Shaw Talebi Courses

How to Deploy Machine Learning Solutions with FastAPI, Docker, and AWS

Deploy ML solutions using FastAPI, Docker, and AWS with a simple 3-step approach. Learn to create APIs, containerize applications, and deploy on cloud platforms for efficient machine learning deployment.

• YouTube
• 29 minutes
• On-Demand
• Free Video

Building Machine Learning Solutions with Python - Code Walkthrough

Develop a semantic search tool for YouTube videos using Python, focusing on experimentation, evaluation, and UI building in machine learning solutions.

• YouTube
• 45 minutes
• On-Demand
• Free Video

How to Build Data Pipelines for ML Projects with Python Code

Learn to build data pipelines for machine learning projects using Python. Explore ETL vs ELT, extraction, transformation, loading, and orchestration. Includes practical example of processing YouTube video transcripts.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Text Embeddings, Classification, and Semantic Search with Python Code

Explore text embeddings for classification and semantic search with Python. Learn to transform text into computable vectors for powerful NLP applications.

• YouTube
• 25 minutes
• On-Demand
• Free Video

How to Improve LLMs with RAG - Overview and Python Code

Learn to enhance LLMs using Retrieval Augmented Generation (RAG). Explore its principles, implementation, and practical application in improving a fine-tuned model for YouTube comment responses.

• YouTube
• 22 minutes
• On-Demand
• Free Video

QLoRA - How to Fine-tune an LLM on a Single GPU with Python Code

Learn to fine-tune large language models on a single GPU using QLoRA. Explore quantization techniques, LoRA, and practical implementation with Python code for custom YouTube comment responses.

• YouTube
• 37 minutes
• On-Demand
• Free Video

3 Ways to Make a Custom AI Assistant: RAG, Tools, and Fine-tuning

Explore three methods to create custom AI assistants using OpenAI: GPTs, Assistants API, and Fine-tuning API. Learn to build a YouTube comment responder through practical demonstrations.

• YouTube
• 48 minutes
• On-Demand
• Free Video

AI for Business: A Non-Technical Introduction

Explore AI's business value through a non-technical lens. Learn key concepts, practical applications, and five essential rules for leveraging AI effectively in your organization.

• YouTube
• 21 minutes
• On-Demand
• Free Video

4 Ways to Measure Fat Tails with Python - Example Code and Analysis

Explore four methods to quantify fat tails using Python, including power law tail index, kurtosis, log-normal's σ, and Taleb's κ. Apply these techniques to real-world social media data analysis.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Detecting Power Laws in Real-world Data with Python Code

Learn to detect power laws in real-world data using Python, covering log-log and maximum likelihood approaches with practical examples using artificial and social media datasets.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Pareto, Power Laws, and Fat Tails: A Beginner's Guide to Non-Gaussian Statistics

Explore power laws, fat tails, and their impact on statistical analysis. Learn why traditional methods fall short and gain insights into analyzing extreme events in various domains.

• YouTube
• 27 minutes
• On-Demand
• Free Video

How to Build an LLM from Scratch - An Overview

Explore the key steps in building a foundation LLM, from data curation to evaluation, with insights on architecture, training at scale, and design choices for large language models.

• YouTube
• 36 minutes
• On-Demand
• Free Video

Fine-tuning Large Language Models (LLMs) with Example Code

Learn to fine-tune large language models with practical Python examples. Explore techniques like LoRA for efficient parameter tuning and implement a text classification model using distilBERT.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Prompt Engineering: 7 Tricks to Solve Problems with AI - Part 4

Master prompt engineering techniques to enhance AI problem-solving. Learn 7 key tricks and explore practical applications using LangChain for building AI-powered solutions.

• YouTube
• 30 minutes
• On-Demand
• Free Video

The Hugging Face Transformers Library - Beginner's Guide and Chatbot UI with Gradio

Explore the Hugging Face Transformers library for easy, cost-free use of open-source language models. Learn sentiment analysis, summarization, and build a chatbot UI with Gradio.

• YouTube
• 22 minutes
• On-Demand
• Free Video