Generative Adversarial Network
Generator and Discriminator
AI Assistants: Picking the Right Copilot
What developers need to know about generative AI | The GitHub Blog
How generative AI is changing the way developers work | The GitHub Blog
Gartner Breaks Down GenAI: Is It Overhyped or a Game-Changer?
Generative AI is Everything Everywhere, All at Once | Databricks Blog
4 Ways AI Can Make Working With PDFs Easier
5 YouTube Channels to Master LLMs - KDnuggets
Andrej Karpathy - YouTube
CodeEmporium - YouTube
Cole Medin - YouTube
Dave Ebbelaar - YouTube
Entry Point AI - YouTube
Hung-yi Lee - YouTube
Krish Naik - YouTube
Matthew Berman - YouTube
Yannic Kilcher - YouTube research paper breakdown
Prompt Engineering - YouTube
Prompt Engineering Guide | Prompt Engineering Guide
PyTorch Deep Learning Nanodegree: Generative Adversarial Networks
Futurepedia - The Largest AI Tools Directory | Home
有好多好多 AI 工具在這裡，超級 AI 資料庫 Futurepedia 是你想找聊天機器人、繪圖 AI 與生產力 AI 的好去處 - 電腦王阿達
Slide into the Latest Deep Learning Research in the NVIDIA AI Playground | The Official NVIDIA Blog
Generative Adversarial Networks, an overview
The Rise of Generative Adversarial Networks
Generative Adversarial Networks (GANs) - Computerphile - YouTube
Generative adversarial networks: What GANs are and how they've evolved | VentureBeat
“GANs” vs “ODEs”: the end of mathematical modeling?
Generative Adversarial Networks - YouTube
Generative Adversarial Networks - Towards Data Science
Overview of GANs (Generative Adversarial Networks) - Part I
Generative Adversarial Networks — Part II - Towards Data Science
InfoGAN — Generative Adversarial Networks Part III - Towards Data Science
A Gentle Introduction to the Progressive Growing GAN
GauGAN Turns Doodles into Stunning, Realistic Landscapes | NVIDIA Blog
Nvidia AI turns sketches into photorealistic landscapes in seconds – TechCrunch
Generative Adversarial Networks – Key Milestones and State of the Art
Reproducing Japanese Anime Styles With CartoonGAN AI
A Gentle Introduction to StyleGAN the Style Generative Adversarial Network
Computer evolves to generate baroque music! - YouTube
Google Courses
Google Cloud Skills Boost
Master Gen AI For Free From Google
Google 釋出 7 堂完全免費生成式 AI 課程！也有提供給 AI 小白的入門課 - INSIDE
Introduction to Generative AI | Google Cloud Skills Boost
Attention Mechanism | Google Cloud Skills Boost
Encoder-Decoder Architecture | Google Cloud Skills Boost
Introduction to Responsible AI | Google Cloud Skills Boost
Introduction to Large Language Models | Google Cloud Skills Boost
Transformer Models and BERT Model | Google Cloud Skills Boost
Introduction to Image Generation | Google Cloud Skills Boost
Create Image Captioning Models | Google Cloud Skills Boost
Detecting AI/AGC watermarking
Overview - C2PA
Guidance for Artificial Intelligence and Machine Learning :: C2PA Specifications
C2PA: Everything you need to know about the C2PA project - SmartFrame
C2PA in DALL·E 3 | OpenAI Help Center
Detecting AI fingerprints: A guide to watermarking and beyond | Brookings
Generative AI and watermarking PDF
AI Watermarking Won't Curb Disinformation | Electronic Frontier Foundation
AI Watermarking 101: Tools and Techniques
Try This "AI or Human?" Test to Challenge Your AI Detection Skills
Here's How I Check Whether I'm Chatting With a Real Person or AI
AI Checkers Are Useless, and These 5 Examples Prove Why
AI Content Detectors Don’t Work, and That’s a Big Problem
AI Lies
Hallucination
When you like it it's creativity, when you don't it's hallucination.
OpenAI is pursuing a new way to fight AI 'hallucinations' process supervision as opposed to outcome supervision
新研究：大模型是「有意識地」一本正經胡說八道嗎？ | TechNews 科技新報
[2305.18153] Do Large Language Models Know What They Don't Know?
GPT 總愛「一本正經的胡說八道」怎麼辦？OpenAI 稱找到解決 AI「幻覺」方法 | T 客邦
為什麼 ChatGPT 總是會「一本正經的胡說八道」？瞭解 GPT 語言模型的 6 個缺點與問題 | T 客邦
5 Hilarious Times AI Chatbots Went Wild and Hallucinated
What Is AI Hallucination, and How Do You Spot It?
How to Reduce AI Hallucination With These 6 Prompting Techniques
Lamini AI's Memory Tuning Achieves 95% Accuracy and Reduces Hallucinations by 90% in Large Language Models - MarkTechPost
美律師使用 ChatGPT 寫摘要，被法院揭穿內容全是假 | TechNews 科技新報
3D Photograph
3D Photography using Context-aware Layered Depth Inpainting
This AI Creates Beautiful 3D Photographs! - YouTube
Turn Your 2D Images Into 3D With These AI Tools
Monai
[2307.15208] Generative AI for Medical Imaging: extending the MONAI Framework
A New AI Research Introduces MONAI Generative Models: An Open-Source Platform that Allows Researchers and Developers to Easily Train, Evaluate, and Deploy Generative Models - MarkTechPost
Text to Image
using Diffusion Models
ARTSIO
NovelAI - The AI Storyteller
The best AI art tutorials: how to use text-to-image generators | Creative Bloq
Here's how AI art generators compare | Creative Bloq
The 12 Best Free AI Art Generators to Create Images From Text
The 10 Best AI Art Styles You Should Try
The 5 Best Open-Source AI Image Generators
5 Free Alternatives to Midjourney
Do These AI Generators Really Create Vector Images That Look Crisp at Any Size?
27 AI Art Prompt Ideas You Should Try
2023 年視覺生成式 AI 年終大回顧！！ - YouTube
【生成式AI】淺談圖像生成模型 Diffusion Model 原理 - YouTube
【生成式AI】Stable Diffusion、DALL-E、Imagen 背後共同的套路 - YouTube
The REAL Fight Over AI Art - YouTube
Vox
AI art, explained - YouTube
Why AI art struggles with hands - YouTubeI
Bonus video: What AI art means for human artists - YouTube
bycloud - YouTube
How AI Image Generators Work (Stable Diffusion / Dall-E) - Computerphile - YouTube
AI Generated Images Are Getting Too Real - YouTube Model mixing, LoRA
Stable Diffusion in Code (AI Image Generation) - Computerphile - YouTube
The Current Absurd State of Generating AI Images - YouTube 2023-09
开源AI社区有多爱苹果电脑？ - YouTube Lora LCM improvement on SDXL
演算法鬼斧神工，AI 畫作的神來之筆 | TechNews 科技新報
打幾個關鍵字 AI 人工智慧就能幫你畫好，而且還是大師級的作品？ | Disco Diffusion 快速上手 - YouTube
「AI 繪畫元年」來了！3 款 AI 繪圖工具：Disco Diffusion、Midjourney、DALL·E 2 有什麼不同？ | T 客邦
How to Generate AI Images With Google Bard
NVIDIA's new AI eats words, spits out photos and feels borderline magical - SlashGear
gaugan.org/gaugan2/ nVidia
ComfyUI
Comfy Org node-based UI for diffusion models
comfyanonymous/ComfyUI: The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface.
Introduction - ComfyUI
ComfyUI - YouTube
CG Pixel - YouTube
ComfyUI Workflows - Developer Community
SwarmUI
mcmonkeyprojects/SwarmUI: SwarmUI (formerly StableSwarmUI), A Modular Stable Diffusion Web-User-Interface, with an emphasis on making powertools easily accessible, high performance, and extensibility. UI for diffusion models
How To Install Swarm UI | Easy Text To Image Installer For Free! - YouTube
FLUX.1
from the original stabilityai team
Black Forest Labs - Frontier AI Lab
black-forest-labs (Black Forest Labs) schnell: Apache 2.0, dev: Non-Commercial, , Pro: API
black-forest-labs/flux: Official inference repo for FLUX.1 models
This Free Image AI Is Gonna Break the Internet - YouTube
Using FLUX.1 Locally - KDnuggets
FLUX.1 AI Image Generator Online: Next-Level Image Creation | getimg.ai hosted
Flux.1 IMG2IMG + Using LLMs for Prompt Enhancement in ComfyUI! - YouTube
最全面最详细的Flux使用说明书：30分钟学会Flux的一切 - YouTube
Disco Diffusion
alembics/disco-diffusion
打三個表情就能畫出世界名畫？大家都在玩的 Disco Diffusion 是什麼
DALL-E
DALL·E 2
DALL·E mini - a Hugging Face Space by dalle-mini
How DALL-E could power a creative revolution - The Verge
Why The Internet Is Raving About DALL-E Mini, A Free AI Tool That Converts Any Text To Art
What Is Outpainting in DALL-E 2 and How Do You Use It?
What Is DALL-E and How Does It Create Images From Text?
Stable Diffusion: DALL-E 2 For Free, For Everyone! - YouTube
DALL·E 3 | OpenAI
How to Use DALL-E 3 for Free Inside Microsoft Bing
Here's How I Use DALL-E 3 to Create the Best AI Images From Text
DALL-E 3 Now Has Integrated Editing Tools, But They Need Work
I Used the Same DALL-E Prompts a Year Apart: Here's What Happened
Midjourney
Midjourney
Midjourney Quick Start Guide
How to Create AI Self-Portraits With Midjourney
Midjourney 輸入關鍵字，讓 AI 自動產生出超美圖片（最新 Midjourney V5 效果更好了！） - 電腦王阿達
開箱 Midjourney AI 算圖工具！想讓 AI 畫出習大大、志祺，有可能嗎？《 好奇七七探索日記 》EP 029 ｜志祺七七 - YouTube
The Ultimate Guide to MidJourney V5 | by Henrique Centieiro | Apr, 2023 | Level Up Coding
How to Create Text in Midjourney Images (and Get Good Results)
How to Use Midjourney to Create AI Art
Midjourney 玩家進階攻略！專家公開 1200 張以上神奇圖片以及參數大全免費開放取用 | T 客邦
Midjourney 技巧教學-第一課：入門｜方格子 vocus
Hugging Face Diffusers
An Overview of Hugging Face Diffusers - KDnuggets
Stable Diffusion
Better than DALL-E, also open source
CompVis/stable-diffusion: A latent text-to-image diffusion model
Stable Diffusion - a Hugging Face Space by stabilityai SD2.1
Stable Diffusion with 🧨 diffusers - Colaboratory
Google's AI: Stable Diffusion On Steroids! 💪 - YouTube
Stability AI Releases SD3: The Most Powerful, Open-Source Image Generator is Available in HuggingFace - Decrypt
stabilityai/stable-diffusion-3-medium · Hugging Face
Easy Diffusion v3 | A simple 1-click way to create beautiful images on your computer, by installing Stable Diffusion. No dependencies or technical knowledge required
Stable Diffusion Can Be Overwhelming: This Text-to-Image AI Is Much More Approachable
子不語｜方格子 vocus
AI 紀行 - 文章列表｜方格子 vocus
Stable Diffusion Art - tutorials, prompts, resources
3 ways to control lighting in Stable Diffusion - Stable Diffusion Art
輸入文字便能產生驚豔動畫！Stability AI 推出 Stable Animation SDK 新工具 | TechNews 科技新報
AI 繪圖「Stable Diffusion」快速上手，Midjourney 的神級勁敵、開箱即用 | T 客邦
Stable Diffusion AI 算圖使用手冊（1-1）：這是什麼黑魔術？ | T 客邦
Imagen
by Google
Imagen: Text-to-Image Diffusion Models using Stable Diffusion
Google 公開最新圖像生成 AI，輸出結果比 OpenAI DALL-E 2 更好 | iThome
lucidrains/imagen-pytorch: Implementation of Imagen, Google's Text-to-Image Neural Network, in Pytorch
Google’s Imagen AI: Outrageously Good! 🤖 - YouTube
What Is Google's Imagen AI? How to Access Imagen 2
ImageFX
Service based on Imagen
ImageFX
How to Use Google's Free AI Generator ImageFX
Copilot Image Creator
Image Creator from Microsoft Designer
How to Use Microsoft's Copilot Image Creator to Generate Unique AI Images
Ideogram
Helping people become more creative.
Ideogram 1.0, Feb 2024
Consistency Models
OpenAI 發表的生成圖片模型 Consistency Models 開源了！比 Diffusion 更快更強 | T 客邦
ControlNet
ControlNet Revolutionized How We Use AI To Generate Images - YouTube use another image as input for pose
How ControlNet v1.1 Is Revolutionizing AI Art Even Further - YouTube
Image to Image
ImagetoCartoon | Cartoonizer & Cartoon Avatar Maker Online Free
Ready to live all your cartoon dreams at a time?
AnimeGANv2 - a Hugging Face Space by akhaliq
How I generated 1000 random faces for my game in Python
janjilecek/faceGenerator: Python random face generator from the article "How I generated 1000 random faces for my game in Python"
naver-ai/c3-gan: Official Pytorch implementation of C3-GAN (Spotlight at ICLR 2022)
Text to Video
【漫士科普】人工智能博士生告诉你SORA扩散模型究竟是怎样生成视频的？#ai #sora #openai #chatgpt - YouTube
The 9 Best AI Video Generators (Text-to-Video)
Super resolution/Frame interpolation
Google AI Blog: High Fidelity Image Generation Using Diffusion Models
How to Upscale an Image Without Losing Quality: 6 Ways
baowenbo/DAIN: Depth-Aware Video Frame Interpolation (CVPR 2019)
Boosting Stop-Motion to 60 fps using AI - YouTube
用 AI 把 24 帧动画重制到超清 60 帧，突破次元壁！丝滑流畅…… - YouTube
We Remastered My First Video in 4K! - YouTube
Deep Fake
Deepfake - Wikiwand
'Deep fakes': How to know what's true in the fake-Obama video era - Science News - ABC News
3 startups commercializing Deepfakes media manipulation tech
DeepFakes Explained - YouTube
AI 如何炮制假新闻、假脸、假裸照？万物皆可造假的世界有多危险？How does AI concoct fake news, fake faces, and fake nude photos? - YouTube
FakeApp
Face2Face: Real-time Face Capture and Reenactment of RGB Videos (CVPR 2016 Oral) - YouTube
Exploring DeepFakes – Hacker Noon
deepfakes/faceswap: Non official project based on original /r/Deepfakes thread. Many thanks to him!
Inside the world of AI that forges beautiful art and terrifying deepfakes - MIT Technology Review
Topic: deepfakes
宅男福音 deepfakes 开源了 - AI 前线
Episode 67 GAN and Deep Fakes, Part 1 | Malicious Life
Episode 68 Deep Fakes, Part 2: Man Vs. Machine | Malicious Life
Coalition for Content Provenance and Authenticity (C2PA)
Overview - C2PA
The future of "truth" on the Internet - YouTube
Audio Generation
VoCo. Adobe MAX 2016 (Sneak Peeks) | Adobe Creative Cloud - YouTube
VoCo: Text-based Insertion and Replacement in Audio Narration - YouTube
suno-ai/bark: 🔊 Text-Prompted Generative Audio Model
Bark: The Ultimate Audio Generation Model - KDnuggets
AI Voice Impersonation: How Do We Stop Deepfake Scams?
Lossless Compression
A Deep Learning Approach to Data Compression – The Berkeley Artificial Intelligence Research Blog
Talk on Bit-Swap (Recursive Bits-Back Coding) at ICML 2019 - YouTube
Large Language Model (LLM)
Large language model - Wikiwand
"Catching up on the weird world of LLMs" - Simon Willison (North Bay Python 2023) - YouTube
LLM Foundations (LLM Bootcamp) - YouTube
A Hackers' Guide to Language Models - YouTube
Stanford CS224N: Natural Language Processing with Deep Learning | 2023 - YouTube
Large Language Model Category - MarkTechPost
GPT-3 vs BERT: Comparing LLMs | Exxact Corp.
Language Models Explained in 5 Minutes - KDnuggets
Top 5 Tips for Fine-Tuning LLMs - KDnuggets
Maxime Labonne - Articles
mlabonne/llm-course: Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.
Andrej Karpathy
State of GPT | BRK216HFS - YouTube ❗!important, LLM in general
Slides
State of GPT: OpenAI 大神 Andrej Karpathy 揭秘大模型原理和训练全过程 - 华尔街见闻
[1hr Talk] Intro to Large Language Models - YouTube
Open LLM Leaderboard - a Hugging Face Space by HuggingFaceH4
Understanding the impact of open-source language models - TechTalks
【人工智能】如何仅用初中数学来理解大语言模型原理 | 神经网络 | 嵌入 | 分词器 | ReLU | 自注意力 | 残差连接 | 层归一化 | Dropout | GPT | Transformer - YouTube
80分鐘快速了解大型語言模型 (5:30 有咒術迴戰雷) - YouTube
【漫士科普】GPT是如何工作的？为什么要学习接下一个词？#gpt #chatgpt #openai - YouTube foundation model, supervised fine-tuning, reinforcement learning with human feedback (RLHF)
LLM reinforcement learning: What is Essential in 2024 ? | by Wiem Souai | Medium
不要再做One Hot Encoding！！. Categorical feature的正確開啟方式 | by 倢愷 Oscar | Medium
【LLM專欄1】如何改進LLM？ - 倢愷 Oscar - Medium analyzing why LLM performs badly
【專欄】ckip-llama-2真的有這麼爛嗎？淺談LLMs的training與data的關係。 | by 倢愷 Oscar | Medium on Training data quantity and quality
【LLM 10大觀念-1】Scaling Law. 迎接2024年：10個必須要搞懂的LLM概念-1 | by 倢愷 Oscar | Medium
【LLM 10大觀念-2】Good Data is All You Need | by 倢愷 Oscar | Medium
林亦LYi
从零开始学习大语言模型（一） - YouTube
不要199！免费教程速通大模型！AI是怎么学会讲人话的？ - YouTube token, n-gram encoding
大模型是怎么学会讲人话的？ - YouTube
Awesome LLM - Awesome 软件 - OSCHINA - 中文开源技术交流社区
Hannibal046/Awesome-LLM: Awesome-LLM: a curated list of Large Language Model
KennethanCeyer/awesome-llm: Awesome series for Large Language Model(LLM)s
awesome-llm: 可能是最全的开源 LLM （大语言模型）整理
5 LLM Tools I Can’t Live Without - KDnuggets
facebookresearch/lingua: Meta Lingua: a lean, efficient, and easy-to-hack codebase to research LLMs.
xiangsx/gpt4free-ts: Providing a free OpenAI GPT-4 API ! This is a replication project for the typescript version of xtekky/gpt4free
使用 gpt4free-ts 完全免费白嫖 GPT-4 · 云原生实验室
Machine Learning Observability Course - Arize AI
Introduction to Large Language Models and the Transformer Architecture | by Pradeep Menon | Medium
How To Chose Perfect LLM For The Problem Statement Before Finetuning
Aviary Explorer compares responses from LLMs
A New Tool for the Open Source LLM Developer Stack: Aviary - The New Stack
Language Models For Software Developers in 17 Minutes - YouTube
ELMO, BERT, GPT - YouTube
Large language models and the rise of the AI code generators | InfoWorld
Jurassic-1 vs GPT-3 vs Everyone Else
AI21's Jurassic-1 is the largest network (178 billion parameters)
Turing NLG, GPT-3 & Wu Dao 2.0: The Who’s Who Of Language Models
Llama 3 vs. GPT-4: Which Is Better?
EleutherAI
Announcing GPT-NeoX-20B | EleutherAI Blog 20 billion parameters
Computerphile
AI Language Models & Transformers - Computerphile - YouTube
GPT3: An Even Bigger Language Model - Computerphile - YouTube
ChatGPT with Rob Miles - Computerphile - YouTube
Ch(e)at GPT? - Computerphile - YouTube
Glitch Tokens - Computerphile - YouTube
Bing Chat Behaving Badly - Computerphile - YouTube
Better Language Models and Their Implications
效果惊人的 GPT 2.0 模型：它告诉了我们什么 - 知乎
An AI Wizard of Words | Linux Journal
Local LLM
苹果 M2 Ultra：干翻英伟达！决战 AI 之巅 - YouTube The unified memory on Apple SoC fits large transformer models very well
大模型解决不了英伟达的难题，AI新范式必将出现：专访安克创新CEO阳萌 - YouTube von Neumann -> unified memory -> 存算一體
Feed Your OWN Documents to a Local Large Language Model! - YouTube
Llama3–70B inference on Intel Core Ultra 5 125H | by Wei Lu | Medium
Cheap mini runs a 70B LLM 🤯 - YouTube on Intel Core Ultra 5 125H w/ 96G RAM
Local AI (LLMs, RAG, more) - YouTube Cole Medin
Run ALL Your AI Locally in Minutes (LLMs, RAG, and more) - YouTube
ai-agents-masterclass/local-ai-packaged at main · coleam00/ai-agents-masterclass n8n
How to Install and Run LLMs Locally on Android Phones - KDnuggets
Running Ollama on AMD iGPU - Robert's blog
Integrated AMD GPU support · Issue #2637 · ollama/ollama
AMD integrated graphic on linux kernel 6.9.9+, GTT memory, loading freeze fix by MaciejMogilany · Pull Request #6282 · ollama/ollama
Ollama
Ollama
ollama/ollama: Get up and running with Llama 3.2, Mistral, Gemma 2, and other large language models.
Ollama Tutorial: Running LLMs Locally Made Super Simple - KDnuggets
Neovim Can Write The Code For You - YouTube
12 Tools to Provide a Web UI for Ollama
ollama-ui/Makefile at main · ollama-ui/ollama-ui
Open WebUI
Open WebUI
open-webui/open-webui: User-friendly AI Interface (Supports Ollama, OpenAI API, ...)
Cortex
Homepage - Cortex
janhq/cortex.cpp: Local AI API Platform
Run Local LLMs with Cortex - KDnuggets
AnythingLLM
AnythingLLM | The all-in-one AI application for everyone
Mintplex-Labs/anything-llm: The all-in-one Desktop & Docker AI application with built-in RAG, AI agents, and more.
AnythingLLM: The LLM Application You’ve Been Waiting For - KDnuggets
OpenLLM
BentoML: Unified Inference Platform
bentoml/OpenLLM: Run any open-source LLMs, such as Llama, Mistral, as OpenAI compatible API endpoint in the cloud.
Introducing OpenLLM: Open Source Library for LLMs - KDnuggets
vllm-project/vllm: A high-throughput and memory-efficient inference and serving engine for LLMs
Memory Requirements
How long does fine-tuning take, and how much VRAM does it use? (At different model sizes and context lengths, using the latest methods) : r/LocalLLaMA
How much VRAM do I need for LLM model fine-tuning? | Modal Blog
Tokenization
The Technical User's Introduction to LLM Tokenization
LLM Tokenization
Tokenizer in LLM. Tokenizer | by Punyakeerthi BL | Medium
LLM Tokenization | Prompt Engineering Guide
How to Create a Custom Tokenizer for Non-English Languages with Hugging Face Transformers - KDnuggets
facebook/rag-token-nq · Hugging Face
On the contrary
【人工智能】语言究竟是一种交流工具还是思考工具 | MIT论文解读 | 颠覆大语言模型 | 语言和思想之争 | 失语症 | 聋哑儿童 - YouTube
【人工智能】大模型到底懂不懂推理？| 苹果发表最新论文 | GSM-Symbolic | GSM8K数据集 | 数学推理的局限性 | 开闭源模型纷纷中招 | 线性化子图匹配 | 模式匹配器 - YouTube
Tools
Sage - Poe integrates multiple LLMs
Phind: AI search engine
Free AI Writing, PDF, Image, and other Online Tools - TinyWow
Meco: The #1 newsletter aggregator | Declutter your inbox
Komo
Perplexity
What is Perplexity Pro?
Why a Perplexity Pro Subscription Is Absolutely Worth the Money
How to Get the Most From Your New Perplexity Pro Subscription
I Put Perplexity to the Test Against Google in These 8 Searches: Here’s How It Went
The 6 Best Download-Free Spelling and Grammar Checkers
Free Grammar Checker - LanguageTool
Hamster Ai
This Is the Best Free All-in-One AI Generator I’ve Used: Here’s Why
Leaderboard/Benchmark/Evaluation
LLM Evaluation doesn't need to be complicated
The Large Language Model (LLM) Index | Sapling ❗!important
List of Open Sourced Fine-Tuned Large Language Models (LLM) | by Sung Kim | Geek Culture | Medium
Chatbot Arena (formerly LMSYS): Free AI Chat to Compare & Test Best AI Chatbots
[2403.04132] Chatbot Arena: An Open Platform for Evaluating LLMs by Human Preference
LYi 林哥的大模型野榜
测爆我！我们决定让全网白嫖，只为找到最强大模型！ - YouTube
open-llm-leaderboard (Open LLM Leaderboard)
Open LLM Leaderboard 2 - a Hugging Face Space by open-llm-leaderboard using Evaluation Harness
EleutherAI/lm-evaluation-harness: A framework for few-shot evaluation of language models.
Evaluate LLMs using Evaluation Harness and Hugging Face TGI/vLLM
Training & Fine-Tuning LLMs: Evaluation - YouTube
DeepEval - The Open-Source LLM Evaluation Framework
Can use online or local LLM, different benchmarks
- BIG-Bench Hard
- HellaSwag
- MMLU (Massive Multitask Language Understanding)
- DROP
- TruthfulQA
- HumanEval
- GSM8K
Evaluations for Retrieval Augmented Generation: TruLens + Milvus - The New Stack
facebookresearch/lingua: Meta Lingua: a lean, efficient, and easy-to-hack codebase to research LLMs.
lm-sys/FastChat: An open platform for training, serving, and evaluating large language models. Release repo for Vicuna and Chatbot Arena.
Zero-shot Learning/Few-shot Learning/Prompt Engineering
Zero-Shot Learning vs. Few-Shot Learning vs. Fine-Tuning: A technical walkthrough using OpenAI's APIs & models
Ensuring Reliable Few-Shot Prompt Selection for LLMs - KDnuggets
Zero-Shot and Few-Shot Learning with LLMs
Strategies For Effective Prompt Engineering
[2205.11916] Large Language Models are Zero-Shot Reasoners prompts like "Let's think step by step" (chain of thought prompts) is useful
Chain-of-thought prompting - Explained! - YouTube
Learn Prompting: Your Guide to Communicating with AI
Most Useful ChatGPT Prompts｜ExplainThis
dair-ai/Prompt-Engineering-Guide: 🐙 Guides, papers, lecture, notebooks and resources for prompt engineering
The Only Prompting Framework for Every Use - KDnuggets
Mastering Prompt Engineering in 2024 - KDnuggets
The Best 5 AI Prompt Generators For Any AI Tool
Try This AI Prompting Formula and I Guarantee You'll Love the Results
This Chrome Extension Makes ChatGPT Prompting Easy
I Ran the Same Prompt on Three AI Chatbots, and This One Responded Best
Prompt Engineering - YouTube
【專欄】如何用ChatGPT打造一個AI產品？ Part2: 基礎Prompt Engineering入門 - 倢愷 Oscar - Medium
swyxio/ai-notes: notes for software engineers getting up to speed on new AI developments. Serves as datastore for https://latent.space writing, and product brainstorming, but has cleaned up canonical references under the /Resources folder.
microsoft/prompt-engine: A library for helping developers craft prompts for Large Language Models
Prompt Engineering 101: Introduction and resources - AI, software, tech, and people. Not in that order. By X
Prompt Engineering 201: Advanced methods and toolkits - AI, software, tech, and people. Not in that order. By X
【必看】解放實力！ChatGPT 全能方法＝全知的神 詠唱技巧 論文 功課 報告 文案 - YouTube
The Secrets To Making LLMs More Reliable - YouTube tell it "don't hallucinate"
lencx/ChatGPT: 🔮 ChatGPT Desktop Application (Mac, Windows and Linux)
f/awesome-chatgpt-prompts: This repo includes ChatGPT prompt curation to use ChatGPT better.
All ChatGPT Prompts in 1 Article. Create Your Perfect ChatGPT Prompt | by Arslan Mirza | Medium | Level Up Coding
不知道怎麼獲得 ChatGPT 更精準、更詳細的回答嗎？35 個萬用公式整理給你 - 電腦王阿達
prompt-engineering-note — 提示工程笔记
Prompt engineering for AI: what is prompt engineering and how to get good results from AI engines - DEV Community
微軟官方親自出教學指南，介紹 Prompt 工程中的一些進階玩法 | T 客邦
我的 ChatGPT 怎麼用總是比別人笨？11 個 GPT 提示詞技巧，最佳化你的問題 | T 客邦
Prompt engineering techniques with Azure OpenAI - Azure OpenAI Service | Microsoft Learn
Best Practices for Prompt Engineering | by Dmytro Nikolaiev (Dimid) | Towards Data Science
如何讓 ChatGPT 產出更精確的答案 — 淺談 Prompt Engineering (一)｜方格子 vocus
如何讓 ChatGPT 產出更精確的答案 — 淺談 Prompt Engineering (二)｜方格子 vocus
Glitch Prompt/Prompt Injection
GPT3: An Even Bigger Language Model - Computerphile - YouTube
ChatGPT with Rob Miles - Computerphile - YouTube
Glitch Tokens - Computerphile - YouTube
Why Prompt Injection Is a Threat to Large Language Models
Hackers Uncovered AI Chatbots’ Weaknesses. Here’s What They Found. 2024-04 many old hack don't work anymore
Forget Deepfakes or Phishing: Prompt Injection is GenAI's Biggest Problem
AI Chatbots Ditch Guardrails After 'Deceptive Delight' Cocktail
Fine-tuning LLM
Prompt Engineering, RAG, and Fine-tuning: Benefits and When to Use - YouTube ❗!important
RAG vs Fine Tuning - YouTube
When to Go Out and When to Stay In: RAG vs. Fine-tuning - KDnuggets
Everything you need to know about Fine-tuning and Merging LLMs: Maxime Labonne - YouTube
LoRA - Explained! - YouTube
LLM (Parameter Efficient) Fine Tuning - Explained! - YouTube
LoRA & QLoRA Fine-tuning Explained In-Depth - YouTube
The Best Strategies for Fine-Tuning Large Language Models - KDnuggets
Top 5 Tips for Fine-Tuning LLMs - KDnuggets
How to Fine-Tune BERT for Sentiment Analysis with Hugging Face Transformers - KDnuggets
Top Five Tips and Tricks for LLM Fine-Tuning and Inference
Fine-tune Embedding models for Retrieval Augmented Generation (RAG)
Finetuning LLM - YouTube Krish Naik
EASIEST Way to Fine-Tune a LLM and Use It With Ollama - YouTube
EASIEST Way to Fine-Tune LLAMA-3.2 and Run it in Ollama - YouTube
[2406.17642] Banishing LLM Hallucinations Requires Rethinking Generalization
Introducing Lamini Memory Tuning: 95% LLM Accuracy, 10x Fewer Hallucinations | Lamini - Enterprise LLM Platform
Lamini AI's Memory Tuning Achieves 95% Accuracy and Reduces Hallucinations by 90% in Large Language Models - MarkTechPost
Fine-Tuning GPT-4o - KDnuggets
Supervised Finetuning (SFT)/Instruction Tuning
mlabonne/llm-datasets: High-quality datasets, tools, and concepts for LLM fine-tuning.
Maxime Labonne - Fine-tune Llama 3.1 Ultra-Efficiently with Unsloth
【LLM 10大觀念-3】快速建造自己個instruction tuning dataset | by 倢愷 Oscar | Medium
Reinforcement Learning with Human Feedback (RLHF)
[1909.08593] Fine-Tuning Language Models from Human Preferences
Anthropic/hh-rlhf · Datasets at Hugging Face
Maxime Labonne - Fine-tune Mistral-7b with Direct Preference Optimization
Unsloth
better than LoRa
finetuning as a service?
Unsloth AI | Open Source Fine-Tuning for LLMs
unslothai/unsloth: Finetune Llama 3.2, Mistral, Phi & Gemma LLMs 2-5x faster with 80% less memory
Fine-tuning Llama 3.2 Using Unsloth - KDnuggets
Windows下中文微调Llama3，单卡8G显存只需5分钟，模型可接入GPT4All、Ollama，实现CPU推理聊天，附Colab一键训练脚本。 - YouTube
Unsloth, what's the catch? Seems too good to be true. : r/LocalLLaMA
Low-Rank Adaptation (LoRA)
Parameter-Efficient Fine-Tuning (PEFT): updates a small subset of a model's parameters while keeping the rest frozen
[2106.09685] LoRA: Low-Rank Adaptation of Large Language Models
microsoft/LoRA: Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
[2305.14314] QLoRA: Efficient Finetuning of Quantized LLMs
Efficiently fine-tune Llama 3 with PyTorch FSDP and Q-Lora
Practical Tips for Finetuning LLMs Using LoRA (Low-Rank Adaptation)
Understanding LLM Fine Tuning with LoRA (Low-Rank Adaptation)
【LLM專欄】All about Lora. LLM最重要技術之一，一篇文章深入淺出Lora的方方面面 | by 倢愷 Oscar | Medium
LoRA是什么？| 5分钟讲清楚LoRA的工作原理 - YouTube
huggingface/peft: 🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
mlx-examples/llms/mlx_lm/LORA.md at main · ml-explore/mlx-examples · GitHub
Quantization
Maxime Labonne - Introduction to Weight Quantization ❗!important
GGUF: GPT-Generated Unified Format
QAT: Quantization Aware Training
GPTQ: Generalized Post-Training Quantization
AWQ: Activation-Aware Weight Quantization
LLM Quantization | GPTQ | QAT | AWQ | GGUF | GGML | PTQ | by Siddharth vij | Medium
大语言模型量化方法对比：GPTQ、GGUF、AWQ-腾讯云开发者社区-腾讯云
LLM Quantization: Quantize Model with GPTQ, AWQ and Bitsandbytes | Towards AI
Exploring Bits-and-Bytes, AWQ, GPTQ, EXL2, and GGUF Quantization Techniques with Practical Examples | by kirouane Ayoub | GoPenAI
Transformers
replace the convolution layers in CNN with pairwise attention layers
Transformer (machine learning model) - Wikiwand
Transformers — transformers documentation
Write With Transformer
[1706.03762] Attention Is All You Need Google paper in 2017
machine learning - Computational Complexity of Self-Attention in the Transformer Model - Stack Overflow
How do Transformers work?. A bit of Transformer history | by DhanushKumar_idk | Sep, 2023 | Medium
Illustrated Guide to Transformers- Step by Step Explanation | by Michael Phi | Towards Data Science
How to Use Transformer-based NLP Models | Towards Data Science
Machine Learning’s Obsession with Kids’ TV Show Characters | by Catherine Yeo | Towards Data Science
Understanding Transformers in NLP: State-of-the-Art Models
A Complete Learning Path To Transformers (Guide To 23 Architectures)
NLP with Transformers: Introduction | C. B. Ozer | Medium
Navigating Transformers: A Comprehensive Exploration of Encoder-Only and Decoder-Only Models, Right Shift, and Beyond | by Amirhossein Abaskohi | Medium
How to Visualize Model Internals and Attention in Hugging Face Transformers - KDnuggets
The Illustrated Transformer – Jay Alammar – Visualizing machine learning one concept at a time.❗!important
Transformer Neural Networks Derived from Scratch #SoME3 - YouTube from CNN to transformers, how CNNs are not efficient for NLP
The Narrated Transformer Language Model - YouTube
Transformer Neural Networks, ChatGPT's foundation, Clearly Explained!!! - YouTube
What are Transformer Neural Networks? - YouTube
Attention is all you need (Transformer) - Model explanation (including math), Inference and Training - YouTube
Illustrated Guide to Transformers Neural Network: A step by step explanation - YouTube
But what is a GPT? Visual intro to transformers | Chapter 5, Deep Learning - YouTube
Attention in transformers, visually explained | Chapter 6, Deep Learning - YouTube
Introduction - Hugging Face NLP Course
🤗 Transformers
huggingface/transformers: 🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.
Language Models For Software Developers in 17 Minutes - YouTube
T5 Text-to-Text Transformer: A Brief Paper Analysis | by Parth Chokhra | Medium
OpenAI Introduces Sparse Transformers for Deep Learning of Longer Sequences
Transformers (formerly known as pytorch-transformers and pytorch-pretrained-bert) provides general-purpose architectures (BERT, GPT-2, RoBERTa, XLM, DistilBert, XLNet…) for Natural Language Understanding (NLU) and Natural Language Generation (NLG) with over 32+ pretrained models in 100+ languages and deep interoperability between TensorFlow 2.0 and PyTorch.
youtube/Transformers at main · Me163/youtube
Mamba
Mamba: Linear-Time Sequence Modelling with Selective State Spaces, Albert Gu, Tri Dao, 2023
state-spaces/s4: Structured state space sequence models
state-spaces/mamba
[2403.11144] Is Mamba Effective for Time Series Forecasting?
How does Mamba handle irregularly sampled data?
Mamba Explained
Mamba: Linear-Time Sequence Modeling with Selective State Spaces | by 鴕鳥 CHIH-HSUAN LI | Medium
Attention is not Exactly What you Need. Introducing Mamba!
Zamba 2 is a Hybrid Mamba + Transformers Model (Fully Tested) - YouTube
Vector Embeddings
Vectoring Words (Word Embeddings) - Computerphile - YouTube
Vector Similarity Search: From Basics to Production
Three Pitfalls To Avoid With Embeddings
How vector similarity search works
Leveraging Vector Embeddings and Similarity Search to Supplement ChatGPT’s Training Data - DEV Community
Getting Started With Embeddings Is Easier Than You Think - Arize AI
Retrieval Augmented Generation (RAG)
[2005.11401] Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks ❗!important
Retrieval Augmented Generation (RAG) | Prompt Engineering Guide
Retrieval Augmented Generation (RAG) for LLMs | Prompt Engineering Guide
How RAG Makes LLMs Smarter | Exxact Blog
When to Finetune vs Use RAG for LLMs | Exxact Blog
Understanding RAG Part I: Why It's Needed - MachineLearningMastery.com
Understanding RAG Part II: How Classic RAG Works - MachineLearningMastery.com
Optimizing RAG with Embedding Tuning - KDnuggets
How to Implement a Basic Reranking System in RAG - KDnuggets
RAG from Scratch without any Frameworks - YouTube
How To Improve the Performance of a RAG Model | Exxact Blog
From RAG to Knowledge Assistants - YouTube
Build high-performance RAG using just PostgreSQL (Full Tutorial) - YouTube with pgvectorscale
daveebbelaar/pgvectorscale-rag-solution at setup
understanding-rag-part-ii-how-classic-rag-works/)
LightRAG
HKUDS/LightRAG: "LightRAG: Simple and Fast Retrieval-Augmented Generation"
Local LightRAG: A GraphRAG Alternative but Fully Local with Ollama - YouTube
LightRAG: A More Efficient Solution than GraphRAG for RAG Systems? - YouTube
LightRAG - A simple and fast RAG that beats GraphRAG? (paper explained) - YouTube
Welcome - GraphRAG
microsoft/graphrag: A modular graph-based Retrieval-Augmented Generation (RAG) system
Graph RAG: Improving RAG with Knowledge Graphs - YouTube
Local GraphRAG with LLaMa 3.1 - LangChain, Ollama & Neo4j - YouTube
Building a Graph RAG System: A Step-by-Step Approach - MachineLearningMastery.com
infiniflow/ragflow: RAGFlow is an open-source RAG (Retrieval-Augmented Generation) engine based on deep document understanding. Raptor + Self-RAG
RAGFlow：知识库终极引擎 - YouTube
This AI Paper Outlines the Three Development Paradigms of RAG in the Era of LLMs: Naive RAG, Advanced RAG, and Modular RAG - MarkTechPost ❗!important
Retrieval Augmented Generation: Where Information Retrieval Meets Text Generation - KDnuggets
How Retrieval Augment Generation Makes LLMs Smarter - KDnuggets
RAG: How to Talk to Your Data. Comprehensive guide on how to analyse… | by Mariya Mansurova | Towards Data Science
Retrieval Augmented Generation (RAG) | Prompt Engineering Guide
Retrieval Augmented Generation (RAG) for LLMs | Prompt Engineering Guide
What is retrieval-augmented generation? | IBM Research Blog
A Simple Guide To Retrieval Augmented Generation Language Models — Smashing Magazine
RAG 是什麼？就像是大型語言模型的「小抄」 - INSIDE
Sam Partee on Retrieval Augmented Generation (RAG) - InfoQ
Enhancing the Accuracy of Large Language Models with Corrective Retrieval Augmented Generation (CRAG) - MarkTechPost
Why RAG (Retrieval Augmented Generation) will Become a Cornerstone of System Design Using LLM Capabilities | by Anthony Alcaraz | Artificial Intelligence in Plain English
5 Bottlenecks Impacting RAG Pipeline Efficiency in Production - The New Stack
Retrieval Augmented Generation LlamaIndex & LangChain Course
Retrieval-Augmented Generation (RAG): From Theory to LangChain Implementation | by Leonie Monigatti | Towards Data Science
No-code retrieval augmented generation (RAG) with LlamaIndex and ChatGPT - TechTalks
Retrieval Augmented Generation (RAG) Inference Engines with LangChain on CPUs | by Eduardo Alvarez | Towards Data Science
The Power of Retrieval Augmented Generation: A Comparison between Base and RAG LLMs with Llama2 | Towards Data Science
Meet RAGatouille: A Machine Learning Library to Train and Use SOTA Retrieval Model, ColBERT, in Just a Few Lines of Code - MarkTechPost
postgresml/korvus: Korvus is a search SDK that unifies the entire RAG pipeline in a single database query. Built on top of Postgres with bindings for Python, JavaScript, Rust and C.
Korvus: An All-in-One Open-Source RAG (Retrieval-Augmented Generation) Pipeline Built for Postgres - MarkTechPost
Goodbye Python, Hello Rust: Building a RAG CLI Application with Orca
LLMWare Launches RAG-Specialized 7B Parameter LLMs: Production-Grade Fine-Tuned Models for Enterprise Workflows Involving Complex Business Documents - MarkTechPost
Open WebUI
formerly Ollama WebUI
Open WebUI
GitHub - open-webui/open-webui: User-friendly WebUI for LLMs (Formerly Ollama WebUI)
RAG with Open WebUI-Guide, Tips, and Demo - YouTube
Open WebUI, Ollama, GPT-4o, RAG, Tool Use, Agent-Mastering Building Your Own AI - YouTube
Agentic System
LangGraph of #LangChain
5 No-Cost Learning Resources for LLM Agents - KDnuggets
Why Agent Frameworks Will Fail (and what to use instead) - YouTube
Use pipeline instead of agents
AutoGPT
Significant-Gravitas/AutoGPT: AutoGPT is the vision of accessible AI for everyone, to use and to build on. Our mission is to provide the tools, so that you can focus on what matters.
AutoGPT教學懶人包｜下載、安裝方式及實測 自主分析功能更強大
“Wait, this Agent can Scrape ANYTHING?!” - Build universal web scraping agent - YouTube
AI Agent integrations | Workflow automation with n8n
AI Agents: From Theory to Practice (+Free Templates) – n8n Blog
AI 狂潮下的求生指南：為何只懂 ChatGPT 讓你離失業更近一步，n8n AI Agent 才是你的救命稻草 - YouTube
AI Agents Masterclass - YouTube Cole Medin
coleam00/ai-agents-masterclass: Follow along with my AI Agents Masterclass videos! All of the code I create and use in this series on YouTube will be here for you to use and even build on top of!
Transformers Agents
Agents & Tools
License to Call: Introducing Transformers Agents 2.0
Introducing Transformers Agents 2.0 | by Amanatullah | Medium
🤗 Hugging Face Transformers Agent | LangChain comparisons - YouTube
Semantic Router
Semantic Router | Aurelio AI
aurelio-labs/semantic-router: Superfast AI decision making and intelligent processing of multi-modal data.
Agentic RAG
Agentic RAG vs. Traditional RAG: Which Improves AI Capabilities More?
Agentic RAG: Make Chatting with Docs Smarter - YouTube with Transformer Agents
How to Implement Agentic RAG Using LangChain: Part 1 - KDnuggets
How to Implement Agentic RAG Using LangChain: Part 2 - KDnuggets
fabric
Hack your life (with demos) and get Superpowers! - YouTube
Translation
How Large Language Models Mimic the Human Translation Process - Slator
Google Explores How Large Language Models Actually Translate - Slator
LangChain
Introduction | 🦜️🔗 LangChain
Conceptual guide | 🦜️🔗 LangChain
langchain-ai/langchain: 🦜🔗 Build context-aware reasoning applications
LangGraph
langchain-ai/langgraph: Build resilient language agents as graphs.
LangChain: The Trendiest Web Framework of 2023, Thanks to AI - The New Stack
Unlocking the potential of large language models: Elastic's first code contribution to LangChain | Elastic Blog
The Problem With LangChain | Max Woolf's Blog
LangChain 101 Course (updated 2024 with LCEL). LangChain 101 course sessions. All code… | by Ivan Reznikov | Medium | Medium
LangChain - YouTube Cole Medin
Fresh And Updated Langchain Series- Understanding Langchain Ecosystem - YouTube Krish Naik
Streamlit
LangChain tutorial #1: Build an LLM-powered app in 18 lines of code
LangChain tutorial #2: Build a blog outline generator app in 25 lines of code
LangChain tutorial #3: Build a Text Summarization app
LangChain tutorial #4: Build an Ask the Doc app
LangChain tutorial #5: Build an Ask the Data app
How in-app feedback can increase your chatbot’s performance
Chat with pandas DataFrames using LLMs
Understanding the Langchain Framework | by Mehul Gupta | Data Science in your pocket | Sep, 2023 | Medium
Breaking the Language Model Barriers with LangChain 🦜️🔗 | by Jayita Bhattacharyya | May, 2023 | Medium
LangChain + Vectara: better together
One-Stop Framework Building Applications with LLMs
LangChain is the Android to OpenAI’s iOS
Unleashing the Power of LLM for Enterprise Applications with LangChain
Langchain with fastapi stream example · GitHub
Hugging Face + Langchain in 5 mins | Access 200k+ FREE AI models for your AI apps - YouTube
Integration Tutorial: How to use LangChain with Apify scrapers - YouTube
LlamaIndex
LlamaIndex, Data Framework for LLM Applications
LlamaIndex - LlamaIndex
run-llama/llama_index: LlamaIndex is a data framework for your LLM applications Optimized for building retrieval augmented generation
chatbot - Differences between Langchain & LlamaIndex - Stack Overflow
LangChain vs LlamaIndex: A Detailed Comparison | DataCamp
LangChain vs. LlamaIndex. Main differences - Addepto
LangChain vs LlamaIndex: Choose the Best Framework for Your AI Applications
Let's talk about LlamaIndex and LangChain | Superwise ML Observability
LlamaIndex vs LangChain - Choose the best framework
LangChain vs. LlamaIndex: A Comprehensive Comparison for Retrieval-Augmented Generation (RAG) | by Tamanna | Oct, 2024 | Medium
Hyena
Hyena 可達到與 GPT-4 同等的準確性，但使用的算力少 100 倍 | T 客邦
BERT/Gemini
BERT is rebranded as
Gemini
BERT Explained: State of the art language model for NLP
The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning) – Jay Alammar – Visualizing machine learning one concept at a time.
An In-Depth Tutorial to AllenNLP (From Basics to ELMo and BERT) | Machine Learning Explained
Paper Dissected: "BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding" Explained | Machine Learning Explained
从 Word Embedding 到 Bert 模型—自然语言处理中的预训练技术发展史 - 知乎
Demystifying BERT: The Groundbreaking NLP Framework
google-research/bert: TensorFlow code and pre-trained models for BERT
Simple BERT using TensorFlow 2.0 - Towards Data Science
Facebook Open-Sources RoBERTa: an Improved Natural Language Processing Model
Google Open-Sources ALBERT Natural Language Model
Rust Artificial Intelligence (The Simple Way) - YouTube rust-bert
BERT: one NLP model to rule them all (Practical AI #22) |> Changelog
Bard
Open-Source Bard API is Here
Google Bard AI 聊天機器人全球開放， 9 種案例應用的測試筆記
Claude
Anthropic \ Claude 2
free, accept larger amounts of tokens (100k vs 8k for GPT4)
ChatGPT 最大競爭對手 Claude 2 全面升級！功能強大且完全免費，值得一試的三個理由 - 第 1 頁 - The News Lens 關鍵評論網
Introducing the next generation of Claude \ Anthropic Claude 3, 200k context window
What Is Claude 3 and What Can You Do With It?
4 Reasons to Start Using Claude 3 Instead of ChatGPT
PalM
Google’s Generative AI Platform Is Now Available To Everyone
I built a fullstack PaLM AI app in just 2 minutes - YouTube
Dolly
全球首個完全開源的大語言模型 Dolly，性能堪比 GPT3.5！ | T 客邦
StableLM
Stability AI Launches the First of its StableLM Suite of Language Models — Stability AI
來自 Stable Diffusion 背後公司的「開源版 ChatGPT」， StableLM 想讓人人都能做自己的 GPT | T 客邦
Mistral AI
The best 7B, Apache 2.0
Mistral AI | Open source models
Llama
facebookresearch/llama: Inference code for LLaMA models
Introducing LLaMA: A foundational, 65-billion-parameter language model
[1506.05869] A Neural Conversational Model
Is AI really getting dumber? Llama2 vs GPT-4 - YouTube
LLaMA 3: Meta’s Most Powerful Open-Source Model Yet - KDnuggets
The Easiest Way of Running Llama 3 Locally - KDnuggets Ollama
Using Llama 3.2 Locally - KDnuggets Msty
Llama, Llama, Llama: 3 Simple Steps to Local RAG with Your Content - KDnuggets Ollama+LlamaIndex
Use (Almost) Any Language Model Locally with Ollama and Hugging Face Hub - KDnuggets
Build a chatbot with custom data sources, powered by LlamaIndex
EASILY Train Llama 3 and Upload to Ollama.com (Must Know) - YouTube
Meta’s LLaMA Leaked to the Public, Thanks To 4chan
Leaked LLaMA Unveils the Power of Open Source
Ecosystem
Ollama
Msty - Using AI Models made Simple and Easy
[2312.06674] Llama Guard: LLM-based Input-Output Safeguard for Human-AI Conversations
ggerganov/llama.cpp: Port of Facebook's LLaMA model in C/C++
LLaMA CPP Gets a Power-up With CUDA Acceleration
sahil280114/codealpaca for code generation like GitHub CoPilot
lxe/simple-llm-finetuner: Simple UI for LLM Model Finetuning
Alpaca
fine tuned LLaMa by Stanford with training and inference cost of only $600
Alpaca
Stanford CRFM
tatsu-lab/stanford_alpaca: Code and documentation to train Stanford's Alpaca models, and generate the data.
Vicuna
Vicuna: An Open-Source Chatbot Impressing GPT-4 with 90%* ChatGPT Quality | LMSYS Org
開源才是未來！300 美元打造的「平價版 ChatGPT」小羊駝真厲害，功力逼近 GPT 3.5 還單卡、手機都能跑 | T 客邦
Hugging Face
OpenAI 和 Google 都怕這張「開源笑臉」！作為 AI 界 Github 的 Hugging Face 推進了 AI 的「民主化」 | T 客邦
The Falcon has landed in the Hugging Face ecosystem
Falcon 180B open-source language model outperforms GPT-3.5 and Llama 2
An introduction to Hugging Face transformers and pipelines
GPT
GPT-4 vs. GPT-4o vs. GPT-4o Mini: What's the Difference?
OpenAI's GPT-3 was the largest network (175 billion parameters)
OpenAI is bought by Microsoft in 2019
OpenAI's new "dangerous" GPT-2 language model (Practical AI #32) |> Changelog
GPT-3: the gigantic artificial intelligence - Je suis un dev
Unicorn AI - Computerphile - YouTube
More GPT-2, the 'writer' of Unicorn AI - Computerphile - YouTube
GPT2
I taught an AI to make pasta - YouTube
Demo – InferKit
Train a GPT-2 Text-Generating Model w/ GPU - Colaboratory
5 Ways to Access GPT-4 for Free
ChatGPT
xx025/carrot: Free ChatGPT Site List 这儿为你准备了众多免费好用的 ChatGPT 镜像站点，当前 100+站点
ChatGPT 歷史溯源：從 1950 年代講起，談聊天機器人的前世今生 | T 客邦
ChatGPT was based on GPT4
【震撼】chatGPT，一切才剛剛開始，我們要做好準備了 | 老高與小茉 Mr & Mrs Gao - YouTube
一口气搞清楚 ChatGPT - YouTube
ChatGPT 参加北京高考，能考上哪个大学？你能比它分数更高吗？ - YouTube
ChatGPT 诞生记：先捞钱，再谈理想｜ OpenAI 翻身史 - YouTube
詳解 ChatGPT 是怎麼變「聰明」？ AI 其實跟你打字預測輸入一樣，這是真智慧還是假智慧？Google 在 AI 戰中大翻車！ - YouTube
ChatGPT 如何一本正经地胡说八道？它是怎么变身“懂王”的？【柴司 Chaico】How does ChatGPT talk nonsense seriously? - YouTube
How to Use the ChatGPT API
10 Custom GPTs That Actually Make ChatGPT Better
GPT-4 vs. GPT-4 Turbo vs. GPT-4o: What's the Difference
深度体验 GPT-4 加持的 ChatGPT，两个字：逆天-36 氪
人工智能 | ChatGPT & AIGC - YouTube
阿里版 ChatGPT 来了，这次我们让 GPT4 当了裁判！【差评君】 - YouTube
InstructGPT 论文精读【论文精读】 - YouTube
Auto-GPT
Significant-Gravitas/Auto-GPT: An experimental open-source attempt to make GPT-4 fully autonomous.
What is Auto-GPT? Everything to know about the next powerful AI tool | ZDNET
Install AutoGPT Locally 🤖 Step-By-Step Tutorial - YouTube
AutoGPT Tutorial - More Exciting Than ChatGPT - YouTube
AGI 新纪元：微软 JARVIS 与 Auto-GPT 揭秘，未来智能之门已开 | 回到 Axton - YouTube
Qwen
Introducing Qwen1.5 | Qwen
Code with CodeQwen1.5 | Qwen
Qwen/Qwen1.5-32B-Chat · Hugging Face
Colossal-AI
ColossalAI/applications/ChatGPT at main · hpcaitech/ColossalAI
Replicate ChatGPT Training Quickly and Affordable with Open Source Colossal-AI
EleutherAI
AI Summary
ChatPDF - Chat with any PDF!
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Variational Autoencoders (VAEs)
what is Variational Autoencoder
How do VAEs compare to other machine learning models, such as neural networks, for anomaly detection?
Understanding Variational Autoencoders (VAEs) | by Joseph Rocca | Towards Data Science
Variational AutoEncoders - GeeksforGeeks
Comparison of AutoEncoders vs. Variational Autoencoders | by Abhishek Shah | Medium
Why is VAE (variational autoencoder) better for anomaly detection than AE (autoencoder) for image data? - Quora
Unsupervised Anomaly Detection in Multivariate Time Series through Transformer-based Variational Autoencoder, Zhang et al., 2021
Uncovering Anomalies with Variational Autoencoders (VAE): A Deep Dive into the World of Unsupervised Learning | by Will Badr | Towards Data Science
Hands-on Anomaly Detection with Variational Autoencoders | by Alon Agmon | Towards Data Science
[2012.06260] Comparison of Anomaly Detectors: Context Matters
GAN vs VAE: Anomaly Detection with Deep Learning
Generative Models for Anomaly Detection: Enhancing Efficiency with VAEs and GANs
anomaly detection - Difference: Replicator Neural Network vs. Autoencoder - Data Science Stack Exchange
How can Variational Autoencoders (VAEs) be used in anomaly detection? | 5 Answers from Research papers
How are variational autoencoders used for anomaly detection in time-series data? | 5 Answers from Research papers
"How are variational autoencoders used for anomaly detection in financial time-series data? | 5 Answers from Research papers