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#LoRA (Low-Rank Adaptation)

Showing: 96 courses
Kevin McAleer

MicroPython & WiFi

1 rewiews
Connect MicroPython devices to WiFi and explore the OSI model layers. Learn about MAC/IP addresses, packets, and implement a Weatherbot using NodeMCU and MQTT.
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25 Lesons
1 hour 25 minutes
On-Demand
Free-Video
kasukanra

Stable Diffusion - How to Train LoRA for Style - LoRA Part 1

1 rewiews
Learn to train LoRA for Stable Diffusion, covering dataset preparation, captioning, GUI usage, and testing. Explore both local and Google Colab methods for creating flexible style and character LoRAs.
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32 Lesons
1 hour 15 minutes
On-Demand
Free-Video
Anyscale

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

0 rewiews
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.
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1 Lesons
31 minutes
On-Demand
Free-Video
Anyscale

Streamlining AI Workflows with Apache Airflow and Ray

0 rewiews
Discover how to build a unified AI infrastructure by integrating Apache Airflow and Ray for seamless orchestration of data processing, model training, and inference workflows, including LLM fine-tuning and LoRA deployments.
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1 Lesons
21 minutes
On-Demand
Free-Video
CodeEmporium

LoRA - Low Rank Adaptation for Parameter Efficient Fine-Tuning

0 rewiews
Dive into parameter-efficient fine-tuning with LoRA, exploring low-rank matrices, adapters, and techniques to optimize neural network storage and performance while maintaining accuracy.
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8 Lesons
29 minutes
On-Demand
Free-Video
The Machine Learning Engineer

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

0 rewiews
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
Confreaks

A New Experimental Setup for Collecting nRF2.4 and LoRa Devices Signatures for Machine Learning-based Device Authentication

0 rewiews
Explore an experimental setup for collecting nRF2.4 and LoRa device signatures using software-defined radio, aimed at machine learning-based device authentication.
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1 Lesons
11 minutes
On-Demand
Free-Video
Hugh Hou

AI Masterclass for Everyone - Stable Diffusion, ControlNet, Depth Map, LORA, and VR

0 rewiews
Comprehensive guide to creating immersive 360° photos using AI techniques like Stable Diffusion, ControlNet, and LORA. Learn capture, editing, and VR integration for stunning panoramic images.
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18 Lesons
37 minutes
On-Demand
Free-Video
Prompt Muse

ComfyUI and Animate Diff Guide - Creating AI Animations

0 rewiews
Learn to create stunning AI animations using ComfyUI and Animate Diff Evolve. Master installation, workflows, and advanced techniques for text-to-video and video-to-video animations.
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11 Lesons
27 minutes
On-Demand
Free-Video
Software Engineering Courses - SE Courses

Stable Diffusion 3.5 Large Tutorial - Configuration Guide and FLUX DEV Comparison

0 rewiews
Master the optimal configuration and usage of Stable Diffusion 3.5 Large and FLUX DEV through SwarmUI, including model comparisons, LoRA implementation, and deployment across various computing platforms.
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20 Lesons
36 minutes
On-Demand
Free-Video
Discover AI

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

0 rewiews
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

0 rewiews
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

Supercharging Multi-LLM Intelligence with CALM - Composition to Augment Language Models

0 rewiews
Discover how CALM (Composition to Augment Language Models) revolutionizes multi-LLM integration through advanced projection layers and cross-attention mechanisms for enhanced AI capabilities.
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1 Lesons
26 minutes
On-Demand
Free-Video
Discover AI

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

0 rewiews
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

0 rewiews
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
AI Bites

QLoRA: Efficient Training of Large Language Models Using Quantization and Low-Rank Adaptation

0 rewiews
Discover how QLoRA enables efficient training of large language models on a single GPU through innovative techniques like NormalFloat, Double Quantization, and Paged Optimizers.
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10 Lesons
12 minutes
On-Demand
Free-Video
AI Bites

LoRA: Low-Rank Adaptation for Parameter-Efficient Large Language Model Fine-Tuning

0 rewiews
Discover how LoRA enables efficient fine-tuning of large language models through low-rank adaptation, from fundamental concepts to practical implementation in transformer architectures.
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11 Lesons
11 minutes
On-Demand
Free-Video
Discover AI

LoftQ: Understanding LoRA-Fine-Tuning-aware Quantization for LLMs

0 rewiews
Dive into LoftQ, a groundbreaking LLM quantization method that combines with LoRA to achieve superior performance and efficiency in large language models.
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8 Lesons
14 minutes
On-Demand
Free-Video
Discover AI

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

0 rewiews
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

0 rewiews
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

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

0 rewiews
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

0 rewiews
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
Linux Foundation

Zephyr LPWAN Connectivity Options and When to Choose Them

0 rewiews
Explore LPWAN technologies supported by Zephyr, comparing their advantages and trade-offs for power, range, and reachability. Learn to choose the best option for your IoT project.
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1 Lesons
34 minutes
On-Demand
Free-Video
Software Engineering Courses - SE Courses

How to Do Stable Diffusion LORA Training by Using Web UI on Different Models

0 rewiews
Comprehensive guide to LoRA training in Stable Diffusion, covering installation, image preparation, parameter tuning, and image generation using SD 1.5 and 2.1 models.
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52 Lesons
59 minutes
On-Demand
Free-Video
Olivio Sarikas

LORA with ControlNET - Get the Best Results - Complete Guide

0 rewiews
Comprehensive guide on optimizing LORA with ControlNET in Stable Diffusion, covering models, settings, and techniques for achieving superior AI-generated images.
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9 Lesons
18 minutes
On-Demand
Free-Video
kasukanra

Stable Diffusion- LyCORIS for Style - LoRA Part 2

0 rewiews
Explore advanced techniques in Stable Diffusion, focusing on LyCORIS for style transfer. Learn about LoCon and LoHa, analyze grid results, and optimize hyperparameters for improved AI-generated art.
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20 Lesons
37 minutes
On-Demand
Free-Video
1littlecoder

AI Avatars with Dreambooth Alternative LORA Based Stable Diffusion Fine-Tuning on Free Colab

0 rewiews
Learn to create personalized AI avatars using LORA, a faster Stable Diffusion fine-tuning method. Explore efficient model adaptation, small file sizes, and improved performance on Google Colab.
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1 Lesons
17 minutes
On-Demand
Free-Video
koiboi

Dreambooth with LoRA and Automatic1111

0 rewiews
Learn to use LoRA for efficient Stable Diffusion fine-tuning with Automatic1111 webui. Discover how to create improved quality images using this new technique for local Dreambooth training.
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7 Lesons
13 minutes
On-Demand
Free-Video

Dreambooth and LoRA Tutorial - Checkpoints, The Basics and Walkthrough

0 rewiews
Learn to create custom AI image models using Dreambooth and LoRA techniques. Explore image processing, checkpoint creation, and concept settings for tailored results in Stable Diffusion.
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7 Lesons
12 minutes
On-Demand
Free-Video
Olivio Sarikas

Offset Noise for Stable Diffusion - Model, LORA and Embeddings

0 rewiews
Explore Offset Noise in Stable Diffusion to create dramatic lighting and high dynamic range in AI-generated images. Learn about Illuminati Diffusion v1.1 model and epi_noiseoffset LORA for enhanced artistic results.
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1 Lesons
7 minutes
On-Demand
Free-Video
Nerdy Rodent

LORA for Stable Diffusion - Dreambooth Extension - 6GB VRAM

0 rewiews
Learn to train custom AI models using LORA Dreambooth for Stable Diffusion, even with limited 6GB VRAM. Discover faster, smaller, and improved techniques for personalized image generation.
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1 Lesons
22 minutes
On-Demand
Free-Video
koiboi

LoRA vs Dreambooth vs Textual Inversion vs Hypernetworks

0 rewiews
Comprehensive comparison of AI image generation techniques, analyzing research papers and real-world data to determine the most effective method for teaching concepts to Stable Diffusion.
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1 Lesons
22 minutes
On-Demand
Free-Video
Olivio Sarikas

LORA - Install Guide and Super-High Quality Training with Community Models

0 rewiews
Comprehensive guide for installing and training LORA on Automatic 1111 for Stable Diffusion, focusing on creating high-quality portraits using Realistic Vision V1.3 as the base model.
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1 Lesons
18 minutes
On-Demand
Free-Video
Aitrepreneur

LORA Training in Stable Diffusion - Less Than 7GB VRAM

0 rewiews
Learn to train LORA weights for Stable Diffusion using less than 7GB VRAM. Master fine-tuning techniques, use the kohya ss GUI, and implement LORA weights in your AI image generation projects.
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1 Lesons
21 minutes
On-Demand
Free-Video
Software Engineering Courses - SE Courses

ComfyUI Master Tutorial - Stable Diffusion XL - Install on PC, Google Colab and RunPod

0 rewiews
Comprehensive guide on installing and using ComfyUI with SDXL on various platforms. Learn advanced Stable Diffusion techniques, including inpainting, LoRAs, and workflow optimization.
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40 Lesons
48 minutes
On-Demand
Free-Video
Software Engineering Courses - SE Courses

SDXL Training With Kohya LoRA - Stable Diffusion XL Training Will Replace Older Models

0 rewiews
Learn to install Kohya GUI, train SDXL models with LoRA, optimize parameters, generate high-quality images, and utilize AI tools for image sorting and enhancement. Ideal for both beginners and experienced users in AI image generation.
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31 Lesons
40 minutes
On-Demand
Free-Video
Software Engineering Courses - SE Courses

How to Do SDXL Training with Kohya LoRA - Kaggle - No GPU Required

0 rewiews
Master Stable Diffusion XL training using Kaggle's free GPUs. Learn to set up, train, and utilize LoRA models with Kohya SS GUI, optimizing your AI image generation workflow.
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53 Lesons
49 minutes
On-Demand
Free-Video
kasukanra

Stable Diffusion - Create a PNGtuber with Character LoRA

0 rewiews
Learn to create a custom PNGtuber using Stable Diffusion, Character LoRA, and various AI tools. Master techniques for character design, image manipulation, and integration with streaming software.
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35 Lesons
36 minutes
On-Demand
Free-Video
Venelin Valkov

Fine-Tuning LLM with QLoRA on Single GPU - Training Falcon-7b on ChatBot Support FAQ Dataset

0 rewiews
Learn to fine-tune Falcon-7b LLM on a custom dataset using QLoRA. Covers model loading, LoRA adapter implementation, fine-tuning, progress monitoring, and performance evaluation on chatbot support FAQs.
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13 Lesons
30 minutes
On-Demand
Free-Video
Olivio Sarikas

LORA Training for Hyper Realistic Results

0 rewiews
Comprehensive guide to creating hyper-realistic LORA models, covering image selection, gear optimization, data preparation, and advanced techniques for achieving photorealistic results in AI-generated images.
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10 Lesons
36 minutes
On-Demand
Free-Video
Software Engineering Courses - SE Courses

How to Use Stable Diffusion, SDXL, ControlNet, LoRAs for Free Without a GPU on Kaggle Like Google Colab

0 rewiews
Learn to use Stable Diffusion, SDXL, ControlNet, and LoRAs for free on Kaggle without a GPU. Step-by-step guide covers setup, model downloads, extensions, and troubleshooting for AI image generation.
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59 Lesons
51 minutes
On-Demand
Free-Video
Aitrepreneur

Perfect Style Lora Training for SDXL - Amazing Results

0 rewiews
Learn to train SDXL with LORA for custom AI image styles. Master dataset preparation, training parameters, and model selection to create unique visual styles using Stable Diffusion.
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33 Lesons
42 minutes
On-Demand
Free-Video
kasukanra

Stable Diffusion- Training SDXL 1.0 - Finetune, LoRA, D-Adaptation, Prodigy

0 rewiews
Comprehensive guide to training SDXL 1.0 using various techniques like LoRA and D-Adaptation. Covers practical tools, theoretical concepts, and step-by-step instructions for fine-tuning on different platforms.
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44 Lesons
59 minutes
On-Demand
Free-Video
Software Engineering Courses - SE Courses

How to Do SDXL LoRA Training on RunPod with Kohya SS GUI Trainer and Use LoRAs with Automatic1111 UI

0 rewiews
Learn to train SDXL LoRAs on RunPod using Kohya SS GUI and utilize them with Automatic1111 UI. Covers setup, configuration, model training, and image generation techniques for cloud-based Stable Diffusion workflows.
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33 Lesons
34 minutes
On-Demand
Free-Video
Olivio Sarikas

ComfyUI - Node Based Stable Diffusion UI

0 rewiews
Explore ComfyUI, a node-based interface for Stable Diffusion, offering modular AI image generation with advanced techniques like ControlNET, T2I, and Lora for unparalleled creative control.
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5 Lesons
23 minutes
On-Demand
Free-Video
Sam Witteveen

Fine-Tuning LLMs with PEFT and LoRA

0 rewiews
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
Venelin Valkov

Fine-Tuning Alpaca- Train Alpaca LoRa for Sentiment Analysis on a Custom Dataset

0 rewiews
Learn to fine-tune Llama 7B with Alpaca LoRa on a custom bitcoin sentiment dataset. Covers data preprocessing, model training, and performance analysis for sentiment detection in cryptocurrency tweets.
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11 Lesons
34 minutes
On-Demand
Free-Video
Hackaday

Building a Wireless Community Sensor Network with LoRa

0 rewiews
Explore LoRa technology for wireless community sensor networks, focusing on agricultural applications in Temecula Wine Country and the potential for widespread adoption.
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10 Lesons
36 minutes
On-Demand
Free-Video
Linux Foundation

A Sockets API for LoRa - Standardizing IoT Network Interfaces

0 rewiews
Explore a proposed Linux sockets API for LoRa, enabling standardized software interfaces for IoT modules. Learn about kernel integration, device drivers, and network protocols.
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17 Lesons
46 minutes
On-Demand
Free-Video
Software Engineering Courses - SE Courses

Doubling Stable Diffusion Inference Speed with RTX Acceleration and TensorRT - A Comprehensive Guide

0 rewiews
Comprehensive guide on boosting Stable Diffusion performance with RTX Acceleration TensorRT, covering installation, optimization, and troubleshooting for various models and extensions.
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32 Lesons
42 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

0 rewiews
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.
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15 Lesons
33 minutes
On-Demand
Free-Video
Data Science Dojo

Master AI Efficiency with LoRA - Optimize Fine-Tuning for Large Language Models

0 rewiews
Optimize AI fine-tuning with LoRA: Learn selective parameter updates, preserve model integrity, and adapt models efficiently across tasks. Gain practical insights for streamlined, resource-efficient AI projects.
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9 Lesons
58 minutes
On-Demand
Free-Video
Linux Foundation

LoRAX - Serving Thousands of Fine-Tuned LLMs on a Single GPU

0 rewiews
Explore LoRAX, an innovative LLM inference system enabling efficient serving of multiple fine-tuned models on a single GPU. Learn about dynamic adapter loading, heterogeneous batching, and scheduling techniques.
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1 Lesons
32 minutes
On-Demand
Free-Video
Krish Naik

Generative AI: Fine-Tuning LLM Models Crash Course

0 rewiews
Comprehensive guide to fine-tuning LLMs using advanced techniques like QLORA and quantization, covering theoretical concepts and practical implementations with popular models like LLama2 and Google Gemma.
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8 Lesons
2 hours 37 minutes
On-Demand
Free-Video
Nerdy Rodent

Local Flux.1 LoRA Training Using AI-Toolkit

0 rewiews
Learn to create custom LoRAs for Flux.1 image generation on your PC, enhancing style and object control. Explore the process, requirements, and potential future developments in AI image customization.
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1 Lesons
16 minutes
On-Demand
Free-Video
media.ccc.de

Antennen vermessen

0 rewiews
Praktische Einführung in die Vermessung und Optimierung von Antennen für verschiedene Funktechnologien. Erklärt Unterschiede zwischen Antennentypen, Kabeln und Filtern für bessere Leistung.
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1 Lesons
37 minutes
On-Demand
Free-Video
linux.conf.au

Around the World in 80 Microamps - ESP32 and LoRa for Low-Power IoT

0 rewiews
Explore ultra-low-power IoT sensor design using ESP32 and LoRa. Learn battery selection, power optimization, deep-sleep modes, and solar integration for long-lasting wireless environmental monitoring.
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17 Lesons
46 minutes
On-Demand
Free-Video
GAIA

Breakthroughs in Image Generation - Latest Advancements and Future Trends

0 rewiews
Explore cutting-edge image generation models, techniques, and tools. Discover how Stable Diffusion, MidJourney, LORA, ControlNet, and IPAdapter are revolutionizing content creation and impacting industries.
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1 Lesons
28 minutes
On-Demand
Free-Video
Discover AI

Spectral Analysis of LoRA vs Full Fine-Tuning in Language Models

0 rewiews
Delve into the technical comparison between LoRA and full fine-tuning methods for language models, exploring their structural differences, spectral properties, and impact on model performance.
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10 Lesons
28 minutes
On-Demand
Free-Video
Open Compute Project

Developing an IoT Software Defined Radio for Wireless Clock Synchronization

0 rewiews
Explore wireless clock synchronization through IoT Software Defined Radio, focusing on OCP-TAP Time Cards implementation and LoRa-based Wi-Wi protocol for precise timing distribution.
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1 Lesons
15 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Prompt Optimization and Parameter Efficient Fine Tuning for Large Language Models

0 rewiews
Explore state-of-the-art prompt optimization techniques and parameter efficient fine-tuning methods for large language models to enhance performance on various tasks.
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1 Lesons
28 minutes
On-Demand
Free-Video
Shaw Talebi

Fine-tuning Large Language Models (LLMs) with Example Code

0 rewiews
Learn to fine-tune large language models with practical Python examples. Explore techniques like LoRA for efficient parameter tuning and implement a text classification model using distilBERT.
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13 Lesons
28 minutes
On-Demand
Free-Video
CodeEmporium

LLM Fine-Tuning - Explained

0 rewiews
Explore parameter efficient fine-tuning techniques for large language models, including adapters, prefix-tuning, and LoRA. Learn their importance, implementation details, and performance evaluation.
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8 Lesons
23 minutes
On-Demand
Free-Video
MLOps.community

Vision Pipelines in Production: Serving and Optimizations - AI in Production

0 rewiews
Explore vision model production: fine-tuning LORAs, upscaling pipelines, constraints-based generations, and step-by-step enhancements for optimal performance and quality in production-ready services.
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8 Lesons
13 minutes
On-Demand
Free-Video
Trelis Research

Fine-tuning Llama 2 for Tone or Style Using Shakespeare Dataset

0 rewiews
Fine-tune Llama 2 for Shakespearean style using custom datasets. Learn LoRA, parameter settings, and inference techniques to adapt language models for specific tones or styles.
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17 Lesons
18 minutes
On-Demand
Free-Video
Trelis Research

Top Ten Tips for Fine-tuning Large Language Models

0 rewiews
Discover ten essential tips for effective fine-tuning of language models, from starting small to advanced techniques like LoRA and preference tuning. Gain practical insights for optimal results.
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23 Lesons
25 minutes
On-Demand
Free-Video
USENIX

dLoRA - Dynamically Orchestrating Requests and Adapters for LoRA LLM Serving

0 rewiews
Innovative system for efficient LoRA model serving, dynamically orchestrating requests and adapters to improve throughput and reduce latency in LLM inference.
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1 Lesons
15 minutes
On-Demand
Free-Video
Matt Wolfe

Easy Guide to Ultra-Realistic AI Images with Flux

0 rewiews
Learn to create ultra-realistic AI images using FLUX.1 and LoRAs. Explore techniques for enhancing image quality and achieving lifelike results in AI-generated visuals.
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1 Lesons
13 minutes
On-Demand
Free-Video
1littlecoder

Creating Your Own Flux AI Model with LoRA Fine-Tuning

0 rewiews
Learn to create and fine-tune a custom Flux AI model using LoRA, including dataset preparation, cost-effective training on Replicate, and generating AI images with your personalized model.
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4 Lesons
11 minutes
On-Demand
Free-Video
Venelin Valkov

Flux-1 Dev - Photorealistic Image Generation Tutorial Using LoRA Adapters

0 rewiews
Learn to generate photorealistic images using Flux-1 (Dev) model and LoRA adapters. Explore setup, inference steps, guidance, and output variety in this hands-on tutorial using Google Colab.
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14 Lesons
17 minutes
On-Demand
Free-Video
Unify

LoRA Explained - Efficient Fine-Tuning of Large Language Models

0 rewiews
Explore LoRA, a technique for efficient fine-tuning of large language models. Learn about its low-rank matrix decompositions and reduced trainable parameters for task-specific adaptations.
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1 Lesons
30 minutes
On-Demand
Free-Video
Oxen

Fine-Tuning Self-Rewarding Language Models with Mistral 7B

0 rewiews
Dive into implementing Meta's Self-Rewarding Language Model with Mistral 7B, covering fine-tuning techniques, data preparation, prompt generation, and practical demonstrations.
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14 Lesons
43 minutes
On-Demand
Free-Video
UofU Data Science

Parameter-Efficient Finetuning - QLoRA and LoRA Methods

0 rewiews
Explore parameter-efficient fine-tuning techniques with LoRA and QLoRA, learning how to optimize large language models while maintaining performance and reducing computational costs.
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1 Lesons
48 minutes
On-Demand
Free-Video
Shaw Talebi

QLoRA - How to Fine-tune an LLM on a Single GPU with Python Code

0 rewiews
Learn to fine-tune large language models on a single GPU using QLoRA. Explore quantization techniques, LoRA, and practical implementation with Python code for custom YouTube comment responses.
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12 Lesons
37 minutes
On-Demand
Free-Video
MLOps.community

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

0 rewiews
Explore best practices for fine-tuning LLMs, including strategies for improving performance, overcoming challenges, and determining when to use smaller models for specific tasks.
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33 Lesons
54 minutes
On-Demand
Free-Video
DevConf

Creating Your Own LLM Tuning Platform with Open Source Technologies

0 rewiews
Explore open-source LLM tuning techniques using FMS HF Tuning. Learn architectural integration, various tuning methods, and deployment on Open Data Hub for enhanced AI solutions.
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1 Lesons
35 minutes
On-Demand
Free-Video
Data Centric

Fine-tuning LLMs Without Maxing Out Your GPU - LoRA for Parameter-Efficient Training

0 rewiews
Discover parameter-efficient fine-tuning of large language models using LoRA. Learn to classify consumer finance complaints with RoBERTa on Google Colab's V100 GPU.
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1 Lesons
47 minutes
On-Demand
Free-Video
Trelis Research

Fine-tuning Optimizations - DoRA, NEFT, LoRA+, and Unsloth

0 rewiews
Explore advanced fine-tuning techniques like DoRA, NEFT, LoRA+, and Unsloth to optimize language models. Learn implementation, comparisons, and practical applications through code examples and demonstrations.
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14 Lesons
33 minutes
On-Demand
Free-Video
Trelis Research

Full Fine-Tuning vs LoRA and QLoRA - Comparison and Best Practices

0 rewiews
Explore full fine-tuning vs (Q)LoRA techniques, comparing VRAM usage, training time, and quality. Learn parameter selection, tips for QLoRA, and step-by-step guidance for TinyLlama and Mistral 7B fine-tuning.
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14 Lesons
53 minutes
On-Demand
Free-Video
Trelis Research

Very Few Parameter Fine-Tuning with ReFT and LoRA

0 rewiews
Explore advanced fine-tuning techniques ReFT and LoRA for efficient parameter optimization in transformer models. Learn implementation, comparison, and practical tips for improved model performance.
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13 Lesons
55 minutes
On-Demand
Free-Video
Trelis Research

Fine-tuning Llama 3 on Wikipedia Datasets for Low-Resource Languages

0 rewiews
Learn to fine-tune Llama 3 on Wikipedia datasets for low-resource languages. Master dataset creation, LoRA setup, blending techniques, and parameter optimization for improved language model performance.
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10 Lesons
44 minutes
On-Demand
Free-Video
Trelis Research

Fine-Tuning a Diffusion Model with Your Photos

0 rewiews
Learn to fine-tune a diffusion model using your own photos. Explore Flux Schnell, set up GPU environments, create datasets, and understand the intricacies of diffusion models and their architectures.
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20 Lesons
52 minutes
On-Demand
Free-Video
kasukanra

Training LoRA with SimpleTuner and AI-Toolkit for FLUX.1 - Art Style and Concept Development

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Comprehensive guide on training LoRA models for FLUX.1 [dev], covering techniques, experiments, and analysis for art style and concept generation in Stable Diffusion.
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41 Lesons
58 minutes
On-Demand
Free-Video
Weights & Biases

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

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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.
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1 Lesons
1 hour 5 minutes
On-Demand
Free-Video
kasukanra

Stable Diffusion 3 2B Medium Training with Kohya and SimpleTuner - Full Finetune and LoRA

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Comprehensive guide on training Stable Diffusion 3 for art styles using kohya and SimpleTuner, covering setup, parameters, experiments, and result analysis for both full finetune and LoRA approaches.
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68 Lesons
1 hour 20 minutes
On-Demand
Free-Video
Trelis Research

Full Fine-tuning LLMs with Lower VRAM: Optimizers, GaLore, and Advanced Techniques

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Explore advanced techniques for full fine-tuning LLMs with limited GPU resources, including optimizer tricks, Galore, and Adafactor. Enhance model performance and efficiency.
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26 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Data Centric

Custom RAG Pipelines and LLM Fine-Tuning - A Gradient Tutorial

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Explore custom RAG pipelines and LLM fine-tuning using Gradient. Learn to deploy fine-tuned models, mimic Yoda's speech style, and efficiently fine-tune 13B parameter open-source models for unique applications.
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11 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Trelis Research

LoRA Fine-tuning Explained - Choosing Parameters and Optimizations

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Explore LoRA fine-tuning techniques, from parameter selection to optimization strategies, enhancing your ability to customize language models effectively.
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7 Lesons
1 hour 4 minutes
On-Demand
Free-Video
Trelis Research

Multi-GPU Fine-tuning with DDP and FSDP

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Master multi-GPU fine-tuning techniques using DDP and FSDP. Explore VRAM optimization, distributed training strategies, and practical implementation with code examples and demos.
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29 Lesons
1 hour 8 minutes
On-Demand
Free-Video
MIT HAN Lab

LLM Post-Training - Lecture 14

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Dive into advanced LLM post-training techniques and methodologies with Prof. Song Han, exploring efficient machine learning strategies for optimizing large language models.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video
MIT HAN Lab

Efficient Fine-tuning and Prompt Engineering - Lecture 20

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Explore efficient fine-tuning techniques and prompt engineering strategies for optimizing large language models in machine learning applications.
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1 Lesons
1 hour 17 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
Trelis Research

Object and Bounding Box Detection with Vision Models Using Florence 2

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Master object detection and bounding box techniques using Florence 2 vision models, from basic architecture to custom dataset annotation and fine-tuning with LoRA adapters for optimal performance.
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11 Lesons
51 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
Black Mixture

Installing ComfyUI - Complete Guide for Stable Diffusion and Flux Models

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Master ComfyUI installation and setup, from basic AI image generation to advanced workflows using Stable Diffusion, Flux, LORAS, and ControlNets. Learn model management, custom workflows, and troubleshooting techniques.
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8 Lesons
28 minutes
On-Demand
Free-Video
Confreaks

Using LabVIEW and LoRa for Long-Distance Status and Control

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Explore LoRa technology implementation in LabVIEW for IoT applications, focusing on long-range communication solutions and practical trade-offs in low-power systems.
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1 Lesons
37 minutes
On-Demand
Free-Video