Pragmatic AI Labs creates content and training for the top educational brands in the world, including O’Reilly, Udacity, Coursera, DataCamp, Skillsoft, and Pearson.

We have worked and taught at leading universities globally, including Duke, Northwestern, UC Davis, UC Berkeley, University of Tennessee and the University of North Carolina. We have consulted, trained, and worked with organizations like NASA, PayPal, Microsoft, AWS and Github.

Our mission is to educate the world by training millions on vocational skills that directly lead to jobs or upskilling. All books and courses are available via Creative Commons Attribution-NonCommercial license. These books and classes can be taught at the vocational level through advanced graduate work at top universities.

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Latest Content #

MLOps (Specialization: 4 Courses) #

Publisher: Coursera + Duke #

Release Date: 1/1/2023 #

• MLOps | Machine Learning Operations Specialization

• DevOps, DataOps, MLOps

• MLOps Platforms: Amazon SageMaker and Azure ML

• Open Source Platforms for MLOps

• Python Essentials for MLOps

• Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization

• Python, Bash, and SQL Essentials for Data Engineering Specialization

• AWS Certified Solutions Architect - Professional (SAP-C01) Cert Prep: 1 Design for Organizational Complexity

• O’Reilly Book: Practical MLOps

• O’Reilly Book: Python for DevOps

• O’Reilly Book: Developing on AWS with C#: A Comprehensive Guide on Using C# to Build Solutions on the AWS Platform

• Pragmatic AI: An Introduction to Cloud-based Machine Learning

• Pragmatic AI Labs Book: Python Command-Line Tools

• Pragmatic AI Labs Book: Cloud Computing for Data Analysis

• Pragmatic AI Book: Minimal Python

• Pragmatic AI Book: Testing in Python

📺 Latest YouTube Videos #

• Setting up your Rust development environment
• Deploy Rust on Azure Functions
• Free! Develop on Linux with Codespaces
• Introduction to Azure AutoML using regression
• How to deploy PostgreSQL on Azure
• Create Azure Functions with Flask and automation
• Azure Functions for the AZ-900 certification
• MLOps packaging: HuggingFace and GitHub Container Registry
• Ultimate development environment with VSCode web and Codespaces
• MLOps deployment to Azure Container Apps
• MLOps packaging: HuggingFace and Azure Container Registry
• MLOps packaging: HuggingFace and Docker Hub
• GitHub Codespaces with custom dotfiles
• Get Azure spending under control!
• Azure Login in GitHub Actions

• Rust for MLOps with Amazon Sagemaker
• Using VS Code, Copilot and Codespaces to Level Up to Rust from Python
• Rust Distroless PyTorch Computer Vision Microservice Walkthrough
• Assimilate-Go
• Assimilate-Zig
• Assimilate-Bash
• Assimilate-Haskell
• Assimilate-Rust
• Pair Programming a Rust Chatbot using ChatGPT 4 and GitHub Copilot
• Quick demo of GitHub Copilot CLI Tool that helps you write shell commands
• Quick Demo: GitHub Copilot CLI
• Assimilate OpenAI w/ Rust
• Assimilate GitHub
• MLOPs Projects with Rust
• Data Science Projects With Rust