What I Cannot Create, I Do Not Understand

What I Cannot Create, I Do Not Understand

Author: Noah Gift February 23, 2025 Duration: 5:07

Feynman's Wisdom Applied to AI Learning

Background

  • Feynman helped create atomic bomb and investigated Challenger disaster
  • Challenger investigation revealed bureaucracy prioritized power over engineering solutions
  • Two key phrases found on his blackboard at death:
    • "What I cannot create, I do not understand"
    • "Know how to solve every problem that has been solved"

Applied to Pragmatic AI Labs Courses

What I Cannot Create

  • Build token processor before using Bedrock
  • Implement basic embeddings before production models
  • Write minimal GPU kernels before CUDA libraries
  • Create raw model inference before frameworks
  • Deploy manual servers before cloud services

Learning Solved Problems

  • Study successful AI architectures
  • Reimplement ML papers
  • Analyze deployment patterns
  • Master optimization techniques
  • Learn security boundaries

Implementation Strategy

  • Build core concepts from scratch
  • Move to frameworks only after raw implementation
  • Break systems intentionally to understand them
  • Build instead of memorize
  • Ex: Build S3 bucket/Lambda vs. memorizing for certification

Platform Support

  • Interactive labs available
  • Source code starter kits
  • Multiple languages: Python, Rust, SQL, Bash, Zig
  • Focus on first principles
  • Community-driven learning approach

Key Takeaway

Focus on understanding through creation, leveraging proven solutions as foundation for innovation.

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Noah Gift guides you through a year-long journey with 52 Weeks of Cloud, a weekly exploration designed for anyone building, managing, or simply curious about modern cloud infrastructure. Each episode digs into a specific technical topic, moving beyond surface-level explanations to offer practical insights you can apply. You’ll hear detailed discussions on the platforms that power the industry-like AWS, Azure, and Google Cloud-and how to navigate multi-cloud strategies effectively. The conversation regularly delves into the orchestration of these systems with Kubernetes and the specialized world of machine learning operations, or MLOps, including the integration and implications of large language models. This isn't just theory; it's a focused look at the tools and methodologies shaping how software is deployed and scaled today. By committing to this podcast, you're essentially getting a structured, expert-led curriculum that breaks down complex subjects into manageable weekly segments, all aimed at building a comprehensive and practical understanding of the cloud ecosystem.
Author: Language: English Episodes: 225

52 Weeks of Cloud
Podcast Episodes
Jason McCampbell- Rust @Wallaroo.AI [not-audio_url] [/not-audio_url]

Duration: 1:02:14
If you enjoyed this video, here are additional resources to look at: Open Source Platforms for MLOps: https://www.coursera.org/learn/open-source-mlops-platforms-dukePython Essentials for MLOps: https://www.coursera.org/l…
Maxime-DAVID-Serverless-with-Rust [not-audio_url] [/not-audio_url]

Duration: 52:10
Chat with Maxime David. We discuss Rust and how it makes for an ideal language for AWS Lambda. Checkout his Rust YouTube Channel here: [@maxday_coding](https://www.youtube.com/@maxday_coding) and his lambda-perf repo her…
43.0-aws-security-certification-module2-intro-aws-security [not-audio_url] [/not-audio_url]

Duration: 23:20
If you enjoyed this video, here are additional resources to look at: Open Source Platforms for MLOps: https://www.coursera.org/learn/open-source-mlops-platforms-dukePython Essentials for MLOps: https://www.coursera.org/l…
SRE Mindset for MLOPs:  A talk in late 2022 about problems in MLOPs [not-audio_url] [/not-audio_url]

Duration: 27:31
If you enjoyed this video, here are additional resources to look at: Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-com…
52 weeks off AWS Certified Developer Wrapup (Final Session) [not-audio_url] [/not-audio_url]

Duration: 33:34
If you enjoyed this video, here are additional resources to look at: Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-com…
Enterprise MLOps Interviews: Doris Xin, Founder of Linea.AI [not-audio_url] [/not-audio_url]

Duration: 56:24
If you enjoyed this video, here are additional resources to look at: Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-com…
52 Weeks AWS Cert Developer Continued API Gateway [not-audio_url] [/not-audio_url]

Duration: 15:40
If you enjoyed this video, here are additional resources to look at: Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-com…
Nic Stone CTO of Crul - discusses building automated data pipelines [not-audio_url] [/not-audio_url]

Duration: 56:18
If you enjoyed this video, here are additional resources to look at: Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-com…
Arvs Lat_  Author of Machine Learning Engineering on AWS [not-audio_url] [/not-audio_url]

Duration: 1:05:27
If you enjoyed this video, here are additional resources to look at: Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-com…
Lewis Tunstall and Leandro von Werra of Hugging Face discuss MLOps [not-audio_url] [/not-audio_url]

Duration: 1:00:18
If you enjoyed this video, here are additional resources to look at: Coursera + Duke Specialization: Building Cloud Computing Solutions at Scale Specialization: https://www.coursera.org/specializations/building-cloud-com…