Videos de local llm
Videos etiquetados con "local llm"
local llm 4 videos
I Trained My Own Tiny GPT From Scratch — And Ran It Locally
Most people think training an LLM means thousands of GPUs, massive datasets, and millions of dollars. That is true if you want to train something like ChatGPT. But in this video, I show how I trained a small decoder-only GPT-style language model from scratch using the TinyStories dataset — and ran it locally. This is not a chatbot. This is not instruction tuning. This is the basic idea behind language models: given a sequence of tokens, predict the next token. In this video, we go through the complete pipeline: * Preparing the TinyStories dataset * Creating a decoder-only GPT-style model * Training the model locally * Testing and evaluating the model * Generating text from the trained model * Serving the model using FastAPI The goal is not to beat ChatGPT. The goal is to understand how LLM training works end to end and prove that small, task-specific language models can still be useful. If you are learning AI engineering, I highly recommend going through this process at least once. After this, LLMs will stop feeling like magic and start feeling like systems you can understand, modify, and build. Get the code: https://www.rajkapadia.com/resources/432e3750-0eee-4da5-80b0-0cadf84f918b 00:00 The Myth About Training LLMs 00:53 TinyStories Dataset & Next Token Prediction 01:30 Why Small LLMs Still Matter 02:20 Project Structure & Important Files 04:03 Setup Commands & Training Pipeline 05:49 Generating Text From the Trained Model 06:24 Serving the Model With FastAPI 🚀 Join My Free Community! 👇 🌐 Nas.io - [Learn Everything About Chatbots](https://nas.io/learn-everything-about-chatbots) 📚 Master Google Dialogflow & Build Smart Chatbots! ES: [Enroll Now](https://www.udemy.com/course/master-google-dialogflow-build-smart-chatbots/) CX: [Enroll Now](https://www.udemy.com/course/master-dialogflow-cx-build-engaging-chatbots-2025) 💬 Join Our Discord Group & Connect with Like-Minded People! 🔗 [Discord Community](https://discord.gg/dKruft7Kqs) 🔥 Get Exclusive Perks & Behind-the-Scenes Content! 🎥 [Join This Channel](https://www.youtube.com/channel/UCOT01XvBSj12xQsANtTeAcQ/join) 💡 Need a Custom Chatbot or AI/ML/DL Solution? 📩 Contact me for: 🤖 Chatbot Development | 🧠 AI/ML/DL Projects 🎯 Hire Me on Freelance Platforms! 💼 [Fiverr Profile](https://www.fiverr.com/rajkkapadia) 💼 [Upwork Profile](https://www.upwork.com/freelancers/~0176aeacfcff7f1fc2) 💼 [LinkedIn Profile](https://www.linkedin.com/in/rajkkapadia/) 📢 Share Your Thoughts! 💬 Drop a comment below & let me know what you think about this video! 📌 Don't Forget to: 👍 LIKE | 🔔 SUBSCRIBE | 💬 COMMENT 🎶 Enjoy Life, Feel the Music. ✌️ Peace.
Large Language Models (LLMs) Explained From Scratch (Complete Beginner's Guide) | TAB 47
#largelanguagemodels #llmfullcourse #llmfromscratch Want to understand Large Language Models (LLMs) without complicated math? In this video, you'll learn what a Large Language Model is, how LLMs work, and why models like ChatGPT, Claude, Gemini, and DeepSeek are transforming AI. This complete LLM tutorial for beginners explains every fundamental concept step by step, including language models, AI models, next-word prediction, pre-training, fine-tuning, parameters, weights, biases, datasets, compute, and the difference between Small Language Models (SLMs) and Large Language Models (LLMs). Whether you're preparing for AI Engineering, Machine Learning, Generative AI, Prompt Engineering, or simply want to understand how modern AI works, this video builds a strong foundation from scratch. Click to start your Career in GenAI - MICROSOFT GenAI Course - https://bit.ly/4oxRGaF only Rs 299/ Join our WhatsApp Channel to get the latest updates, learning resources, job trends, and exclusive content : https://whatsapp.com/channel/0029Vb7v6JA3LdQdLhL9rQ2i Below are the concepts covered in this video : 00:26 – Introduction & What You'll Learn 01:54 – What Is a Large Language Model (LLM)? 03:50 – What Is Language? (Vocabulary, Grammar & Meaning) 05:31 – Programming Languages vs Human Languages 06:45 – What Is an AI Model? 10:33 – Models as Mathematical Approximations 12:13 – What Is a Language Model? 12:48 – Next Word Prediction Explained 15:10 – Why Is It Called a Large Language Model? 17:27 – Datasets, Parameters & Compute 18:43 – Weights, Biases & Parameters 19:22 – Small Language Models (SLMs) vs Large Language Models (LLMs) 21:48 – LLM Recap: Language + Model + Large 22:24 – Sequence Prediction Example 26:44 – Pre-training vs Fine-tuning 28:57 – Discriminative vs Generative Models 29:41 – What Is a Generative Model? #generativeai #deeplearning #llm #softwareengineer #webdevelopment #localllm #aiagents #aitools #llmtutorial
Today in AI: Claude 5 Pulled, Fusion API, Local Coding
Three major shifts hit the AI landscape today, ranging from regulatory interventions to new model routing abstractions. We are looking at a sudden export control order, a new way to blend frontier model outputs, and a massive community signal on local development. The US government's suspension of Anthropic's latest models creates a new precedent for API reliability and regulatory risk. Meanwhile, OpenRouter's Fusion endpoint offers a path toward model-agnostic pipelines, while practitioners on Hacker News are documenting the reality of moving production coding workflows off the cloud. #Claude #Anthropic #Openrouter 0:00 The Friday directive 0:12 Three AI signals 0:45 Model blending with Fusion 1:09 The local coding signal 1:35 API dependency stress tests 1:50 More technical breakdowns
What Is vLLM? ⚡ Fastest Way to Run AI Models Explained
🚀 In this video, learn What is vLLM and how it helps run Large Language Models (LLMs) faster and more efficiently. We’ll explain: ✅ What vLLM is ✅ How vLLM works ✅ Why it is faster than traditional inference methods ✅ GPU memory optimization with PagedAttention ✅ How to use vLLM for AI applications ✅ vLLM vs Ollama comparison ✅ Best use cases for developers & AI startups vLLM is becoming one of the most popular tools for serving AI models like Llama, DeepSeek, Mistral, and other open-source LLMs. If you're interested in AI, machine learning, ChatGPT alternatives, or self-hosted LLMs, this video is for you! 🔥 📌 Perfect for: AI Developers Python Programmers Machine Learning Engineers GenAI Enthusiasts Odoo & Automation Developers #vLLM #AI #LLM #MachineLearning #ArtificialIntelligence #Python #DeepSeek #Llama3 #GenAI #TechTutorial #OpenSourceAI #AIModels #InferenceEngineWhat Is vLLM? ⚡ Fastest Way to Run AI Models Explained vLLM Explained Simply 🚀 Speed Up Your AI & LLM Inference vLLM Tutorial for Beginners 🔥 Run Large Language Models Faster What Is vLLM and Why Everyone Is Using It? 🤖 vLLM vs Ollama vs LM Studio ⚔️ Best AI Model Runner? How vLLM Makes AI Models Super Fast ⚡ Beginner Guide vLLM Explained in Hindi 🇮🇳 Fast AI Inference Engine Run Llama & DeepSeek Faster with vLLM 🚀 Full Explanation vLLM Setup & Overview 🧠 High-Speed LLM Serving Made Easy Why Developers Love vLLM 💡 AI Model Optimization Explained