LLMs
4 Ways to Run LLMs Locally
Llama-3, DeepSeek, Phi, and many many more.
Avi Chawla
373 posts published
AI Agents Course
Agentic Systems 101: Fundamentals, Building Blocks, and How to Build Them (Part A)
AI Agents Crash Course—Part 1 (with implementation).
RAG Systems Course
16 Techniques to Supercharge and Build Real-world RAG Systems (Part 2)
A comprehensive guide with practical tips on building robust RAG solutions.
Pandas
Pandas Mind Map
The ultimate mind map to master Pandas.
RAG Systems Course
16 Techniques to Supercharge and Build Real-world RAG Systems (Part 1)
A comprehensive guide with practical tips on building robust RAG solutions.
LLMs
5 Agentic AI design patterns
...explained visually.
LLMs
RAG vs Graph RAG
...explained visually.
Python
Descriptors in Python
An underrated gem of Python OOP.
RAG Systems Course
A Crash Course on Building RAG Systems – Part 9 (With Implementation)
A deep dive into ColPali for building vision-driven RAG systems (with implementation).
Pandas
FireDucks vs. Pandas vs. DuckDB vs. Polars
Performance comparison.
10 Most Common Regression and Classification Loss Functions
...explained in a single frame.
RAG Systems Course
A Crash Course on Building RAG Systems – Part 8 (With Implementation)
A deep dive into ColBERT and ColBERTv2 for improving RAG systems (with implementation).
LLMs
Building a 100% local mini-ChatGPT
...using Llama-3.2 Vision and Chainlit.
RAG Systems Course
A Crash Course on Building RAG Systems – Part 7 (With Implementation)
A deep dive into Graph RAG and how it improves traditional RAG systems (with implementation).
LLMs
RAG vs. Agentic RAG
...explained visually
LLMs
[Hands-on] Building A Multi-agent News Generator
...using Cohere’s Command R7B and CrewAI.
![[Hands-on] Building A Multi-agent News Generator](https://storage.ghost.io/c/d8/25/d8254d8f-566a-42ac-8bcd-138671e20542/content/images/size/w800/2024/12/8a8ccee4-609f-49ff-9807-39ea2dcc8f17_1776x890.gif)
LLMs
What is Temperature in LLMs?
Predictable ↔ Random.
LLMs
LoRA/QLoRA—Explained From a Business Lens
From 350 GB to 25 MB.
LLMs
Generate Synthetic Datasets with Llama3
...for fine-tuning other LLMs.
RAG Systems Course
A Crash Course on Building RAG Systems – Part 6 (With Implementation)
A deep dive into building multimodal RAG systems on real-world data (with implementation).
LLMs
Building a RAG app using Llama-3.3
Meta's latest LLM (100% Local).
Agents
Intro to ReAct (Reasoning and Action) Agents
...and building one with Dynamiq.
LLMs
[Hands-on] Building a Llama-OCR app
...using Llama-3.2-vision model and Streamlit.
![[Hands-on] Building a Llama-OCR app](https://storage.ghost.io/c/d8/25/d8254d8f-566a-42ac-8bcd-138671e20542/content/images/size/w800/2024/12/Screenshot-2024-12-13-at-2.03.11-AM.png)
AI applications
[Hands-on] Building a Real-Time AI Voice Bot
...AssemblyAI + OpenAI + ElevenLabs.
![[Hands-on] Building a Real-Time AI Voice Bot](https://storage.ghost.io/c/d8/25/d8254d8f-566a-42ac-8bcd-138671e20542/content/images/size/w800/2024/12/772e651f-02b6-44f9-a1ac-0d8692a3477d_2054x860.gif)
RAG Systems Course
A Crash Course on Building RAG Systems – Part 5 (With Implementation)
A deep dive into key components of multimodal systems—CLIP embeddings, multimodal prompting, and tool calling.
Agents
Building a Multi-agent Financial Analyst
...using Microsoft's Autogen and Llama3-70B.
Pandas
Pandas vs. FireDucks Performance Comparison
20x faster Pandas by changing one line of code.
RAG Systems Course
A Crash Course on Building RAG Systems – Part 4 (With Implementation)
A deep dive into handling multiple data types in RAG systems (with implementations).
LLMs
Traditional RAG vs. HyDE
...explained visually.
Drift
Identify Drift Using Proxy-labeling
An intuitive way to detect drift.
