Switching to Rust from Python (Live Rough Draft Series)

Switching to Rust from Python (Live Rough Draft Series)

This video series covers how to switch to Rust from Python.
It is in rough draft format and will be updated as the series progresses. The aim is to get this content out to the community as soon as possible. You can follow along with the code on GitHub at * Rust Tutorial- https://nogibjj.github.io/rust-tutorial/ . * Rust MLOps Template- https://github.com/noahgift/rust-mlops-template

Lesson 1: Introduction

1. Introduction to Switching to Rust from Python
2. Rust Live Notes Overview
3. Setup Rust and Explain the Difference from Python
4. Copilot Enabled Rust Development
5. Leveling Up Rust Packaging, Actix Microservice, and Crates
6. Energy Efficiency of Python vs Rust
7. Using VS Code, Copilot and Codespaces to Level Up to Rust from Python
8. Continuous Integration and Continuous Delivery with Rust via GitHub Actions
9. Using All of GitHub's New Features: Copilot, Codespaces, Copilot Chat, and Copilot CLI

Lesson 2: High Performance MLOps with Rust

1. High Performance MLOps with Rust Hugging Face
2. Systems Programming Rust vs Python
3. Data Engineering with Rust - Deduplication
4. Rust GPU Hugging Face Translator

Lesson 3: PyTorch, Stable Diffusion, and Rust GPU Demo

1. PyTorch Stable Diffusion Rust GPU Demo
2. High Performance PyTorch Rust Demo
3. Building a CUDA-enabled Stress Test with Rust PyTorch

Lesson 4: Google Cloud Platform and Rust

1. Onboard GCP with Rust and Python
2. Google Cloud Run Rust Actix Microservice
3. Demo: Build and Deploy Rust Microservice to Cloud Run
4. Demo: Monitoring and Logging Rust App Engine
5. Demo: Load Testing

Lesson 5: AWS and Rust

1. Intro to Actix Rust Containerized Microservice
2. Rust AWS Step Functions
3. MLOPs Inference with ONNX via EFS + AWS Lambda
4. Async Rust SDK with AWS Lambda counts all objects in S3
5. Rust for MLOps with Amazon SageMaker

• Learn program in Rust using Python as a reference and advanced tools like GitHub Copilot to assist
• Learning to build solutions with Rust including CLI, Web, and MLOps
• Learning to build Rust solutions for AWS, GCP, and Azure
• Learning to build Rust solutions for Kubernetes, Docker, and Serverless
• Learning to build Rust solutions for Data Engineering, Data Science, and Machine Learning Operations (MLOps)
• Learning to build Rust solutions for GPU-accelerated Machine Learning
• Learning the key syntax and features of the Rust Language

• Pytest Master Class
• AWS Solutions Architect Professional Course
• Github Actions and GitOps in One Hour Video Course
• Jenkins CI/CD and Github in One Hour Video Course
• AWS Certified Cloud Practitioner Video Course
• Advanced Testing with Pytest Video Course
• AWS Solutions Architect Certification In ONE HOUR
• Python for DevOps Master Class 2022: CI/CD, Github Actions, Containers, and Microservices
• MLOPs Foundations: Chapter 2 Walkthrough of Practical MLOps
• Learn Docker containers in One Hour Video Course
• Introduction to MLOps Walkthrough
• AZ-900 (Azure Fundamentals) Quick reference guide
• 52 Weeks of AWS Episode 8: Infrastructure as Code with CDK and AWS Lambda
• Learn GCP Cloud Functions in One Hour Video Course
• Python Devops in TWO HOURS!
• MLOps Platforms From Zero: DatMLOps Platforms From Zero: Databricks, MLFlow/MLRun/SKLearn
• AWS Machine Learning Certification In ONE HOUR
• Fast, documented Machine Learning APIs with FastAPI
• Zero to One: AWS Lambda with SAM and Python in One Hour
• AWS Storage Solutions 2022: EBS/S3/EFS/Glacier
• Python Bootcamp for Data
• Testing In Python book
• Minimal Python book
• Practical MLOps book
• Python for DevOps-Playlist