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
Can we learn from Food Regulation in EU with Tech Regulation? [not-audio_url] [/not-audio_url]

Duration: 7:12
Food Industry Self-Regulation: A Case Study in Regulatory EconomicsKey Statistical EvidenceSelf-Regulation Metrics (2000-Present)98.7% of food additives introduced through self-regulation756 novel ingredients added witho…
False Promise of Lack of Regulation for Europe [not-audio_url] [/not-audio_url]

Duration: 14:42
Episode Notes: Europe vs America - Regulations and InnovationCore ArgumentThe common meme "Europe makes laws, America makes products" represents an oversimplified view of complex regulatory and innovation dynamics betwee…
Gaslighting Your Way to Responsible AI [not-audio_url] [/not-audio_url]

Duration: 12:25
🎯 Breaking Down "Gaslighting Your Way to Responsible AI" - A Critical Analysis of Tech EthicsHere are the key insights from this thought-provoking discussion on AI ethics and corporate responsibility:Meta's Ethical Conce…
Rust Interactive Labs Launch [not-audio_url] [/not-audio_url]

Duration: 1:32
🚀 Pragmatic AI Labs - Interactive Rust Labs Launch AnnouncementKey AnnouncementsPragmatic AI Labs has launched browser-based interactive Rust labs, removing traditional setup barriers and providing an instant-access deve…
Musk 20-Year Old Goons Ransacking EU Capitols in 2030 [not-audio_url] [/not-audio_url]

Duration: 6:22
2030: The Silent Tech Invasion of EuropeCore PremiseScenario: Elon Musk systematically dismantles European governanceMethod: Algorithmic conquest via social mediaYear: 2030Targets: Germany, UK, France, Italy, SpainKey Sy…
UBI for OpenAI? [not-audio_url] [/not-audio_url]

Duration: 4:04
Episode Notes: AI Industry Transitions and Workforce ProposalsOverviewA technical analysis of proposed career transitions for OpenAI engineers, presented through the lens of market dynamics and workforce displacement pat…
Why DeepSeek Culture Beats American Tech Culture [not-audio_url] [/not-audio_url]

Duration: 20:32
Core Strengths of DeepSeek's ApproachOpen Source InnovationSlashed API costs to 1/30th of OpenAI'sFocuses on affordability and accessibilityTriggered price competition with ByteDance and Ali CloudOriginal Research Philos…
YES, Download DeepSeek-R1 TODAY and Tell Your Neighbor To Do It Too! [not-audio_url] [/not-audio_url]

Duration: 10:40
DeepSeek R1 and Open Source AI: A Case for Open SolutionsKey PointsUnderstanding "Downloading" in ContextClarifies misconceptions about downloading softwareDistinguishes between smartphone apps and open-source solutionsU…
NVidia Short Risk:  GPU Alternative in China [not-audio_url] [/not-audio_url]

Duration: 5:56
NVIDIA's AI Empire: A Hidden Systemic Risk?Episode OverviewA deep dive into the potential vulnerabilities in NVIDIA's AI-driven business model and what it means for the future of AI computing.Key PointsThe Current StateN…