Introduction to Data Engineering on AWS

Introduction to Data Engineering on AWS

Author: Noah Gift October 2, 2023 Duration: 16:17

Hey readers 👋, if you enjoyed this post, I wanted to share some of my favorite resources to continue your learning journey in technology!
Hands-On Courses for Data, Cloud, and AI 🚀
Cloud Machine Learning Engineering and MLOps: https://www.coursera.org/learn/cloud-machine-learning-engineering-mlops-duke
MLOps Tools: MLflow and Hugging Face: https://www.coursera.org/learn/mlops-mlflow-huggingface-duke
Data Visualization with Python: https://www.coursera.org/learn/data-visualization-python
Linux and Bash for Data Engineering: https://www.coursera.org/learn/linux-and-bash-for-data-engineering-duke
Spark, Hadoop, and Snowflake for Data Engineering: https://www.coursera.org/learn/spark-hadoop-snowflake-data-engineering
Cloud Virtualization, Containers and APIs: https://www.coursera.org/learn/cloud-virtualization-containers-api-duke
Cloud Data Engineering: https://www.coursera.org/learn/cloud-data-engineering-duke
Python Essentials for MLOps: https://www.coursera.org/learn/python-mlops-duke
DevOps, DataOps, MLOps: https://www.coursera.org/learn/devops-dataops-mlops-duke
Web Applications and Command-Line Tools for Data Engineering: https://www.coursera.org/learn/web-app-command-line-tools-for-data-engineering-duke
MLOps Platforms: Amazon SageMaker and Azure ML: https://www.coursera.org/learn/mlops-aws-azure-duke
Scripting with Python and SQL for Data Engineering: https://www.coursera.org/learn/scripting-with-python-sql-for-data-engineering-duke
Python and Pandas for Data Engineering: https://www.coursera.org/learn/python-and-pandas-for-data-engineering-duke
Cloud Computing Foundations: https://www.coursera.org/learn/cloud-computing-foundations-duke

📚 Must-Read Books:

Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017
Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/
Developing on AWS with C#: https://www.amazon.com/Developing-AWS-Comprehensive-Solutions-Platform/dp/1492095877
Pragmatic AI Labs Books: https://www.amazon.com/gp/product/B0992BN7W8

🎥 Follow & Subscribe:

Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q
52 Weeks of AWS Podcast: https://52-weeks-of-cloud.simplecast.com
noahgift.com: https://noahgift.com/
Pragmatic AI Labs Website: https://paiml.com/
Your adventure in tech awaits! Dive in now, and elevate your skills to new heights. 🚀

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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
Rise of the EU Cloud and Open Source Cloud [not-audio_url] [/not-audio_url]

Duration: 13:25
EU Cloud Sovereignty & Open Source AlternativesMarket OverviewCurrent EU Cloud Market ShareAWS: ~33% market share (Frankfurt, Ireland, Paris regions)Microsoft Azure: ~25% market shareGoogle Cloud Platform: ~10% market sh…
European Digital Sovereignty: Breaking Tech Dependency [not-audio_url] [/not-audio_url]

Duration: 10:38
European Digital Sovereignty: Breaking Tech DependencyEpisode NotesHeterodox Economic Foundations (00:00-02:46)Current economic context: Income inequality at historic levels (worse than pre-French Revolution)Problems wit…
What is Web Assembly? [not-audio_url] [/not-audio_url]

Duration: 7:39
WebAssembly Core Concepts - Episode NotesIntroduction [00:00-00:14]Overview of episode focus: WebAssembly core conceptsStructure: definition, purpose, implementation pathwaysFundamental Definition [00:14-00:38]Low-level…
60,000 Times Slower Python [not-audio_url] [/not-audio_url]

Duration: 10:14
The End of Moore's Law and the Future of Computing PerformanceThe Automobile Industry Parallel1960s: Focus on power over efficiency (muscle cars, gas guzzlers)Evolution through Japanese efficiency, turbocharging, to elec…
Technical Architecture for Mobile Digital Independence [not-audio_url] [/not-audio_url]

Duration: 10:12
Technical Architecture for Digital IndependenceCore ConceptSmartphones represent a monolithic architecture that needs to be broken down into microservices for better digital independence.Authentication StrategyHardware s…
What I Cannot Create, I Do Not Understand [not-audio_url] [/not-audio_url]

Duration: 5:07
Feynman's Wisdom Applied to AI LearningBackgroundFeynman helped create atomic bomb and investigated Challenger disasterChallenger investigation revealed bureaucracy prioritized power over engineering solutionsTwo key phr…
Rise of Microcontainers [not-audio_url] [/not-audio_url]

Duration: 7:23
The Rise of Micro-Containers: When Less is MorePodcast Episode NotesOpening (0:00 - 0:40)Introduction to micro-containers: containers under 100KBContrast with typical Python containers (5GB+)Languages enabling micro-cont…
Software Engineering Job Postings in 2025 And What To Do About It [not-audio_url] [/not-audio_url]

Duration: 15:11
Software Development Job Market in 2025: Challenges & OpportunitiesMarket Downturn AnalysisInterest Rate ImpactFed rates rose from ~0% to 5%, ending era of "free money" for VCsJob postings dropped to COVID-era levels (in…
Container Size Optimization in 2025 [not-audio_url] [/not-audio_url]

Duration: 8:45
# Container Size Optimization in 2025 ## Core Motivation- Container size directly impacts cost efficiency- Python containers can reach 5GB- Sub-1MB containers enable: - Incredible performance - Microservice architecture…
Tech Regulatory Entrepreneurship and Alternative Governance Systems [not-audio_url] [/not-audio_url]

Duration: 20:54
Regulatory Entrepreneurship and Alternative Governance SystemsKey ConceptsRegulatory EntrepreneurshipCompanies building businesses that require changing laws to succeedExamples: Uber, Airbnb, Tesla, DraftKings, OpenAICor…