Built my first end-to-end RAG pipeline 🚀
• PDF ingestion + chunking
• Local embeddings (MiniLM)
• Qdrant vector DB (Docker)
• Context retrieval + grounding
• Mistral via OpenRouter
@piyushgarg_dev@Hiteshdotcom
Demo attached 👇
#BuildInPublic#GenAI#LLM
Built my first end-to-end RAG pipeline 🚀
• PDF ingestion + chunking
• Local embeddings (MiniLM)
• Qdrant vector DB (Docker)
• Context retrieval + grounding
• Mistral via OpenRouter
@piyushgarg_dev@Hiteshdotcom
Demo attached 👇
#BuildInPublic#GenAI#LLM
Day 6 (Morning Session 4–7 AM) 🌅
• LangChain PDF document loaders
• Document chunking & splitting
•Vector stores as retrievers
•LangChain-powered RAG retrieval
•Sync vs Async in RAG architectures
•Intro to async queue-based systems
@Hiteshdotcom#BuildInPublic#LangChain
Day 5 (4–7 AM) 🌅
• Intro to RAG & LangChain
• RAG problems & naive retrieval
• Indexing workflow & retrieval
• Vector DB setup (Docker)
• LangChain setup & PDF loaders
•Chunking & vector retrievers
•End-to-end RAG execution
#BuildInPublic#RAG#LangChain#GenAI#LLM#AI
Day 4 (Evening Session: 6–8 PM) 🌙
Covered:
•Agentic AI fundamentals
•Core concepts of AI agents
•Built my first AI agent
•Structured outputs with Pydantic
•CLI coding agent from scratch
Entering AI Agents🤖🔥
#BuildInPublic#AIAgents#LLM#Python#Pydantic#100DaysOfCode
Day 4 (Morning Session: 4AM–7AM) 🌅
Completed:
• HF account configuration & security
• Accessing instruct-tuned models (Gemma)
•Installing & using Hugging Face CLI
•Downloading & running models from HF Hub
Consistency mode ON 🔥
#BuildInPublic#AI#LLM#HuggingFace#GenAI
Day 3/100 🚀
Learned: • Ollama overview
•Docker setup for local LLMs
•Running Ollama models
• OpenWebUI config
• FastAPI setup
• Ollama + FastAPI integration
• Hugging Face CLI basics
Building my local AI stack step by step 🔥
@Hiteshdotcom#BuildInPublic#AI#LLM#ollama
Day 3/100 🚀
Learned: • Ollama overview
•Docker setup for local LLMs
•Running Ollama models
• OpenWebUI config
• FastAPI setup
• Ollama + FastAPI integration
• Hugging Face CLI basics
Building my local AI stack step by step 🔥
@Hiteshdotcom#BuildInPublic#AI#LLM#ollama
@nickventuri@Hiteshdotcom Great idea! I’ll test a real task with zero-shot → one-shot → few-shot and compare the outputs + reasoning changes.
Also trying temp 0 vs 0.8 to observe determinism vs creativity.
Next: prompting for structured JSON outputs for an AI project 🚀
Consistency on X starts NOW 🚀
Today I studied:
• OpenAI API setup
• Invoking APIs with Python
• Google Gemini account setup
• Using Gemini via OpenAI-compatible APIs
Restarting the course from here to strengthen fundamentals 🔁
Hyperlapse video dropping 🎥⚡
#BuildInPublic
Consistency on X starts NOW 🚀
Today I studied:
• OpenAI API setup
• Invoking APIs with Python
• Google Gemini account setup
• Using Gemini via OpenAI-compatible APIs
Restarting the course from here to strengthen fundamentals 🔁
Hyperlapse video dropping 🎥⚡
#BuildInPublic
How introvert are you?
Me:
Only @X@XCorpIndia
Wished me on my B'day today
(except my parents)
Even the regular wisher @TheOfficialSBI forgot maybe because it's Sunday Today 😄
How introvert are you?
Me:
Only @X@XCorpIndia
Wished me on my B'day today
(except my parents)
Even the regular wisher @TheOfficialSBI forgot maybe because it's Sunday Today 😄