AI、AIGC、AGI、token、LLM、大模型、GPT、ChatGPT、幻觉、AI agent、Prompt、Prompt Engineering、Function calling、Embedding、RAG、知识库、打标、标注、数据标注、标注数据(输入-输出对)、pair、召回、召回率、语义召回、向量(vector)、向量化、文本向量化、vector database、COT(Chain of Thought)、FSL(Few-Shot Learning)、Fine-tuning、SFT(Supervised Fine-Tuning,监督微调)、DPO 和 RLHF、模型训练、预训练、pre-training and post-training、模型压缩、量化(Quantization)、剪枝(Pruning)、知识蒸馏(Knowledge Distillation)、Model Distillation/Language Distillation(模型蒸馏)、推理优化(inference)、context window、泛化、泛化能力、拟合、过拟合、神经网络、超参、损失函数、自爆 AI、光谱、LoRA、scaling law
学习重点:LLM,fine-tuning
学习目标:让 bot 学会某个人说话的风格
学习方法:
- 带着目标和问题学习
- 多动手:practice, practice, practice
- 费曼学习法:包括写下来、写博客公众号、讲给别人听、做分享
- 《软件能》的“十步学习法”:https://time.geekbang.org/column/article/127656
- 学会利用 AI 工具(ChatGPT、Claude 等)辅助学习
学习计划
- 李沐老师的GPT,GPT-2,GPT-3 论文精读视频:https://www.bilibili.com/video/BV1AF411b7xQ
- 视频中提到的论文:
- GPT-1: Improving Language Understanding by Generative Pre-Training: https://paperswithcode.com/paper/improving-language-understanding-by
- GPT-2: Language Models are Unsupervised Multitask Learners: https://paperswithcode.com/paper/language-models-are-unsupervised-multitask
- GPT-3: Language Models are Few-Shot Learners: https://arxiv.org/abs/2005.14165
- 视频中提到的论文:
- State of GPT by Andrej Karpathy (Microsoft Build 2023): https://www.youtube.com/watch?v=bZQun8Y4L2A&ab_channel=MicrosoftDeveloper
- “这个是 GPT 官方分享训练过程,注意 PPT 里面的文字、表格信息量也非常大。试着暂停,然后去理解每一句话、每一个数字的含义。 ”
- “Massively insightful talk by Andrej… He goes over how GPT is trained, gives some love to LLaMA, and offers some prompting tips. MUST WATCH!!!”
- This video is one of many sessions delivered at the Microsoft Build 2023 event. | In this session, you will hear from Andrej Karpathy on the training pipeline of GPT assistants like ChatGPT, from tokenization to pretraining, supervised finetuning, and Reinforcement Learning from Human Feedback (RLHF). Dive deeper into practical techniques and mental models for the effective use of these models, including prompting strategies, finetuning, the rapidly growing ecosystem of tools, and their future extensions. | Andrej Karpathy is a Slovak-Canadian computer scientist who served as the director of artificial intelligence and Autopilot Vision at Tesla. He currently works for OpenAI, where he specializes in deep learning and computer vision.
- Instruct GPT: https://openai.com/research/instruction-following (最接近 GPT-3.5 的一篇论文)
- 斯坦福的人工智能小镇论文
- 爆火论文打造《西部世界》雏形:25个AI智能体,在虚拟小镇自由成长:https://mp.weixin.qq.com/s?__biz=MzA3MzI4MjgzMw==&mid=2650873616&idx=1&sn=966d427ec1675f3a2c5f439d75f5ca65
- 逼真到离谱!1000个人类「克隆」进西部世界,AI相似度85%细节太炸裂:https://mp.weixin.qq.com/s/FKLCKHhP7xgYArLISDdiaw
- 各大 LLM 官方文档(可以先扫一眼,快速浏览)
- 📖 《What Is ChatGPT Doing … and Why Does It Work?》(By Stephen Wolfram Writings)(微信读书上有中文版): https://writings.stephenwolfram.com/2023/02/what-is-chatgpt-doing-and-why-does-it-work/
- 🎬 What is ChatGPT doing...and why does it work? Wolfram:https://www.youtube.com/watch?v=flXrLGPY3SU&ab_channel=Wolfram
- 🎬 How ChatGPT works | Stephen Wolfram and Lex Fridman https://www.youtube.com/watch?v=Ic88oVqr66w&ab_channel=LexClips
- 🎬 A Survey of Techniques for Maximizing LLM Performance: https://www.youtube.com/watch?v=ahnGLM-RC1Y&ab_channel=OpenAI
- Roadmap
- 🎬 Advice for students by Andrej Karpathy: https://youtu.be/_au3yw46lcg?t=794&si=GLS7zZExauOu0nrk
- 🎬 Advice for machine learning beginners | Andrej Karpathy and Lex Fridman: https://www.youtube.com/watch?v=I2ZK3ngNvvI&ab_channel=LexClips
- 📖 How to Build Your Career in AI - by Andrew Ng: https://info.deeplearning.ai/how-to-build-a-career-in-ai-book
- 📃 AI Engineer Roadmap: https://roadmap.sh/ai-engineer
- Greg Brockman: 我是如何成为一名机器学习实践者: https://mp.weixin.qq.com/s/nj2gUPdPYXVB3CfMh62EfA
- 书(可以先扫一眼,快速浏览)
- 📖 《GPT 图解》(黄佳 著)
- 课程(可以先扫一眼,快速浏览)
- 非必读,但是有空的时候推荐阅读
- 通向AGI之路:大型语言模型(LLM)技术精要: https://zhuanlan.zhihu.com/p/597586623
- OpenAI
- OpenAI developer platform: https://platform.openai.com/docs/overview ⭐️⭐️⭐️
- OpenAI Cookbook: https://cookbook.openai.com/ ⭐️⭐️⭐️
- Related resources from around the web | OpenAI Cookbook https://cookbook.openai.com/articles/related_resources
- OpenAI Dev-Day 2023: Breakout Sessions! https://community.openai.com/t/openai-dev-day-2023-breakout-sessions/505213
- Gemini
- Claude
技术原理类
- 《GPT 图解》(黄佳 著) ⭐️⭐️⭐️
- 《Python 自然语言处理》(Jalaj Thanaki 著) https://book.douban.com/subject/30350007/
- 《这就是 ChatGPT》(Stephen Wolfram 著) https://book.douban.com/subject/36449803/ ⭐️⭐️⭐️
- 英文版:What Is ChatGPT Doing ... and Why Does It Work? https://book.douban.com/subject/36325029/
- 《ChatGPT原理与应用开发》https://book.douban.com/subject/36789967/
- 《大模型应用解决方案 : 基于GPT-3、ChatGPT、GPT-4等Transformer架构的自然语言处理》https://book.douban.com/subject/36696373/
- 《自然语言处理入门》(何晗 著) https://book.douban.com/subject/34856701/
- 《大模型应用开发极简入门》https://book.douban.com/subject/36764820/
- 《数学之美》(吴军 著) https://www.douban.com/doubanapp/dispatch?uri=/book/35033507 ⭐️⭐️⭐️
应用实践类
- 《ChatGPT营销实践》https://book.douban.com/subject/36954824/
- 《AI商业广告设计实战108招》https://book.douban.com/subject/36894358/
- 《AI绘画与摄影实战108招:ChatGPT+Midjourney+文心一格》https://book.douban.com/subject/36894373/
- 《AI短视频生成与剪辑实战108招:ChatGPT+剪映》https://book.douban.com/subject/36889464/
- 《ChatGPT+AI文案写作实战108招》https://book.douban.com/subject/36894218/
- 《智慧共生 ChatGPT与AIGC生产力工具实践》https://book.douban.com/subject/36427721/
- 《AI重塑演讲力:ChatGPT 10倍提升演讲写作与表达》https://book.douban.com/subject/36947415/
- 📃 通往 AGI 之路: https://waytoagi.feishu.cn/wiki/QPe5w5g7UisbEkkow8XcDmOpn8e ⭐️⭐️⭐️
- Generative AI Engineer 知識庫 - ihower's Notes https://ihower.tw/notes/generative-ai-engineer
- 入门课程推荐: https://waytoagi.feishu.cn/wiki/ZYtkwJQSJiLa5rkMF5scEN4Onhd?table=tblWqPFOvA24Jv6X&view=veweFm2l9w ⭐️⭐️⭐️
- 🎬 https://www.deeplearning.ai/ ⭐️⭐️⭐️
- 🎬 YouTube Playlist
- Understanding AI Models | by IBM Technology https://www.youtube.com/playlist?list=PLOspHqNVtKAC-FUNMq8qjYVw6_semZHw0
- Large Language Models and Chatbots | by IBM Technology https://www.youtube.com/playlist?list=PLOspHqNVtKAAsiohuZj1Bt4XpA3_bkS3c
- AI and Machine Learning with Google Cloud Tech | by Google Cloud Tech https://www.youtube.com/playlist?list=PLIivdWyY5sqJdmVMjLI8iCul14XkTRosn
- 🎧 Large Language Models (LLMs) | by The TWIML AI Podcast with Sam Charrington https://www.youtube.com/playlist?list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox
- Google’s AI Course for Beginners (in 10 minutes)! https://www.youtube.com/watch?v=Yq0QkCxoTHM&t=6s&ab_channel=JeffSu
- Claude 3.5 Crash Course for Developers: Code 10x Faster in 2024 [Claude 3.5 artifacts] https://www.youtube.com/watch?v=fMa2zQIkQwM&ab_channel=codewithbrandon
- B 站
- 李宏毅
- 李沐
- https://huggingface.co/
- TABLUM’s LLM Explorer: https://llm.extractum.io/
- IBM 出品
- AI Fundamentals | by IBM Technology: https://www.youtube.com/playlist?list=PLOspHqNVtKADfxkuDuHduUkDExBpEt3DF ⭐️⭐️⭐️ [x] 🎬 AI vs Machine Learning: https://www.youtube.com/watch?v=4RixMPF4xis&t=4s&ab_channel=IBMTechnology ⭐️⭐️⭐️ [x] 🎬 AI, Machine Learning, Deep Learning and Generative AI Explained: https://www.youtube.com/watch?v=qYNweeDHiyU&ab_channel=IBMTechnology ⭐️⭐️⭐️
- 🎬 What are Generative AI models? https://www.youtube.com/watch?v=hfIUstzHs9A&ab_channel=IBMTechnology
- The Evolution of AI: Traditional AI vs. Generative AI https://www.youtube.com/watch?v=SNZSm02_fpU&ab_channel=IBMTechnology
- The 7 Types of AI - And Why We Talk (Mostly) About 3 of Them https://www.youtube.com/watch?v=XFZ-rQ8eeR8&ab_channel=IBMTechnology
- 🎬 AI: Explained https://www.youtube.com/watch?v=60LZ5Ie8XS8&ab_channel=Mrwhosetheboss
- 🎬 How AIs, like ChatGPT, Learn https://www.youtube.com/watch?v=R9OHn5ZF4Uo&ab_channel=CGPGrey
- 🎬 Introduction to Generative AI https://www.youtube.com/watch?v=G2fqAlgmoPo&ab_channel=GoogleCloudTech
- 🎬 Generative AI in a Nutshell - how to survive and thrive in the age of AI https://www.youtube.com/watch?v=2IK3DFHRFfw&ab_channel=HenrikKniberg
- 🎬 What is Data Pipeline? | Why Is It So Popular? https://www.youtube.com/watch?v=kGT4PcTEPP8&ab_channel=ByteByteGo
- 🎧 The TWIML AI Podcast with Sam Charrington
- Language Understanding and LLMs with Christopher Manning - 686 https://www.youtube.com/watch?v=VIZwxufxg28&list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox&index=2&t=2010s&ab_channel=TheTWIMLAIPodcastwithSamCharrington
- Training Data Locality and Chain-of-Thought Reasoning in LLMs with Ben Prystawski - 673 https://www.youtube.com/watch?v=MRwLhpqkSUM&list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox&index=14&ab_channel=TheTWIMLAIPodcastwithSamCharrington
- 延伸阅读
- 🎬 The 10 Stages of Artificial Intelligence https://www.youtube.com/watch?v=tFx_UNW9I1U&ab_channel=FutureBusinessTech
- 🎬 Torvalds Speaks: Impact of Artificial Intelligence on Programming https://www.youtube.com/watch?v=VHHT6W-N0ak&ab_channel=MasteryLearning
- 🎬 With Spatial Intelligence, AI Will Understand the Real World | Fei-Fei Li | TED https://www.youtube.com/watch?v=y8NtMZ7VGmU&ab_channel=TED
- 🎬 What Is an AI Anyway? | Mustafa Suleyman | TED https://www.youtube.com/watch?v=KKNCiRWd_j0&ab_channel=TED
- 🎬 The moment we stopped understanding AI [AlexNet] https://www.youtube.com/watch?v=UZDiGooFs54&ab_channel=WelchLabs
- 🎬 Machine Learning Explained in 100 Seconds https://www.youtube.com/watch?v=PeMlggyqz0Y&ab_channel=Fireship
- 🎬 IBM 出品
- What is Machine Learning? ⭐️⭐️⭐️ https://www.youtube.com/watch?v=9gGnTQTYNaE&ab_channel=IBMTechnology
- Ten Everyday Machine Learning Use Cases https://www.youtube.com/watch?v=CiSaY2xl9V4&ab_channel=IBMTechnology
- Machine Learning vs Deep Learning ⭐️⭐️⭐️ https://www.youtube.com/watch?v=q6kJ71tEYqM&ab_channel=IBMTechnology
- Supervised vs. Unsupervised Learning ⭐️⭐️⭐️ https://www.youtube.com/watch?v=W01tIRP_Rqs&ab_channel=IBMTechnology
- 🎧 The TWIML AI Podcast with Sam Charrington ⭐️
- AI Trends 2024: Machine Learning & Deep Learning with Thomas Dietterich - 666 https://www.youtube.com/watch?v=ZwKaDPT7NLI&list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox&index=9&ab_channel=TheTWIMLAIPodcastwithSamCharrington
- AI Trends 2024: Reinforcement Learning in the Age of LLMs with Kamyar Azizzadenesheli - 670 https://www.youtube.com/watch?v=MBo6SIIhTIY&list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox&index=10&ab_channel=TheTWIMLAIPodcastwithSamCharrington
- Teaching Large Language Models to Reason with Reinforcement Learning with Alex Havrilla - 680 https://www.youtube.com/watch?v=0pPBwcu-Ggo&list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox&index=18&ab_channel=TheTWIMLAIPodcastwithSamCharrington
- 课程
- Deep Learning Tutorial Videos 🔥[2024 Updated] | Simplilearn https://www.youtube.com/playlist?list=PLEiEAq2VkUUIYQ-mMRAGilfOKyWKpHSip
- 课程
- 🎬 Neural networks | by 3Blue1Brown · Course ⭐️⭐️⭐️ https://www.youtube.com/playlist?list=PLZHQObOWTQDNU6R1_67000Dx_ZCJB-3pi
- 🎬 Transformer Neural Networks - EXPLAINED! (Attention is all you need) https://www.youtube.com/watch?v=TQQlZhbC5ps&ab_channel=CodeEmporium
- 🎬 I Built a Neural Network from Scratch https://www.youtube.com/watch?v=cAkMcPfY_Ns&ab_channel=GreenCode
- Goolge 出品 ⭐️⭐️⭐️
- 🎬 Introduction to large language models https://www.youtube.com/watch?v=zizonToFXDs&ab_channel=GoogleCloudTech
- 🎬 Transformers, explained: Understand the model behind GPT, BERT, and T5 https://www.youtube.com/watch?v=SZorAJ4I-sA&ab_channel=GoogleCloudTech
- 🎬 What are Large Language Models (LLMs)? https://www.youtube.com/watch?v=iR2O2GPbB0E&ab_channel=GoogleforDevelopers
- IBM 出品 ⭐️⭐️⭐️
- 🎬 What is NLP (Natural Language Processing)? https://www.youtube.com/watch?v=fLvJ8VdHLA0&ab_channel=IBMTechnology
- 🎬 How Large Language Models Work https://www.youtube.com/watch?v=5sLYAQS9sWQ&ab_channel=IBMTechnology
- 🎬 Why Large Language Models Hallucinate https://www.youtube.com/watch?v=cfqtFvWOfg0&ab_channel=IBMTechnology
- 🎬 What are Transformers (Machine Learning Model)? https://www.youtube.com/watch?v=ZXiruGOCn9s&ab_channel=IBMTechnology
- 🎬 Transforming Language with Generative Pre-trained Transformers (GPT) https://www.youtube.com/watch?v=bdICz_sBI34&ab_channel=IBMTechnology
- 🎬 Should You Use Open Source Large Language Models? https://www.youtube.com/watch?v=y9k-U9AuDeM&ab_channel=IBMTechnology
- 🎬 Llama: The Open-Source AI Model that's Changing How We Think About AI https://www.youtube.com/watch?v=8c2LnKNoSmg&ab_channel=IBMTechnology
- 🎬 What Makes Large Language Models Expensive? https://www.youtube.com/watch?v=7gMg98Hf3uM&ab_channel=IBMTechnology
- Large Language Models: How Large is Large Enough? https://www.youtube.com/watch?v=7a2s3_wkiWo&ab_channel=IBMTechnology
- 🎬 Large Language Models explained briefly https://www.youtube.com/watch?v=LPZh9BOjkQs&ab_channel=3Blue1Brown
- 🎬 LLMs (Large Language Models) by Sam Witteveen https://www.youtube.com/playlist?list=PL8motc6AQftkp6hksbpzRps_NQvEKYOky
- 🎬 [1hr Talk] Intro to Large Language Models https://www.youtube.com/watch?v=zjkBMFhNj_g&ab_channel=AndrejKarpathy
- 通向AGI之路:大型语言模型(LLM)技术精要: https://zhuanlan.zhihu.com/p/597586623 ⭐️
- 🎬 How AI Models Understand Language - Inside the World of Parameters and Tokens https://www.youtube.com/watch?v=mnqXgojQCJI&ab_channel=GenAIinplainEnglish
- 🎬 Large Language Models from scratch: https://www.youtube.com/watch?v=lnA9DMvHtfI&ab_channel=Graphicsin5Minutes
- 🎬 Andrej Karpathy微软Build大会精彩演讲: GPT状态和原理 - 解密OpenAI模型训练_哔哩哔哩 ⭐️⭐️⭐️: https://www.bilibili.com/video/BV1ts4y1T7UH/
- ChatGPT Explained Completely. https://www.youtube.com/watch?v=-4Oso9-9KTQ&ab_channel=KyleHill
- How does ChatGPT work? Explained by Deep-Fake Ryan Gosling. https://www.youtube.com/watch?v=xU_MFS_ACrU&ab_channel=HowToFly
- So How Does ChatGPT really work? Behind the screen! https://www.youtube.com/watch?v=WAiqNav2cRE&ab_channel=ArvinAsh
- The Shockingly Simple Way the BRAIN of an AI Works! It's Genius! https://www.youtube.com/watch?v=NxTTXuUl-Lc&ab_channel=ArvinAsh
- 📖 What Is ChatGPT Doing … and Why Does It Work? — Stephen Wolfram Writings(微信读书上有中文版)⭐️⭐️⭐️ https://writings.stephenwolfram.com/2023/02/what-is-chatgpt-doing-and-why-does-it-work/
- 🎬 What is ChatGPT doing...and why does it work? Wolfram:https://www.youtube.com/watch?v=flXrLGPY3SU&ab_channel=Wolfram
- 🎬 How ChatGPT works | Stephen Wolfram and Lex Fridman https://www.youtube.com/watch?v=Ic88oVqr66w&ab_channel=LexClips
- 🎬 https://youtu.be/uCIa6V4uF84?si=vNw6q5DHAq90qevG
- 🎬 How ChatGPT Works Technically | ChatGPT Architecture https://www.youtube.com/watch?v=bSvTVREwSNw&ab_channel=ByteByteGo Transformers
- 🎬 How ChatGPT is Trained: https://www.youtube.com/watch?v=VPRSBzXzavo&ab_channel=AriSeff
- 🎬 Transformers (how LLMs work) explained visually | DL5 https://www.youtube.com/watch?v=wjZofJX0v4M&ab_channel=3Blue1Brown
- 🎬 Transformers: The best idea in AI | Andrej Karpathy and Lex Fridman ⭐️ https://www.youtube.com/watch?v=9uw3F6rndnA&t=28s&ab_channel=LexClips
- 官方出品 ⭐️⭐️⭐️
- https://www.youtube.com/@anthropic-ai
- Claude | Computer use for coding https://www.youtube.com/watch?v=vH2f7cjXjKI&ab_channel=Anthropic
- What should an AI's personality be? ⭐️⭐️⭐️ https://www.youtube.com/watch?v=iyJj9RxSsBY&ab_channel=Anthropic
- https://www.anthropic.com/api ⭐️⭐️⭐️
- 开发指南:https://docs.anthropic.com/en/home
- Cookbook https://github.com/anthropics/anthropic-cookbook
- Artifacts
- Artifacts are now generally available https://www.anthropic.com/news/artifacts
- What are Artifacts and how do I use them? https://support.anthropic.com/en/articles/9487310-what-are-artifacts-and-how-do-i-use-them
- https://www.youtube.com/@anthropic-ai
- Claude has taken control of my computer... https://www.youtube.com/watch?v=DVRg0daTads&ab_channel=Fireship
- Let's learn how to use Claude AI | by Corbin Brown https://www.youtube.com/playlist?list=PLJrzt4ameiaPxhwO2sMP1t-0w2MQ6h_Tr
- Claude AI Artifacts: Everything You Need to Know https://www.youtube.com/watch?v=4oW4PBRqhQs&ab_channel=CorbinBrown
- 15 Powerful Claude Artifacts Use Cases You Should Try https://www.youtube.com/watch?v=UA2W4xTqQzs&ab_channel=SkillLeapAI
- New ChatGPT Canvas vs. Claude Artifacts: HTML/CSS to WebGL Refactoring https://www.youtube.com/watch?v=ub-LJx9WBs8&ab_channel=EduardsRuzga
- https://github.com/meta-llama/llama3
- https://github.com/microsoft/Phi-3CookBook
- https://github.com/ollama/ollama
- CharacterGLM 开源模型: https://zhipu-ai.feishu.cn/wiki/MlRiwU8NXi3A3zkpHNdcvcUmnCg
- 🎬 What are AI Agents? https://www.youtube.com/watch?v=F8NKVhkZZWI&ab_channel=IBMTechnology
- 🎬 What is AI Agent? | Simple Explanation of an AI Agent https://www.youtube.com/watch?v=2-JV8UxegWE&ab_channel=codebasics
- 🎬 AI Agents Explained: How This Changes Everything https://www.youtube.com/watch?v=obFilwqWpDI&ab_channel=BotNirvana
- 🎬 AI Agents Explained Like You're 5 (Seriously, Easiest Explanation Ever!) https://www.youtube.com/watch?v=wazHMMaiDEA&ab_channel=Vendasta
- 🎬 What's next for AI agentic workflows ft. Andrew Ng of AI Fund ⭐️⭐️⭐️ https://www.youtube.com/watch?v=sal78ACtGTc&t=49s&ab_channel=SequoiaCapital
- 🎬 Andrew Ng Explores The Rise Of AI Agents And Agentic Reasoning | BUILD 2024 Keynote ⭐️⭐️⭐️ https://www.youtube.com/watch?v=KrRD7r7y7NY&ab_channel=SnowflakeInc.
- 🎬 Generative AI is just the Beginning AI Agents are what Comes next | Daoud Abdel Hadi | TEDxPSUT https://www.youtube.com/watch?v=z7-fPFtgRE4&ab_channel=TEDxTalks
- 🎧 The TWIML AI Podcast with Sam Charrington
- AI Agents for Data Analysis with Shreya Shankar - 703 https://www.youtube.com/watch?v=rSFXtNmlFkw&list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox&index=41&ab_channel=TheTWIMLAIPodcastwithSamCharrington
- An Agentic Mixture of Experts for DevOps with Sunil Mallya - 708 https://www.youtube.com/watch?v=kwz-PN8gm3w&list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox&index=42&ab_channel=TheTWIMLAIPodcastwithSamCharrington
- Automated Design of Agentic Systems with Shengran Hu - 700 https://www.youtube.com/watch?v=C5EyZAYlW7E&list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox&index=38&ab_channel=TheTWIMLAIPodcastwithSamCharrington
- 🎬 Build Anything with Claude Agents, Here’s How https://www.youtube.com/watch?v=5CmAKm1wWW0&ab_channel=DavidOndrej
- 课程
- 🎬 LLM Agents MOOC by Berkeley RDI Center on Decentralization & AI https://www.youtube.com/playlist?list=PLS01nW3RtgopsNLeM936V4TNSsvvVglLc
- GPTs必学指南:从基础到高级 | 如何用Action打造AgentGPT,手把手教程!https://www.youtube.com/watch?v=ZtVh2RDFSkQ&ab_channel=AI%E5%AD%A6%E9%95%BF%E5%B0%8F%E6%9E%97
- 🎬 IBM 出品
- What is LangChain? https://www.youtube.com/watch?v=1bUy-1hGZpI&ab_channel=IBMTechnology
- LangChain vs LangGraph: A Tale of Two Frameworks https://www.youtube.com/watch?v=qAF1NjEVHhY&ab_channel=IBMTechnology
- LangChain Explained in 13 Minutes | QuickStart Tutorial for Beginners https://www.youtube.com/watch?v=aywZrzNaKjs&ab_channel=Rabbitmetrics
- LangChain Explained In 15 Minutes - A MUST Learn For Python Programmers https://www.youtube.com/watch?v=mrjq3lFz23s&ab_channel=TechWithTim
- 课程
- LangChain Tutorials Playlist | LLM Tutorial Playlist | by codebasics https://www.youtube.com/playlist?list=PLeo1K3hjS3uu0N_0W6giDXzZIcB07Ng_F
- LangChain for Gen AI and LLMs | by James Briggs https://www.youtube.com/playlist?list=PLIUOU7oqGTLieV9uTIFMm6_4PXg-hlN6F
- https://learn.deeplearning.ai/courses/langchain/lesson/1/introduction
- Using ChatGPT with YOUR OWN Data. This is magical. (LangChain OpenAI API) https://www.youtube.com/watch?v=9AXP7tCI9PI&ab_channel=TechLead
- https://towardsdatascience.com/guide-to-chatgpts-advanced-settings-top-p-frequency-penalties-temperature-and-more-b70bae848069
- https://medium.com/@KTAsim/frequency-vs-presence-penalty-whats-the-difference-openai-api-51b0c4a7229e
- https://community.openai.com/t/cheat-sheet-mastering-temperature-and-top-p-in-chatgpt-api/172683
- https://learnprompting.org/docs/intermediate/configuration_hyperparameters?srsltid=AfmBOoq_feIDTZzNmu4-GfGC4Ddid1BNMPOOqS0PL2Aqwn7kat2RVYhh
- 模型设置 | Prompt Engineering Guide: https://www.promptingguide.ai/zh/introduction/settings
- 用好语言模型:temperature、top-p等核心参数解析本文将介绍几个关键参数,帮助读者更好地理解和运用 temp - 掘金: https://juejin.cn/post/7304282349944160296#heading-3
- 大模型核心参数解析(Top-k、Top-p、Temperature、frequency penalty、presence penalty)_大模型 temperature-CSDN博客: https://blog.csdn.net/u012856866/article/details/140308083
- 從新手邁向專家:全面解析LLM中的Frequency與Presence Penalty: https://medium.com/seaniap/%E5%BE%9E%E6%96%B0%E6%89%8B%E9%82%81%E5%90%91%E5%B0%88%E5%AE%B6-%E5%85%A8%E9%9D%A2%E8%A7%A3%E6%9E%90llm%E4%B8%AD%E7%9A%84frequency%E8%88%87presence-penalty-316e864e746f
- https://platform.openai.com/docs/guides/ ⭐️⭐️⭐️
[x] 🎬 A Survey of Techniques for Maximizing LLM Performance⭐️⭐️⭐️: https://www.youtube.com/watch?v=ahnGLM-RC1Y&ab_channel=OpenAI
- A Survey of Techniques for Maximizing LLM Performance (OpenAI DevDay) - ihower's Notes: https://ihower.tw/notes/%E6%8A%80%E8%A1%93%E7%AD%86%E8%A8%98-AI/2023/A+Survey+of+Techniques+for+Maximizing+LLM+Performance+(OpenAI+DevDay)
- OpenAI Cookbook: https://cookbook.openai.com/
- Related resources from around the web | OpenAI Cookbook: https://cookbook.openai.com/articles/related_resources
- Optimizing Your LLM for Performance and Scalability - KDnuggets: https://www.kdnuggets.com/optimizing-your-llm-for-performance-and-scalability
- 🎬 Prompt Engineering, RAG, and Fine-tuning: Benefits and When to Use https://www.youtube.com/watch?v=YVWxbHJakgg&ab_channel=EntryPointAI
- 🎬 Fine-Tuning, RAG, or Prompt Engineering? The Ultimate LLM Showdown Explained! https://www.youtube.com/watch?v=nNSUDjbXZ1w&ab_channel=PatralekhSatyam
- 🎬 RAG vs. Fine Tuning https://www.youtube.com/watch?v=00Q0G84kq3M&t=12s&ab_channel=IBMTechnology
- Open AI 出品
- Claude 出品
- AI prompt engineering: A deep dive https://www.youtube.com/watch?v=T9aRN5JkmL8&ab_channel=Anthropic
- 🎬 IBM 出品
- What is Prompt Tuning? https://www.youtube.com/watch?v=yu27PWzJI_Y&ab_channel=IBMTechnology
- 🎬 4 Methods of Prompt Engineering https://www.youtube.com/watch?v=1c9iyoVIwDs&ab_channel=IBMTechnology
- 🎧 Mental Models for Advanced ChatGPT Prompting with Riley Goodside - 652 https://www.youtube.com/watch?v=fMUNDFTGVXc&list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox&index=5&ab_channel=TheTWIMLAIPodcastwithSamCharrington
- https://github.com/f/awesome-chatgpt-prompts
- https://github.com/EmbraceAGI/awesome-chatgpt-zh
- https://github.com/langgptai/wonderful-prompts
- https://github.com/dair-ai/Prompt-Engineering-Guide
- 提示工程指南 | Prompt Engineering Guide: https://www.promptingguide.ai/zh
- 结构化提示词: https://langgptai.feishu.cn/wiki/RXdbwRyASiShtDky381ciwFEnpe
- https://learningprompt.wiki/docs/chatgpt-learning-path
- The Art of ChatGPT Prompting: A Guide to Crafting Clear and Effective Prompts https://fka.gumroad.com/l/art-of-chatgpt-prompting
- https://sulli.substack.com/p/chatgpt-4prompt-engineeringchatgpt
- 🎬 Prompt Engineering 101 - Crash Course & Tips https://www.youtube.com/watch?v=aOm75o2Z5-o&ab_channel=AssemblyAI
- 🎬 What Is Chain-of-Thought Prompting in Generative AI? https://www.youtube.com/watch?v=Fp-ue4UCE3s&ab_channel=EyeonTech
- 🎬 I Discovered The Perfect ChatGPT Prompt Formula https://www.youtube.com/watch?v=pmzZF2EnKaA&ab_channel=SkillLeapAI
- 🎬 5 Courses to master ChatGPT & Prompt engineering (100x your productivity) https://www.youtube.com/watch?v=Egg_5752XRs&ab_channel=PythonProgrammer
- 🎬 Unlock a Career as a Prompt Engineer In 5 Minutes https://www.youtube.com/watch?v=lVIPPIyCmkM&ab_channel=BriDoesAI
- 🎬 Master Prompt Engineering (Full Guide) https://www.youtube.com/watch?v=ydjRYmM19DY&ab_channel=LiamOttley
- 🎬 How to Make LLM Give You Exactly What You Want - Prompt Engineering https://www.youtube.com/watch?v=BfgmvZQcIsI&ab_channel=PatralekhSatyam
- 🎬 Master the Perfect ChatGPT Prompt Formula (in just 8 minutes)! https://www.youtube.com/watch?v=jC4v5AS4RIM&ab_channel=JeffSu
- 🎬 chatgpt 4 提示语教学 : 4个prompt engineering入门技巧提高和chatgpt的沟通效率 https://www.youtube.com/watch?v=dmb-CXgAtiI&t=1s&ab_channel=%E9%9B%AA%E8%8E%89sulliAI
- IBM 出品
- 🎬 What is Retrieval-Augmented Generation (RAG)? https://www.youtube.com/watch?v=T-D1OfcDW1M&ab_channel=IBMTechnology
- 🎬 What is Agentic RAG? https://www.youtube.com/watch?v=0z9_MhcYvcY&ab_channel=IBMTechnology
- 🎬 RAG Explained https://www.youtube.com/watch?v=qppV3n3YlF8&ab_channel=IBMTechnology
- What is Retrieval Augmented Generation (RAG) - Augmenting LLMs with a memory https://www.youtube.com/watch?v=LAfrShnpVIk&ab_channel=What%27sAIbyLouis-Fran%C3%A7oisBouchard
- What is RAG? (Retrieval Augmented Generation) https://www.youtube.com/watch?v=u47GtXwePms&ab_channel=DonWoodlock
- 🎬 How to Improve LLMs with RAG (Overview + Python Code) https://www.youtube.com/watch?v=Ylz779Op9Pw&ab_channel=ShawTalebi
- 🎬 Why Everyone is Freaking Out About RAG https://www.youtube.com/watch?v=uO6r0vQmGB0&ab_channel=TechWithTim
- 🎬 Back to Basics: Understanding Retrieval Augmented Generation (RAG) https://www.youtube.com/watch?v=_sq3ixXMQTc&ab_channel=AmazonWebServices
- 📃 What is RAG: Understanding Retrieval-Augmented Generation - Qdrant https://qdrant.tech/articles/what-is-rag-in-ai/#
- 🎧 Why Your RAG System Is Broken, and How to Fix It with Jason Liu - 709 https://www.youtube.com/watch?v=wexpoR1R03A&list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox&index=43&ab_channel=TheTWIMLAIPodcastwithSamCharrington
- Building Production-Ready RAG Applications: Jerry Liu https://www.youtube.com/watch?v=TRjq7t2Ms5I&ab_channel=AIEngineer
- Applying OpenAI's RAG Strategies: https://blog.langchain.dev/applying-openai-rag/
- 教程:
- Learn RAG From Scratch – Python AI Tutorial from a LangChain Engineer: https://www.youtube.com/watch?v=sVcwVQRHIc8&t=1700s&ab_channel=freeCodeCamp.org
- Vector Search RAG Tutorial – Combine Your Data with LLMs with Advanced Search https://www.youtube.com/watch?v=JEBDfGqrAUA&t=2s&ab_channel=freeCodeCamp.org Embeddings and Vector Databases
- 🎬 What is a Vector Database? https://www.youtube.com/watch?v=t9IDoenf-lo&ab_channel=IBMTechnology
- 🎬 Vector databases are so hot right now. WTF are they? https://www.youtube.com/watch?v=klTvEwg3oJ4&ab_channel=Fireship
- 🎬 OpenAI Embeddings and Vector Databases Crash Course https://www.youtube.com/watch?v=ySus5ZS0b94&ab_channel=AdrianTwarog
- https://platform.openai.com/docs/guides/fine-tuning ⭐️ ⭐️ ⭐️
- 详细教程:自定义大模型之微调ChatGPT https://news.qq.com/rain/a/20240701A0AHQH00
- 什么是微调 (fine-tuning)? 如何微调 GPT-3.5 模型?|ExplainThis https://www.explainthis.io/zh-hans/ai/fine-tuning-gpt
- Fine-Tuning OpenAI's GPT-4: A Step-by-Step Guide https://www.datacamp.com/tutorial/fine-tuning-openais-gpt-4-step-by-step-guide
- https://learn.deeplearning.ai/courses/finetuning-large-language-models/lesson/1/introduction ⭐️⭐️⭐️
- 何时需要微调?微调的作用?⭐️⭐️⭐️ https://learn.microsoft.com/zh-cn/azure/ai-services/openai/concepts/fine-tuning-considerations
- 准备训练集、数据集可参考 ⭐️⭐️⭐️:https://learn.microsoft.com/zh-cn/azure/ai-services/openai/how-to/fine-tuning?tabs=turbo%2Cpython-new&pivots=programming-language-studio#prepare-your-training-and-validation-data
- 🎬 How to tune LLMs in Generative AI Studio ⭐️⭐️⭐️ https://www.youtube.com/watch?v=4A4W03qUTsw&ab_channel=GoogleCloudTech
- 🎧 Building Real-World LLM Products with Fine-Tuning and More with Hamel Husain - 694 ⭐️⭐️⭐️ https://www.youtube.com/watch?v=sGqEKzJYrNE&list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox&index=3&ab_channel=TheTWIMLAIPodcastwithSamCharrington
- 🎬 EASIEST Way to Fine-Tune a LLM and Use It With Ollama https://www.youtube.com/watch?v=pxhkDaKzBaY&ab_channel=warpdotdev
- LoRA
- 🎬 LoRA - Low-rank Adaption of AI Large Language Models: LoRA and QLoRA Explained Simply https://www.youtube.com/watch?v=lixMONUAjfs&ab_channel=WesRoth
- 🎬 LoRA & QLoRA Fine-tuning Explained In-Depth https://www.youtube.com/watch?v=t1caDsMzWBk&ab_channel=EntryPointAI
- 🎬 Training Your Own AI Model Is Not As Hard As You (Probably) Think https://www.youtube.com/watch?v=fCUkvL0mbxI&ab_channel=Steve%28Builder.io%29
- 🎬 How to Improve your LLM? Find the Best & Cheapest Solution https://www.youtube.com/watch?v=pHv9SsE4Mb4&ab_channel=What%27sAIbyLouis-Fran%C3%A7oisBouchard
- 🎬 Train & Fine-Tune Language Models for Production Course by Activeloop, Towards AI & Intel Disruptor https://www.youtube.com/watch?v=iaYtuh5axJc&ab_channel=What%27sAIbyLouis-Fran%C3%A7oisBouchard
- 🎬 Fine-Tune ChatGPT For Your Exact Use Case https://www.youtube.com/watch?v=5vvtohsuo6A&ab_channel=MatthewBerman
- 🎬 Fine-tuning Large Language Models (LLMs) | w/ Example Code https://www.youtube.com/watch?v=eC6Hd1hFvos&ab_channel=ShawTalebi
- 🎬 Fine-tuning Llama 2 on Your Own Dataset | Train an LLM for Your Use Case with QLoRA on a Single GPU https://www.youtube.com/watch?v=MDA3LUKNl1E&ab_channel=VenelinValkov
- 🎬 Fine-tuning LLMs with PEFT and LoRA https://www.youtube.com/watch?v=Us5ZFp16PaU&ab_channel=SamWitteveen
- 🎬 Finetuning LLM | by Mervin Praison https://www.youtube.com/playlist?list=PLYQsp-tXX9w5V4TetD4vAifPmUxMgnQHv
- Function calling - OpenAI API ⭐️⭐️⭐️: https://platform.openai.com/docs/guides/function-calling
- 白话理解 ChatGPT API 的函式呼叫功能 (function calling)|ExplainThis: https://www.explainthis.io/zh-hans/ai/function-calling
- Evaluating model performance - OpenAI API ⭐️⭐️⭐️ https://platform.openai.com/docs/guides/evals
- 🎧 How Microsoft Scales Testing and Safety for Generative AI with Sarah Bird - 691 https://www.youtube.com/watch?v=-iP6wOyF_m4&list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox&index=24&ab_channel=TheTWIMLAIPodcastwithSamCharrington
- Safety best practices - OpenAI API ⭐️⭐️⭐️ https://platform.openai.com/docs/guides/safety-best-practices
- 🎧 The TWIML AI Podcast with Sam Charrington
- How Microsoft Scales Testing and Safety for Generative AI with Sarah Bird - 691 https://www.youtube.com/watch?v=-iP6wOyF_m4&list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox&index=24&ab_channel=TheTWIMLAIPodcastwithSamCharrington
- Ensuring LLM Safety for Production Applications with Shreya Rajpal - 647 https://www.youtube.com/watch?v=NCe34tsVu0k&list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox&index=36&ab_channel=TheTWIMLAIPodcastwithSamCharrington
- 📖 How to Build Your Career in AI - by Andrew Ng ⭐️⭐️⭐️ : https://info.deeplearning.ai/how-to-build-a-career-in-ai-book
- 📃 AI Engineer Roadmap ⭐️⭐️⭐️: https://roadmap.sh/ai-engineer
- 🎬 Advice for machine learning beginners | Andrej Karpathy and Lex Fridman ⭐️⭐️⭐️ https://www.youtube.com/watch?v=I2ZK3ngNvvI&ab_channel=LexClips
- Data Scientist vs. AI Engineer https://www.youtube.com/watch?v=Vxw0nE1qfZc&ab_channel=IBMTechnology
- 🎬 How I'd Learn AI (If I Had to Start Over) https://www.youtube.com/watch?v=TR7AGmey1C8&ab_channel=ThuVudataanalytics
- 🎬 AI Machine Learning Roadmap: Self Study AI! https://www.youtube.com/watch?v=nznFtfgP2ks&ab_channel=Exaltitude
- 🎬 Don’t Be An ML/AI Engineer If You’re Like This... https://www.youtube.com/watch?v=gWzfL4nJB0o&ab_channel=Exaltitude
- 🎬 The Complete Machine Learning Roadmap [2024] https://www.youtube.com/watch?v=7IgVGSaQPaw&ab_channel=ProgrammingwithMosh
- 🎬 How I’d learn ML in 2024 (if I could start over) https://www.youtube.com/watch?v=gUmagAluXpk&t=32s&ab_channel=BorisMeinardus
- 🎬 How I'd Learn AI in 2024 (if I could start over) https://www.youtube.com/watch?v=h2FDq3agImI&ab_channel=DaveEbbelaar
- 🎬 The AI Edge: Work Smarter, Not Harder | by Jeff Su https://www.youtube.com/playlist?list=PLo-kPya_Ww2zT0trbGN68Rmh_xZcq_BoR
- 🎬 How I Made AI Assistants Do My Work For Me: CrewAI https://www.youtube.com/watch?v=kJvXT25LkwA&ab_channel=MayaAkim
- 🎬 How AI Could Empower Any Business | Andrew Ng | TED ⭐️⭐️⭐️ https://www.youtube.com/watch?v=reUZRyXxUs4&ab_channel=TED
- 🎬 突破个人能力天花板,和AI协作的12个范式: https://www.youtube.com/watch?v=1RVwpv0oVxo&ab_channel=Topbook
- 🎬 How to use ChatGPT to easily learn any skill you want https://www.youtube.com/watch?v=MnDudvCyWpc&ab_channel=BriDoesAI
- 🎬 How to use ChatGPT to learn a language: tips and prompts https://www.youtube.com/watch?v=QlLz4WV7xLU&ab_channel=SteveKaufmann-lingosteve
- 🎬 How To Use ChatGPT To Learn ANY Skill Quickly (Tutorial) https://www.youtube.com/watch?v=vYvOTGk7hOA&ab_channel=CharlieChang
- Best AI Coding Tools for Developers in 2024: https://www.youtube.com/watch?v=-Aw37UyTK7w&ab_channel=Codevolution
- Cursor: https://www.cursor.com/
- Cursor Team: Future of Programming with AI | Lex Fridman Podcast #447: https://www.youtube.com/watch?v=oFfVt3S51T4&ab_channel=LexFridman
- Will AI replace programmers? | Cursor Team and Lex Fridman:https://www.youtube.com/watch?v=reH9VRMPRpY&ab_channel=LexClips
- The World's Most Powerful AI Coding Tool—Cursor: Everyone Can Be a Programmer: https://www.youtube.com/watch?v=R9JIi2zMNHA&ab_channel=AI%E8%BF%9B%E5%8C%96%E8%AE%BA-%E8%8A%B1%E7%94%9F
- Cursor AI tutorial for beginners: https://www.youtube.com/watch?v=gqUQbjsYZLQ&ab_channel=GregIsenberg
- How To Use Cursor AI For Beginners: https://www.youtube.com/watch?v=Rgz6mX93C4Y&ab_channel=CorbinBrown
- Coding with Cursor AI | Is this the Future of Coding?! https://www.youtube.com/watch?v=JLJtuEDcO1g&ab_channel=TiffInTech
- GitHub Copilot
- 🎬 GitHub Copilot Just Destroyed All AI Code Editor Startups https://www.youtube.com/watch?v=Byt6fZZBz_g&ab_channel=Melkey
- Claude vs ChatGPT
- 🎧 Supercharging Developer Productivity with ChatGPT and Claude with Simon Willison - 701 https://www.youtube.com/watch?v=CRpHNB87gRY&list=PLILZm3MRkvH_Haw5riDiH3Eb1nNDauoox&index=39&ab_channel=TheTWIMLAIPodcastwithSamCharrington
- 🎬 Why Are Programmers Switching from ChatGPT to Claude 3.5 https://www.youtube.com/watch?v=umiRfFvKSGM&ab_channel=CodexCommunity
- 🎬 Claude vs GPT vs o1: Which AI is best at programming? | Cursor Team and Lex Fridman https://www.youtube.com/watch?v=vn8kDYNYfXA&ab_channel=LexClips
- 🎬 合辑 Getting Started with Copilot in VS Code | by Visual Studio Code: https://www.youtube.com/playlist?list=PLj6YeMhvp2S7rQaCLRrMnzRdkNdKnMVwg
- https://bolt.new
- Figma AI
- https://www.figma.com/ai/
- Generate Figma Designs with AI: https://www.builder.io/blog/ai-figma
- BEST FIGMA AI TOOLS for UI/UX Designers 2024⚡️| Saptarshi Prakash #shorts: https://youtube.com/shorts/N-9YfSlPqpE?si=y2n--w2TlwzaUY6M
- 🎬 Design Apps With Prompts: FIGMA AI Changes Everything https://www.youtube.com/watch?v=BcQ-qLMYwGw&ab_channel=AISamson
- 🎬 Figma AI Launched! - I'm Impressed! | Create UI With AI With New Figma Features https://www.youtube.com/watch?v=WZ0_703Rkvc&ab_channel=PunitChawla
- 🎬 How I built a REAL app using Figma AI in 48 hrs! (ENTIRE UX/UI Process) https://www.youtube.com/watch?v=tdvlxcSep54&ab_channel=DesignerUp
- 🎬 I Built An App UI/UX Design Using ONLY AI! (In 30 Minutes) 🤖💻 | Saptarshi Prakash https://www.youtube.com/watch?v=iSReYz7B4i0&ab_channel=SaptarshiPrakash
- 🎬 UI/UX Design Tools With AI https://www.youtube.com/playlist?list=PLd7KbGVrvKryc4YDVZ-Ix96ha5rftPxSf
- 🎬 One-Click AI Web Development Tutorial - Learn how to Turn Figma Designs into Working Code using AI https://www.youtube.com/watch?v=-kLs1NGt3ys&ab_channel=freeCodeCamp.org
- 🎬 IBM 出品
- Build a Chatbot with AI in 5 minutes https://www.youtube.com/watch?v=3iGWMImiGjU&ab_channel=IBMTechnology
- Code, Generate, Repeat: Building a Full-Stack Generative AI Application https://www.youtube.com/watch?v=2hB3XzfpGtI&ab_channel=IBMTechnology
- 🎬 Learn AI | by Thu Vu data analytics https://www.youtube.com/playlist?list=PLbHrOSG7nVN32lSSW6TyYRZFVj7xlzukY
- 🎬 I Analyzed My Finance With Local LLMs https://www.youtube.com/watch?v=h_GTxRFYETY&ab_channel=ThuVudataanalytics
- 🎬 Let's build GPT: from scratch, in code, spelled out: https://www.youtube.com/watch?v=kCc8FmEb1nY&ab_channel=AndrejKarpathy ⭐️⭐️⭐️
- 🎬 Run your own AI (but private) https://www.youtube.com/watch?v=WxYC9-hBM_g&ab_channel=NetworkChuck
- 🎬 host ALL your AI locally https://www.youtube.com/watch?v=Wjrdr0NU4Sk&ab_channel=NetworkChuck
- 🎬 Feed Your OWN Documents to a Local Large Language Model! https://www.youtube.com/watch?v=fFgyOucIFuk&ab_channel=Dave%27sGarage
- Set up a Local AI like ChatGPT on your own machine! https://www.youtube.com/watch?v=DYhC7nFRL5I&ab_channel=Dave%27sGarage
- Python RAG Tutorial (with Local LLMs): AI For Your PDFs https://www.youtube.com/watch?v=2TJxpyO3ei4&ab_channel=pixegami
- 「Agent 共学」之"谁是人类" 「WayToAGI x 阿里云」: https://waytoagi.feishu.cn/wiki/Gm72wS4BqixefikquThcERlgnD0
- 皮皮:你的微信虚拟女友 - 李洛云: https://waytoagi.feishu.cn/wiki/L5bGwX0NDiT9QAkOZUOcn3YinTd ⭐️⭐
- 🎧 我在 Character.ai 做 Post Training|对谈前 C.AI 模型应用算法专家 Ted | | 小宇宙 ⭐️⭐️⭐️: https://www.xiaoyuzhoufm.com/episode/67359e9843dc3a43878eaa90
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