Shaw Talebi - Videos
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Reinforcement Learning with LLMs: a new era of AI agents
π€ Work with me: https://www.shawhintalebi.com This is the 2nd video in a larger series on reinforcement learning (RL) with LLMs. Here, I discuss 3 ways people are using RL to train modern LLMs and...
Reinforcement Learning: A (practical) introduction
π€ Work with me: https://www.shawhintalebi.com This is the 1st video in a larger series on reinforcement learning (RL) with LLMs. Here, I give a practical introduction to RL to lay the foundation f...
How to Build a Python Tutor with Claude Code (Output Styles)
π€ Work with me: https://www.shawhintalebi.com Claude Code isn't just a coding agent. It's a general-purpose agent that can code. Here, I show how to customize Claude Code for a new use case: teach...
Agent Skills vs MCP: Whatβs the difference?
π€ Work with me: https://www.shawhintalebi.com Skills and MCP give us ways to customize agents with tools and context. However, each has its own use cases. Here, I break down the key difference bet...
How to Build RAG Systems (in the real world)
π€ Work with me: https://www.shawhintalebi.com Although RAG is a powerful technique for valuable AI systems, most don't implement it properly. Here I walk through a 5-step framework for building RA...
Claude Skills Explained in 23 Minutes
π€ Work with me: https://www.shawhintalebi.com With existing features like MCP and subagents, it might be hard to wrap your head around Claude's Skills features. Here, I explain what skills are and...
5 Mistakes AI Builders Make (and how to avoid them)
π€ Work with me: https://www.shawhintalebi.com Although itβs easier than ever to spin up AI apps, itβs just as easy to fall into the well-known traps of AI development. Here, I reviewed 5 mistakes ...
How I Code with Python, Cursor, and Claude Code
π€ Work with me: https://www.shawhintalebi.com With all of today's AI coding tools, it's easy to feel behind and overwhelmed. Here, I share my simple workflow for building AI apps from scratch. Re...
5 AI Agents You Can Build This Weekend (beginner to advanced)
π€ Work with me: https://www.shawhintalebi.com AI agents combine LLMs and tools to solve real-world problems. Here, I review 5 (practical) AI agents you can build, ranging from beginner-friendly to...
3 Years of AI in 32 Minutes (chatbots to agents)
π€ Work with me: https://www.shawhintalebi.com Over the past few years, AI has evolved at an overwhelming pace. Here, I (try to) recap everything you need to know and give a sense of what's coming ...
How to Monetize Your AI Skills (outside a 9β5)
π€ Work with me: https://www.shawhintalebi.com A side hustle mitigates the risks of having a single source of income. Here, I share 5 AI side hustles that technical professionals can start today. ...
How to Build a Remote MCP Server (with Auth)
π€ Work with me: https://www.shawhintalebi.com MCP lets you connect tools to your favorite AI apps. Here, I show how to create and connect a remote YouTube MCP server to ChatGPT with OAuth. π» GitH...
30 AI Engineering Terms Explained (in Plain English)
π€ Work with me: https://www.shawhintalebi.com Here I review the most common AI buzzwords used these days and explain them in simple terms. Intro - 0:00 1) Large Language Model (LLM) - 0:08 2) Pro...
How to Code 10X Faster Using AI (without theΒ chaos)
π€ Work with me: https://www.shawhintalebi.com MCP is an easy way to give LLMs tools and context. Here, I walk through how to build a custom MCP server and use it to create a YouTube AI agent. π» E...
How to Build (Custom) AI Agents with MCP
π€ Work with me: https://www.shawhintalebi.com MCP is an easy way to give LLMs tools and context. Here, I walk through how to build a custom MCP server and use it to create a YouTube AI agent. π» E...
What I Learned Launching an AI SaaS (in 30 days)
π The SaaS: https://ghstwriter.com/ π€ Work with me: https://www.shawhintalebi.com I launched my 2nd AI SaaS as a solo founder. Here I share key lessons learned on coding, GTM, and shipping faster....
How to Deploy AI Apps with Streamlit, Docker, and Hugging Face
π€ Work with me: https://www.shawhintalebi.com Most AI projects never make it out of the laptop. Here, I share a simple way to deploy AI apps using Streamlit, Docker, and Hugging Face Spaces. π€ Ru...
7 Skills I Had to Learn to Make $100k/yr (as a technical founder)
π€ Work with me: https://www.shawhintalebi.com Tech skills (alone) aren't enough to build a sustainable business. Here, I share the 7 skills I needed to learn to make $10k/mo working for myself. π°...
Exposing My AI SaaS Tech Stack (so you can copy me)
π My 1st app: https://y2b.io/ | 2nd app: https://ghstwriter.com/ π€ Work with me: https://www.shawhintalebi.com While itβs never been easier to build an AI SaaS, picking from today's jungle of tool...
uv: The Fastest Way to Install (and Use) Python
π€ Work with me: https://www.shawhintalebi.com uv is a simple (and fast) way to manage your Python projects. In this video, I walk through everything you need to know to start building with it. π° ...
GitHub for AI Engineers (beginner-friendly guide)
π€ Work with me: https://www.shawhintalebi.com Getting started with GitHub can be overwhelming. In this video, I break down the basics and walk through a simple GitHub workflow for your AI projects...
Context Engineering Explained (5 Practical Tips)
π€ Work with me: https://www.shawhintalebi.com The best way to get good outputs from an LLM is by giving it the right inputs. This is the goal of context engineering. In this video, I explain what ...
How to Solve Problems with AI (not just use it)
π€ Work with me: https://www.shawhintalebi.com Most AI projects fail because they are grounded in hype rather than solving a problem. Here, I reviewed a structured 5-step framework for building AI ...
Fine-tuning LLMs for Tool Use (w/ Example Code)
π€ Work with me: https://www.shawhintalebi.com Here, I discuss how to fine-tune gemma-3-1b-it to use tools. I review how this works conceptually, then walk through a concrete example with Python co...
How I Found My Ideal Customer with AI (ICP Analysis)
π‘ Get 30 (free) AI project ideas: https://30aiprojects.com/ Here, I share how I used LLMs, an embedding model, and traditional ML to craft the ideal customer profile (ICP) for my AI cohorts. Examp...
How to Solve Problems with Text Embeddings and ML (Dallas AI - Summer School 2025)
π‘ Get 30 (free) AI project ideas: https://30aiprojects.com/ My session on solving problems with embeddings and ML from Dallas AI's 2025 Summer School. Here, I explain text embeddings and then use ...
How to Build Your 1st MCP Server with Python (AgentCon Dallas - 2025)
π‘ Get 30 (free) AI project ideas: https://30aiprojects.com/ My session on building an MCP server from AgentCon Dallas 2025. Here, I explain MCP and then build a custom YouTube MCP server with Pyth...
How to Build a Notion AI Agent (in 18 minutes)
π‘ Get 30 (free) AI project ideas: https://30aiprojects.com/ Notion has become the central hub of my business activities. Here, I show how I used their official MCP server and OpenAI's Agents SDK t...
How to Improve AI Apps with (Automated) Evals
π‘ Get 30 (free) AI project ideas: https://30aiprojects.com/ Although LLMs can perform arbitrary tasks, evaluating the quality of open-ended tasks is something that typically requires human evaluat...
How to Improve LLM Apps with ErrorΒ Analysis
π‘ Get 30 (free) AI project ideas: https://30aiprojects.com/ Building software on top of LLMs can feel more like praying to the AI gods than engineering. In this video, I discuss how error analysis...
Your LLM Prompts Suck... here's how to fix them.
π‘ Get 30 (free) AI project ideas: https://30aiprojects.com/ Writing better prompts is often the best way to improve an LLM system. Here, I review 5 best practices for getting LLMs to do what you w...
![My PhD Defense [Applied Physics and AI Research]](https://i.ytimg.com/vi/nSH2vZjb2TA/mqdefault.jpg)
My PhD Defense [Applied Physics and AI Research]
π‘ Get 30 (free) AI project ideas: https://30aiprojects.com/ Here's my final PhD defense. While it's embarrassing to see myself stumble through this π , I hope some grad student out there finds it h...
30 AI Buzzwords Explained (in 22 Minutes)
π‘ Get 30 (free) AI project ideas: https://30aiprojects.com/ It's easy to get lost in a swamp of AI buzzwords and technical jargon. In this video, I explain the most essential terms entrepreneurs n...
AI Essentials for Entrepreneurs (in 17 Minutes)
π‘ Get 30 (free) AI project ideas: https://30aiprojects.com/ The overload of AI information today leaves even experienced builders lost and confused. In this video, I review the essentials you need...
ML Foundations for AI Engineers (in 34 Minutes)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Modern AI is built on ML. Although builders can go far without understanding its details, they inev...
How I (Vibe) Code with Cursor + Python
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Here, I build an Upwork AI job dashboard from scratch using Python, Cursor, and Streamlit. π» Code:...
Model Context Protocol (MCP) Explained in 20 Minutes
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects This is the 5th video in a series on AI agents. Here, I discuss the model context protocol (MCP), t...
LLM in a Loop: Automate feedback with evals
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects This is the 4th video in a series on AI agents. Here, I discuss how to improve LLM systems with aut...
LLM Workflows: From Automation to AI Agents (with Python)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects This is the 3rd video in a series on AI agents. Here, I discuss how to design agentic workflows and...
How to Improve LLMs with Tools (ft. OpenAI Agents SDK)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects This is the 2nd video in a series on AI agents. I discuss how LLMs can perform actions via tools an...
An Introduction to AI Agents (for 2025)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects This is the 1st video in a series on AI agents. Here, I discuss the essential features of agents an...
My First $10,000 Month (as an entrepreneur)
Free events for data entrepreneurs: https://lu.ma/tde Here, I share my journey to my first $10k as an entrepreneur, break down my revenue sources, and reflect on key lessons learned along the way....
How to Evaluate (and Improve) Your LLM Apps
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Here, I discuss 3 types of evals and how to use them to improve LLM apps. π° Blog: https://medium.c...
5 AI Projects For People in a Hurry (w/ Python)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Here, I share 5 AI projects you can build in an hour (or less) at three levels of sophistication. F...
Fine-tuning LLMs on Human Feedback (RLHF + DPO)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Here, I discuss how to use reinforcement learning to fine-tune LLMs on human feedback (i.e. RLHF) a...
How to Train LLMs to "Think" (o1 & DeepSeek-R1)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Here, I discuss the technical details behind the recent βadvanced reasoningβ models trained on larg...
I Fine-tuned FLUX.1 on MyΒ Face (and how you can too)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Here, I share a simple way to fine-tune FLUX.1 using Python and Replicate's API. π° Read more: http...
How to Build Customer Segments with AI (Real-World Use Case)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Here, I share a real-world case study using OpenAI's API to create customer segments from unstructu...
Fine-tuning Multimodal Embeddings on Custom Text-Image Pairs
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects In this video, I walk through how to fine-tune CLIP on my YouTube titles and thumbnails using the S...
Fine-Tuning Text Embeddings For Domain-specific Search (w/ Python)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects In this video, I walk through how to fine-tune a text embedding model for domain adaptation using t...