Fine-Tuning Code Language Models - A Practical Guide

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Master the process of fine-tuning Code LLMs using instruction datasets, from environment setup to implementation, with hands-on demonstrations using StarCoder and practical GPU requirements guidance.
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8 Lesons
22 minutes
On-Demand
Free-Video
Sam Witteveen

Fine-Tuning LLMs with PEFT and LoRA

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Explore efficient fine-tuning of large language models using PEFT and LoRA techniques, with a focus on practical implementation and uploading to HuggingFace Hub.
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7 Lesons
16 minutes
On-Demand
Free-Video
Generative AI on AWS

Generative AI and Large Language Models: Fine-tuning with SageMaker, PEFT, RLHF and PPO

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Master advanced LLM fine-tuning techniques using Amazon SageMaker, exploring PEFT, RLHF, and PPO methodologies for optimized AI model performance and customization.
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1 Lesons
2 hours 32 minutes
On-Demand
Free-Video
EuroPython Conference

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

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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.
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1 Lesons
28 minutes
On-Demand
Free-Video
SK AI SUMMIT 2024

RAG vs PEFT - Comparing LLM Domain Adaptation Methods

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Delve into LLM 도메인 적용을 위한 RAG와 PEFT 방식의 비교 분석과 SK브로드밴드의 실제 구현 사례를 통한 AWS 환경 구축 및 모델 개발 노하우
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1 Lesons
24 minutes
On-Demand
Free-Video
MLOps.community

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

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Explore RLHF, efficient training techniques, on-device ML, and optimizations in modern machine learning production with insights from a Hugging Face lead engineer.
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1 Lesons
11 minutes
On-Demand
Free-Video
The Machine Learning Engineer

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

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Fine-tune Mistral 7B using PEFT, QLora, and MLFlow techniques. Master advanced LLM optimization for improved performance and efficiency.
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1 Lesons
28 minutes
On-Demand
Free-Video
ChemicalQDevice

Meta Llama 3 for Drug Discovery - Generative AI Assistant Developments

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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.
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1 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Canonical Ubuntu

End-to-end Generative AI Workflows for Developers

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Discover how to deploy and scale Meta Llama 3.1 models using NVIDIA NIM, KServe, and PEFT techniques in a Kubernetes environment, with practical demonstrations of enterprise-grade AI workflows.
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1 Lesons
31 minutes
On-Demand
Free-Video