Shaw Talebi - Videos
Back to Channel30 AI Engineering Terms Explained (in Plain English)
💻 Get 30 (free) AI project ideas: https://the-data-entrepreneurs.kit.com/30-ai-projects Here I review the most common AI buzzwords used these days and explain them in simple terms. Intro - 0:00 1...
How to Code 10X Faster Using AI (without the chaos)
💻 Get 30 (free) AI project ideas: https://the-data-entrepreneurs.kit.com/30-ai-projects MCP is an easy way to give LLMs tools and context. Here, I walk through how to build a custom MCP server and...
How to Build (Custom) AI Agents with MCP
💻 Get 30 (free) AI project ideas: https://the-data-entrepreneurs.kit.com/30-ai-projects MCP is an easy way to give LLMs tools and context. Here, I walk through how to build a custom MCP server and...
What I Learned Launching an AI SaaS (in 30 days)
🚀 The SaaS: https://ghstwriter.com/ 💻 Get 30 (free) AI project ideas: https://the-data-entrepreneurs.kit.com/30-ai-projects I launched my 2nd AI SaaS as a solo founder. Here I share key lessons le...
How to Deploy AI Apps with Streamlit, Docker, and Hugging Face
💻 Get 30 (free) AI project ideas: https://the-data-entrepreneurs.kit.com/30-ai-projects Most AI projects never make it out of the laptop. Here, I share a simple way to deploy AI apps using Streaml...
7 Skills I Had to Learn to Make $100k/yr (as a solo founder)
💻 Get 30 (free) AI project ideas: https://the-data-entrepreneurs.kit.com/30-ai-projects Tech skills (alone) aren't enough to build a sustainable business. Here, I share the 7 skills I needed to le...
Exposing My AI SaaS Tech Stack (so you can copy me)
🚀 My 1st app: https://y2b.io/ | 2nd app: https://ghstwriter.com/ 💻 Get 30 (free) AI project ideas: https://the-data-entrepreneurs.kit.com/30-ai-projects While it’s never been easier to build an AI...
uv: The Fastest Way to Install (and Use) Python
💻 Get 30 (free) AI project ideas: https://the-data-entrepreneurs.kit.com/30-ai-projects uv is a simple (and fast) way to manage your Python projects. In this video, I walk through everything you n...
GitHub for AI Engineers (beginner-friendly guide)
💻 Get 30 (free) AI project ideas: https://the-data-entrepreneurs.kit.com/30-ai-projects Getting started with GitHub can be overwhelming. In this video, I break down the basics and walk through a s...
Context Engineering Explained (5 Practical Tips)
💻 Get 30 (free) AI project ideas: https://the-data-entrepreneurs.kit.com/30-ai-projects The best way to get good outputs from an LLM is by giving it the right inputs. This is the goal of context e...
How to Solve Problems with AI (not just use it)
💻 Get 30 (free) AI project ideas: https://the-data-entrepreneurs.kit.com/30-ai-projects Most AI projects fail because they are grounded in hype rather than solving a problem. Here, I reviewed a st...
Fine-tuning LLMs for Tool Use (w/ Example Code)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Here, I discuss how to fine-tune gemma-3-1b-it to use tools. I review how this works conceptually, ...
How I Found My Ideal Customer with AI (ICP Analysis)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Here, I share how I used LLMs, an embedding model, and traditional ML to craft the ideal customer p...
How to Solve Problems with Text Embeddings and ML (Dallas AI - Summer School 2025)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects My session on solving problems with embeddings and ML from Dallas AI's 2025 Summer School. Here, I ...
How to Build Your 1st MCP Server with Python (AgentCon Dallas - 2025)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects My session on building an MCP server from AgentCon Dallas 2025. Here, I explain MCP and then build ...
How to Build a Notion AI Agent (in 18 minutes)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Notion has become the central hub of my business activities. Here, I show how I used their official...
How to Improve AI Apps with (Automated) Evals
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Although LLMs can perform arbitrary tasks, evaluating the quality of open-ended tasks is something ...
How to Improve LLM Apps with Error Analysis
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Building software on top of LLMs can feel more like praying to the AI gods than engineering. In thi...
Your LLM Prompts Suck... here's how to fix them.
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Writing better prompts is often the best way to improve an LLM system. Here, I review 5 best practi...
My PhD Defense [Applied Physics and AI Research]
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Here's my final PhD defense. While it's embarrassing to see myself stumble through this 😅, I hope s...
30 AI Buzzwords Explained (in 22 Minutes)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects It's easy to get lost in a swamp of AI buzzwords and technical jargon. In this video, I explain the...
AI Essentials for Entrepreneurs (in 17 Minutes)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects The overload of AI information today leaves even experienced builders lost and confused. In this vi...
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. 💻 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. 📰 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 “advanced reasoning” models trained on larg...
I Fine-tuned FLUX.1 on My 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. 📰 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...
My AI Development Setup (From Scratch)
30 AI Projects You Can Build This Weekend: https://the-data-entrepreneurs.kit.com/30-ai-projects Here, I walk through the complete setup of my AI development environment on my new laptop (16" MacB...