Optional Additional Resources

Optional Additional Resources

• Zero to MLOps with Databricks
• AWS Bootcamp
• Gift, N (2020) Python for DevOps Sebastopol, CA: O’Reilly.
• Gift, N (2021) Practical MLOps, Sebastopol, CA: O’Reilly
• Gift, N (2021) Cloud Computing for Data Analysis
• Gift, N (2020) Pragmatic AI: An Introduction to Cloud-Based Machine Learning
• AWS Training & Certification
• AWS Educate
• AWS Academy
• Google Qwiklabs - Hands-On Cloud Training
• Coursera
  • Google Cloud Platform Fundamentals: Core Infrastructure
• Microsoft Learn
• edX
• Applied Computer Vision with Python Lectures: https://learning.oreilly.com/videos/applied-computer-vision/60652VIDEOPAIMLL/
• Learn Python in One Hour: https://learning.oreilly.com/videos/learn-python-in/60645VIDEOPAIML/
• Cloud Computing with Python: https://learning.oreilly.com/videos/cloud-computing-with/60650VIDEOPAIML/
• Python for Data Science with Colab and Pandas in One Hour: https://learning.oreilly.com/videos/python-for-data/62062021VIDEOPAIML/
• GCP Cloud Functions:
  https://learning.oreilly.com/videos/learn-gcp-cloud/50101VIDEOPAIML/
• Azure AutoML
  https://learning.oreilly.com/videos/learn-azure-ml/50104VIDEOPAIML/

AWS

• 52 Weeks of AWS
• AWS Solutions Architect Professional (SAP-C02) 2023
• Developing on AWS with C#
• AWS Cloud Practitioner
  • AWS Certified Cloud Practitioner Video Course: https://learning.oreilly.com/videos/aws-certified-cloud/60644VIDEOPAIML/
  • https://learning.oreilly.com/library/view/cloud-computing-for/20201229PAIML/
  • https://learning.oreilly.com/videos/aws-in-one/61092021VIDEOPAIMLL/
• AWS ML
  • https://learning.oreilly.com/videos/aws-certified-machine/9780135556597/
  • https://learning.oreilly.com/videos/aws-machine-learning/61232021VIDEOPAIML/
• AWS SA
  • https://learning.oreilly.com/videos/aws-solutions-architect/61132021VIDEOPAIML/

GCP

• Google Professional Machine Learning Engineer Course 2023
• Google Professional Cloud Architect Certification Course 2023 (Rough Draft)
• Building AI Applications with GCP: https://learning.oreilly.com/videos/building-ai-applications/9780135973462/

• Build GCP Cloud Functions:

  https://learning.oreilly.com/videos/learn-gcp-cloud/50101VIDEOPAIML/

Rust

• Switching to Rust from Python
• Small Rust Tutorial for MLOps

OpenAI

• Assimilate OpenAI

Python

• Data Science, Pandas, and Colab

https://learning.oreilly.com/videos/python-for-data/62062021VIDEOPAIML/

• Python and DevOps
  https://learning.oreilly.com/videos/python-devops-in/61272021VIDEOPAIML/
• Python Command-line Tools
  https://learning.oreilly.com/videos/learn-python-command-line/50102VIDEOPAIML/

Linux and Systems Engineering

• Docker containers:
  https://learning.oreilly.com/videos/learn-docker-containers/50103VIDEOPAIML/

• Learn the Vim Text Editor:

  https://learning.oreilly.com/videos/learn-vim-in/50100VIDEOPAIML/