DevOps, DataOps, MLOps

Week 1: Introduction to MLOps \- Introduction to MLOps (Video, 4 minutes, Preview module) \- MLOps Background (Video, 2 minutes) \- MLOps Trends and Techniques (Video, 13 minutes) \- What is DevOps? (Video, 2 minutes) \- What is DataOps? (Video, 1 minute) \- MLOPs: Heavy vs Light (Video, 3 minutes) \- MLOps: Hierarchy of Needs (Video, 3 minutes) \- Data Poisoning Machine Learning Systems (Video, 2 minutes) \- What are the Key Components in MLOPs? (Video, 3 minutes) \- Considering the MLOps Maturity Models (Video, 4 minutes) \- What is Continuous Integration? (Video, 32 minutes) \- What is Continuous Delivery? (Video, 2 minutes) \- What is a Feature Store? (Video, 2 minutes) \- What is Data Drift? (Video, 1 minute) \- Operationalizing a Microservice (Video, 1 minute) \- CI for Microservices (Video, 7 minutes) \- End to End MLOps HuggingFace Spaces (Video, 11 minutes) \- App Runner Example (Video, 5 minutes) \- Flask Example (Video, 3 minutes) \- Building Golang GCP App Engine Microservice (Video, 5 minutes) \- Getting Started with Makefile (Video, 2 minutes) \- The Three Most Important Files in a Python Project (Video, 3 minutes) \- Getting Started and Course Gotchas (Reading, 10 minutes) \- Key Terms (Reading, 10 minutes) \- Additional Readings (Reading, 10 minutes) \- Lesson Reflection (Reading, 10 minutes) \- Key Terms (Reading, 10 minutes) \- Additional Readings (Reading, 10 minutes) \- Lesson Reflection (Reading, 10 minutes) \- Key Terms (Reading, 10 minutes) \- Additional Readings (Reading, 10 minutes) \- Lesson Reflection (Reading, 10 minutes) \- Key Concepts in MLOps (Quiz, 30 minutes) \- Quiz: What is MLOPs? (Quiz, 30 minutes) \- Key Concepts in MLOps (Quiz, 30 minutes) \- Quiz: Key Concepts in Microservices (Quiz, 30 minutes) \- Meet and Greet (optional) (Discussion Prompt, 10 minutes) \- Let Us Know if Something's Not Working (Discussion Prompt, 10 minutes) \- Build CI/CD Solution (Ungraded Lab, 60 minutes) Week 2: Essential Math and Data Science \- Doing Data Science Your First Day (Video, 46 minutes, Preview module) \- What is Colab? (Video, 5 minutes) \- Understanding the Traveling Salesman Problem (TSP) (Video, 56 minutes) \- Simulations vs. Experiment Tracking (Video, 6 minutes) \- Machine Learning and AI in Practice with Clustering (Video, 26 minutes) \- Key Terms (Reading, 10 minutes) \- Additional Readings (Reading, 10 minutes) \- Lesson Reflection (Reading, 10 minutes) \- Key Terms (Reading, 10 minutes) \- Additional Readings (Reading, 10 minutes) \- Lesson Reflection (Reading, 10 minutes) \- Key Terms (Reading, 10 minutes) \- Additional Readings (Reading, 10 minutes) \- Lesson Reflection (Reading, 10 minutes) \- Essential Math and Data Science (Quiz, 30 minutes) \- Quiz: Doing Data Science Your First Day (Quiz, 30 minutes) \- Quiz: Optimization, Heuristics and Simulations (Quiz, 30 minutes) \- Exploring Jupyter Notebook (Ungraded Lab, 60 minutes) \- Poker Simulation (Ungraded Lab, 60 minutes) \- Probability Simulations (Ungraded Lab, 60 minutes) Week 3: Operations Pipelines: DevOps, DataOps, MLOps \- Cloud Developer Workspace Advantage (Video, 4 minutes, Preview module) \- Key Components of GitHub Ecosystem (Video, 3 minutes) \- Using GitHub Templates (Video, 2 minutes) \- Demo of GitHub Codespaces (Video, 6 minutes) \- GPU Code Whisperer (Video, 1 minute) \- Fine-Tuning with Hugging Face (Video, 3 minutes) \- Demo of GitHub Copilot (Video, 8 minutes) \- GitHub Actions (Video, 3 minutes) \- Pipelines for DataOps using Step Functions (Video, 16 minutes) \- Query Databricks Pipeline (Video, 26 minutes) \- Building Data Ingestion Pipelines on AWS (Video, 2 minutes) \- Marco Polo Step Functions (Video, 8 minutes) \- Transforming Data in Transit on AWS (Video, 2 minutes) \- Demo AWS Batch Service (Video, 3 minutes) \- Serverless Data Engineering Pipelines on AWS (Video, 1 minute) \- Building Python Functions from Zero (Video, 138 minutes) \- Building a Python NLP Project with Python Fire (Video, 43 minutes) \- Extending Google Cloud Functions (Video, 10 minutes) \- Using Google Cloud Functions (Video, 6 minutes) \- Deploying a Rust Azure Function with GitHub Actions (Video, 14 minutes) \- Key Terms (Reading, 10 minutes) \- Additional Readings (Reading, 10 minutes) \- Lesson Reflection (Reading, 10 minutes) \- Key Terms (Reading, 10 minutes) \- Additional Readings (Reading, 10 minutes) \- Lesson Reflection (Reading, 10 minutes) \- Key Terms (Reading, 10 minutes) \- Additional Readings (Reading, 10 minutes) \- Lesson Reflection (Reading, 10 minutes) \- Operations Pipelines: DevOps, DataOps, MLOps (Quiz, 30 minutes) \- Marco Polo Python (Ungraded Lab, 60 minutes) \- Greedy Optimizations (Ungraded Lab, 60 minutes) Week 4: End to End MLOps and AIOps \- Containerized Microservices (Video, 2 minutes, Preview module) \- Containerized Continuous Delivery (Video, 8 minutes) \- Containerized Machine Learning (Video, 39 minutes) \- Containerized End-to-End Machine Learning (Video, 3 minutes) \- Building Distroless Containers (Video, 8 minutes) \- Use AI to Write AI (Video, 1 minute) \- Learn Key Skills for Python DevOps with Copilot (Video, 171 minutes) \- Amazon CodeWhisperer vs. GitHub Copilot (Video, 56 minutes) \- Enabling AI Workflows (Video, 1 minute) \- Prototyping AI APIs (Video, 14 minutes) \- Using Transfer Learning (Video, 2 minutes) \- Assimilate OpenAI Technology using Streamlit (Video, 50 minutes) \- Key Terms (Reading, 10 minutes) \- Additional Readings (Reading, 10 minutes) \- Lesson Reflection (Reading, 10 minutes) \- Key Terms (Reading, 10 minutes) \- Additional Readings (Reading, 10 minutes) \- Lesson Reflection (Reading, 10 minutes) \- Key Terms (Reading, 10 minutes) \- Additional Readings (Reading, 10 minutes) \- Lesson Reflection (Reading, 10 minutes) \- End to End Containerized MLOps (Quiz, 30 minutes) \- Convert Code with AI (Ungraded Lab, 60 minutes) \- Build a Hugging Face Gradio Web Application (Ungraded Lab, 60 minutes) Week 5: Rust for MLOps: The Practical Transition from Python to Rust \- Introduction to Switching to Rust from Python (Video, 4 minutes, Preview module) \- Introduction to Rust Lecture Notes (Video, 4 minutes) \- Configure Rust for AWS Cloud9 (Video, 8 minutes) \- GitHub Copilot Enabled Rust Programming (Video, 9 minutes) \- Using Rust Packaging for Web Development (Video, 9 minutes) \- Comparing Energy Efficiency of Rust vs. Python (Video, 5 minutes) \- Comparing Rust vs. Python for MLOps (Video, 7 minutes) \- Continuous Integration for Rust with GitHub Actions (Video, 7 minutes) \- Demo Unit Testing Rust (Video, 6 minutes) \- Building a Deduplication Tool with Rust (Video, 9 minutes) \- Zero Shot Classification Rust Hugging Face (Video, 9 minutes) \- Rust GPU Hugging Face Translator (Video, 6 minutes) \- PyTorch Stable Diffusion Rust with GPU (Video, 7 minutes) \- Rust PyTorch Demo (Video, 7 minutes) \- Building GPU Stress Test (Video, 7 minutes) \- Using Rust ONNX with EFS for AWS Lambda (Video, 9 minutes) \- Onboarding to GCP with Python and Rust via CloudShell (Video, 8 minutes) \- Run Rust Actix Microservice with Google Cloud Run (Video, 25 minutes) \- Build and Deploy Rust Microservice via Google Cloud Run (Video, 7 minutes) \- Monitoring and Logging with Rust for Google App Engine (Video, 3 minutes) \- Load Testing a Rust Microservice (Video, 5 minutes) \- Building a Containerized Rust Microservice with AWS (Video, 8 minutes) \- AWS Step Functions with Rust (Video, 6 minutes) \- Deploy an App Engine Rust Microservice (Video, 5 minutes) \- Size Calculator in AWS S3 (Video, 4 minutes) \- Key Terms (Reading, 10 minutes) \- Additional Readings (Reading, 10 minutes) \- Lesson 1 Reflection: Introduction to Rust (Reading, 10 minutes) \- Key Terms (Reading, 10 minutes) \- Additional Readings (Reading, 10 minutes) \- External Lab: Hugging Face Chatbot Arena (Reading, 10 minutes) \- Lesson Reflection (Reading, 10 minutes) \- Key Terms (Reading, 10 minutes) \- Additional Readings (Reading, 10 minutes) \- Lesson Reflection (Reading, 10 minutes) \- Next Steps (Reading, 10 minutes) \- Rust for MLOps (Quiz, 30 minutes) \- Quiz: Leveling Up from Python to Rust: An Introduction (Quiz, 30 minutes) \- Quiz: Build MLOps Solutions using Rust (Quiz, 30 minutes) \- Quiz: Build Cloud Solutions using Rust (Quiz, 30 minutes) \- Hello World Rust (Ungraded Lab, 60 minutes) \- Rust Cargo Lambda (Ungraded Lab, 60 minutes) \- Rust Sandbox: Discovering Rust (Ungraded Lab, 60 minutes)