Ollama Course – Build AI Apps Locally
Learn really to group up and usage Ollama to build powerful AI applications locally. This hands-on people covers pulling and customizing models, REST APIs, Python integrations, and real-world projects for illustration a Grocery List Organizer, RAG System, and an AI Recruiter Agency. Perfect for developers and AI enthusiasts fresh to bring their ideas to life pinch section LLMs. Don’t miss the exclusive BONUS task astatine the end! 💻 Code: https://github.com/pdichone/ollama-fundamentals 🔗 Ollama Starter Pack (code templates, cheat sheet, punctual guide, and more): https://bit.ly/ai-starter-pack Course developed by @vincibits Keep successful touch: https://www.vincibits.com/welcome ⭐️ Contents ⭐️ ⌨️ (0:00:00) Intro ⌨️ (0:02:00) What Is this people about? ⌨️ (0:03:49) Course Prerequisites ⌨️ (0:05:28) Development Environment Setup ⌨️ (0:06:43) Ollama Deep Dive ⌨️ (0:13:08) Ollama Key Features ⌨️ (0:17:09) Ollama Setup ⌨️ (0:18:03) Download Ollama Locally ⌨️ (0:26:18) Ollama Models - How to Pull Different Ollama Models Locally ⌨️ (0:33:41) LLM Parameters Deep Dive ⌨️ (0:39:39) Understanding Model Benchmarks ⌨️ (0:42:56) Ollama Basic CLI Commands - Pull and Testing Models ⌨️ (0:47:09) Pull successful the Llava Multimodal MOdel and Captioning an Image - Hands-on ⌨️ (0:52:13) Summarize and Sentiment Analysis and Customizing Models pinch the Modelfile ⌨️ (1:00:02) Ollama REST API ⌨️ (1:04:39) Ollama REST API - Request JSON ⌨️ (1:07:59) Ollama Models Support Different Tasks - Summary ⌨️ (1:08:40) Different Ways to Interact pinch Ollama Models - Overview ⌨️ (1:10:42) Ollama Model Running Under Msty App - Frontend Tool - RAG Hands-on ⌨️ (1:21:46) Introduction to Python Library for Building LLM Applications Locally ⌨️ (1:24:14) Interact pinch Llama3 successful Python utilizing Ollama REST API ⌨️ (1:29:29) Ollama Python Library Chatting pinch our Model ⌨️ (1:35:42) Chat Example pinch Streaming ⌨️ (1:37:15) Using Ollama Show Function ⌨️ (1:39:15) Create a Custom Model successful Code ⌨️ (1:43:05) Build a Real-world Use lawsuit Application - Introduction ⌨️ (1:43:29) Build a LLM App - Grocery List Organizer ⌨️ (1:51:46) Building RAG Systems pinch Ollama - Overview of RAG Systems and Langchain Crash Course ⌨️ (1:59:24) Deep Dive into Vectorstore and Embeddings - the Whole Picture - Crash Course ⌨️ (2:05:33) Overview of Our PDF RAG System We will beryllium Building ⌨️ (2:07:29) Set up our RAG System - Document Ingestion and Vector DB Creation and Embeddings ⌨️ (2:15:56) RAG System - Retrieval and Querying - Final ⌨️ (2:24:27) RAG System - Cleaner Code (Code Refactoring) ⌨️ (2:26:26) RAG System - Streamlit Version ⌨️ (2:28:00) BONUS for YOU! ⌨️ (2:28:33) Introduction to the Next Application - AI Recruiter Agency ⌨️ (2:29:18) Building the AI Recruiter Agency ⌨️ (2:56:13) Outro - Final Thoughts and Your Bonus - Thank you! 🎉 Thanks to our Champion and Sponsor supporters: 👾 Drake Milly 👾 Ulises Moralez 👾 Goddard Tan 👾 David MG 👾 Matthew Springman 👾 Claudio 👾 Oscar R. 👾 jedi-or-sith 👾 Nattira Maneerat 👾 Justin Hual -- Learn to codification for free and get a developer job: https://www.freecodecamp.org Read hundreds of articles connected programming: https://freecodecamp.org/news