Samuel Chan Courses

Building Tools for HR Industry - Data Science Workshop

1 rating

Comprehensive workshop on building HR tools using data science, covering Python basics, class creation, and practical applications for industry professionals.

• YouTube
• 3 hours 9 minutes
• Self-Paced
• Free Video

Web Scraping with BeautifulSoup and Regex

1 rating

Learn hands-on web scraping techniques using BeautifulSoup, including script tag extraction with regex and simple class selector methods for efficient data extraction and automation.

• YouTube
• 1 hour 21 minutes
• Self-Paced
• Free Video

LangChain and HuggingFace Integration - Using GPT-2 Without OpenAI Credits

1 rating

Explore LangChain with GPT-2 and HuggingFace for AI development without OpenAI costs. Learn to integrate cutting-edge LLMs, text embeddings, and vector stores for innovative applications.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Hands-On PyTorch Tutorial

Master PyTorch fundamentals through hands-on coding examples, covering tensors, neural networks, datasets, GPU acceleration, and building image classifiers step-by-step.

• YouTube
• 3 hours 8 minutes
• Self-Paced
• Free Video

Building Data Tools with Just Python - Data Science Without Pandas

Discover how to build production-ready data analytics CLI tools using only Python's standard libraries, replicating pandas/numpy functionality without external dependencies.

• YouTube
• 6 hours 21 minutes
• Self-Paced
• Free Video

Train a PyTorch Neural Network Step-by-Step - PyTorch Deep Learning

Learn to build and train a PyTorch neural network for image classification, achieving 85% accuracy on Fashion MNIST. Covers data preparation, network architecture, loss functions, optimization, and model visualization.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Taskwarrior Is the Task Management System You Need

Discover Taskwarrior's powerful features for enhanced productivity: terminal-based management, customization, filtering, syncing, reporting, date handling, contexts, and extensibility. Boost organization and efficiency with this free, open-source tool.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

PyTorch Datasets, DataLoaders and Transforms - GPU Series Part 3

Explore PyTorch's data handling tools: Datasets, DataLoaders, and Transforms. Learn to prepare, visualize, and optimize data for GPU-accelerated deep learning using Fashion-MNIST dataset.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

Introduction to Tensors - PyTorch with GPU Series Part 2

Explore tensor initialization, GPU usage, operations, memory sharing, and profiling in PyTorch for efficient deep learning model development.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

Hands on Introduction to Docker Compose V2 - Featuring Wordpress, MySQL, PHPMyAdmin

Learn to configure and manage multiple Docker containers using Docker Compose v2, focusing on a WordPress, MySQL, and PHPMyAdmin setup. Covers networks, bind mounts, port mapping, and volumes for seamless local development.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Hands on Introduction to Docker and Data Persistence With Docker Volumes

Comprehensive Docker tutorial covering image management, container operations, Dockerfile creation, and data persistence using volumes and bind mounts. Hands-on approach with practical examples.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

DuckDB - High-Performance SQL Queries on Pandas Dataframe - Python

Learn to perform high-performance SQL queries on pandas dataframes using DuckDB. Explore its features, interface with Python, and discover tools for efficient data analysis and manipulation.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

Elasticsearch & Kibana on Docker - October 2022, Elasticsearch 8.4

Hands-on guide to setting up and using Elasticsearch and Kibana on Docker. Covers installation, configuration, data management, querying, visualization, and dashboard creation.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

Writing Regex for Humans - Regex With Empathy, Featuring Python and BeautifulSoup

Learn to write user-friendly regex for web scraping, focusing on BeautifulSoup and Python. Discover techniques to make your regular expressions more readable and maintainable for team collaboration.

• YouTube
• 38 minutes
• Self-Paced
• Free Video

Data Visualization in Python - Altair Scales, Axes, and Legends - Lecture 4

Master Altair's scales, axes, and legends for effective data visualization in Python. Learn to customize charts, enhance readability, and extract insights using advanced techniques and color encoding.

• YouTube
• 1 hour 17 minutes
• Self-Paced
• Free Video