52 Weeks of Cloud

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-computing-solutions-at-scale

Python, Bash, and SQL Essentials for Data Engineering Specialization: https://www.coursera.org/specializations/python-bash-sql-data-engineering-duke

AWS Certified Solutions Architect - Professional (SAP-C01) Cert Prep: 1 Design for Organizational Complexity:
https://www.linkedin.com/learning/aws-certified-solutions-architect-professional-sap-c01-cert-prep-1-design-for-organizational-complexity/design-for-organizational-complexity?autoplay=true

O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

O'Reilly Book: Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Pragmatic AI: An Introduction to Cloud-based Machine Learning: https://www.amazon.com/gp/product/B07FB8F8QP/

Pragmatic AI Labs Book: Python Command-Line Tools: https://www.amazon.com/gp/product/B0855FSFYZ

Pragmatic AI Labs Book: Cloud Computing for Data Analysis: https://www.amazon.com/gp/product/B0992BN7W8

Pragmatic AI Book: Minimal Python: https://www.amazon.com/gp/product/B0855NSRR7

Pragmatic AI Book: Testing in Python: https://www.amazon.com/gp/product/B0855NSRR7

Subscribe to Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

Subscribe to 52 Weeks of AWS Podcast: https://52-weeks-of-cloud.simplecast.com

View content on noahgift.com: https://noahgift.com/

View content on Pragmatic AI Labs Website: https://paiml.com/

• 🤖 Master GenAI Engineering - Build Production AI Systems
• 🦀 Learn Professional Rust - Industry-Grade Development
• 📊 AWS AI & Analytics - Scale Your ML in Cloud
• ⚡ Production GenAI on AWS - Deploy at Enterprise Scale
• 🛠️ Rust DevOps Mastery - Automate Everything

• 💼 Production ML Program - Complete MLOps & Cloud Mastery
• 🎯 Start Learning Now - Fast-Track Your ML Career
• 🏢 Trusted by Fortune 500 Teams

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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-computing-solutions-at-scale

Python, Bash, and SQL Essentials for Data Engineering Specialization: https://www.coursera.org/specializations/python-bash-sql-data-engineering-duke

AWS Certified Solutions Architect - Professional (SAP-C01) Cert Prep: 1 Design for Organizational Complexity:
https://www.linkedin.com/learning/aws-certified-solutions-architect-professional-sap-c01-cert-prep-1-design-for-organizational-complexity/design-for-organizational-complexity?autoplay=true

O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

O'Reilly Book: Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Pragmatic AI: An Introduction to Cloud-based Machine Learning: https://www.amazon.com/gp/product/B07FB8F8QP/

Pragmatic AI Labs Book: Python Command-Line Tools: https://www.amazon.com/gp/product/B0855FSFYZ

Pragmatic AI Labs Book: Cloud Computing for Data Analysis: https://www.amazon.com/gp/product/B0992BN7W8

Pragmatic AI Book: Minimal Python: https://www.amazon.com/gp/product/B0855NSRR7

Pragmatic AI Book: Testing in Python: https://www.amazon.com/gp/product/B0855NSRR7

Subscribe to Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

Subscribe to 52 Weeks of AWS Podcast: https://52-weeks-of-cloud.simplecast.com

View content on noahgift.com: https://noahgift.com/

View content on Pragmatic AI Labs Website: https://paiml.com/

• 🤖 Master GenAI Engineering - Build Production AI Systems
• 🦀 Learn Professional Rust - Industry-Grade Development
• 📊 AWS AI & Analytics - Scale Your ML in Cloud
• ⚡ Production GenAI on AWS - Deploy at Enterprise Scale
• 🛠️ Rust DevOps Mastery - Automate Everything

• 💼 Production ML Program - Complete MLOps & Cloud Mastery
• 🎯 Start Learning Now - Fast-Track Your ML Career
• 🏢 Trusted by Fortune 500 Teams

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Learn to prepare for the AWS Solutions Architect Exam

00:00 Intro
01:47 Domain 1: Design Resilient Architectures
02:32 Domain 2: Design High-Performance Architectures
03:17 Domain 3: Design Scalable Architectures and Architectures
03:33 Domain 4: Design Cost-Optimized Architectures
04:40 Exam Guide Walkthrough
09:25 Whitepapers and why they are important
10:29 Well-Architected Framework
11:08 AWS FAQ
14:30 AWS Quick Starts

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-computing-solutions-at-scale

Python, Bash, and SQL Essentials for Data Engineering Specialization: https://www.coursera.org/specializations/python-bash-sql-data-engineering-duke

AWS Certified Solutions Architect - Professional (SAP-C01) Cert Prep: 1 Design for Organizational Complexity:
https://www.linkedin.com/learning/aws-certified-solutions-architect-professional-sap-c01-cert-prep-1-design-for-organizational-complexity/design-for-organizational-complexity?autoplay=true

O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

O'Reilly Book: Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Pragmatic AI: An Introduction to Cloud-based Machine Learning: https://www.amazon.com/gp/product/B07FB8F8QP/

Pragmatic AI Labs Book: Python Command-Line Tools: https://www.amazon.com/gp/product/B0855FSFYZ

Pragmatic AI Labs Book: Cloud Computing for Data Analysis: https://www.amazon.com/gp/product/B0992BN7W8

Pragmatic AI Book: Minimal Python: https://www.amazon.com/gp/product/B0855NSRR7

Pragmatic AI Book: Testing in Python: https://www.amazon.com/gp/product/B0855NSRR7

Subscribe to Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

Subscribe to 52 Weeks of AWS Podcast: https://52-weeks-of-cloud.simplecast.com

View content on noahgift.com: https://noahgift.com/

View content on Pragmatic AI Labs Website: https://paiml.com/

• 🤖 Master GenAI Engineering - Build Production AI Systems
• 🦀 Learn Professional Rust - Industry-Grade Development
• 📊 AWS AI & Analytics - Scale Your ML in Cloud
• ⚡ Production GenAI on AWS - Deploy at Enterprise Scale
• 🛠️ Rust DevOps Mastery - Automate Everything

• 💼 Production ML Program - Complete MLOps & Cloud Mastery
• 🎯 Start Learning Now - Fast-Track Your ML Career
• 🏢 Trusted by Fortune 500 Teams

Learn end-to-end ML engineering from industry veterans at PAIML.COM

Episode 22 covers the preparing for Disasters.

00:00 Intro
02:37 Planning for failures
03:34 Avoiding and planning for disasters
05:37 Using the Well-Architected Framework design principles
05:51 Recovery Point objectives (RPO)
06:34 Recovery time objective (RTO)
07:12 Plan for disaster recovery
08:03 Storage and backup building blocks
09:50 S3 Cross-Region replication
10:41 EBS volume snapshots
11:41 File system replication
12:50 Compute Capacity recovery
13:44 Strategies for disaster recovery
15:01 Networking design for resilience
15:34 Databases and recovery
16:45 Automation Services: CloudFormation, Elastic Beanstalk and AWS OpsWorks
17:38 Four disaster recovery strategies: Backup and restore, Pilot light, Warm Standby and Multi-site
18:23 AWS Storage Gateway
24:00 Summary of common DR patterns

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-computing-solutions-at-scale

Python, Bash, and SQL Essentials for Data Engineering Specialization: https://www.coursera.org/specializations/python-bash-sql-data-engineering-duke

AWS Certified Solutions Architect - Professional (SAP-C01) Cert Prep: 1 Design for Organizational Complexity:
https://www.linkedin.com/learning/aws-certified-solutions-architect-professional-sap-c01-cert-prep-1-design-for-organizational-complexity/design-for-organizational-complexity?autoplay=true

O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

O'Reilly Book: Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Pragmatic AI: An Introduction to Cloud-based Machine Learning: https://www.amazon.com/gp/product/B07FB8F8QP/

Pragmatic AI Labs Book: Python Command-Line Tools: https://www.amazon.com/gp/product/B0855FSFYZ

Pragmatic AI Labs Book: Cloud Computing for Data Analysis: https://www.amazon.com/gp/product/B0992BN7W8

Pragmatic AI Book: Minimal Python: https://www.amazon.com/gp/product/B0855NSRR7

Pragmatic AI Book: Testing in Python: https://www.amazon.com/gp/product/B0855NSRR7

Subscribe to Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

Subscribe to 52 Weeks of AWS Podcast: https://52-weeks-of-cloud.simplecast.com

View content on noahgift.com: https://noahgift.com/

View content on Pragmatic AI Labs Website: https://paiml.com/

• 🤖 Master GenAI Engineering - Build Production AI Systems
• 🦀 Learn Professional Rust - Industry-Grade Development
• 📊 AWS AI & Analytics - Scale Your ML in Cloud
• ⚡ Production GenAI on AWS - Deploy at Enterprise Scale
• 🛠️ Rust DevOps Mastery - Automate Everything

• 💼 Production ML Program - Complete MLOps & Cloud Mastery
• 🎯 Start Learning Now - Fast-Track Your ML Career
• 🏢 Trusted by Fortune 500 Teams

Learn end-to-end ML engineering from industry veterans at PAIML.COM

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-computing-solutions-at-scale

Python, Bash, and SQL Essentials for Data Engineering Specialization: https://www.coursera.org/specializations/python-bash-sql-data-engineering-duke

AWS Certified Solutions Architect - Professional (SAP-C01) Cert Prep: 1 Design for Organizational Complexity:
https://www.linkedin.com/learning/aws-certified-solutions-architect-professional-sap-c01-cert-prep-1-design-for-organizational-complexity/design-for-organizational-complexity?autoplay=true

O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

O'Reilly Book: Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Pragmatic AI: An Introduction to Cloud-based Machine Learning: https://www.amazon.com/gp/product/B07FB8F8QP/

Pragmatic AI Labs Book: Python Command-Line Tools: https://www.amazon.com/gp/product/B0855FSFYZ

Pragmatic AI Labs Book: Cloud Computing for Data Analysis: https://www.amazon.com/gp/product/B0992BN7W8

Pragmatic AI Book: Minimal Python: https://www.amazon.com/gp/product/B0855NSRR7

Pragmatic AI Book: Testing in Python: https://www.amazon.com/gp/product/B0855NSRR7

Subscribe to Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

Subscribe to 52 Weeks of AWS Podcast: https://52-weeks-of-cloud.simplecast.com

View content on noahgift.com: https://noahgift.com/

View content on Pragmatic AI Labs Website: https://paiml.com/

• 🤖 Master GenAI Engineering - Build Production AI Systems
• 🦀 Learn Professional Rust - Industry-Grade Development
• 📊 AWS AI & Analytics - Scale Your ML in Cloud
• ⚡ Production GenAI on AWS - Deploy at Enterprise Scale
• 🛠️ Rust DevOps Mastery - Automate Everything

• 💼 Production ML Program - Complete MLOps & Cloud Mastery
• 🎯 Start Learning Now - Fast-Track Your ML Career
• 🏢 Trusted by Fortune 500 Teams

Learn end-to-end ML engineering from industry veterans at PAIML.COM

00:00 Intro
04:00 Forms of decoupling
07:00 SQS
12:00 SQS Use Cases
19:27 SNS
23:21 SNS vs SQS

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-computing-solutions-at-scale

Python, Bash, and SQL Essentials for Data Engineering Specialization: https://www.coursera.org/specializations/python-bash-sql-data-engineering-duke

AWS Certified Solutions Architect - Professional (SAP-C01) Cert Prep: 1 Design for Organizational Complexity:
https://www.linkedin.com/learning/aws-certified-solutions-architect-professional-sap-c01-cert-prep-1-design-for-organizational-complexity/design-for-organizational-complexity?autoplay=true

O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

O'Reilly Book: Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Pragmatic AI: An Introduction to Cloud-based Machine Learning: https://www.amazon.com/gp/product/B07FB8F8QP/

Pragmatic AI Labs Book: Python Command-Line Tools: https://www.amazon.com/gp/product/B0855FSFYZ

Pragmatic AI Labs Book: Cloud Computing for Data Analysis: https://www.amazon.com/gp/product/B0992BN7W8

Pragmatic AI Book: Minimal Python: https://www.amazon.com/gp/product/B0855NSRR7

Pragmatic AI Book: Testing in Python: https://www.amazon.com/gp/product/B0855NSRR7

Subscribe to Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

View content on noahgift.com: https://noahgift.com/

View content on Pragmatic AI Labs Website: https://paiml.com/

• 🤖 Master GenAI Engineering - Build Production AI Systems
• 🦀 Learn Professional Rust - Industry-Grade Development
• 📊 AWS AI & Analytics - Scale Your ML in Cloud
• ⚡ Production GenAI on AWS - Deploy at Enterprise Scale
• 🛠️ Rust DevOps Mastery - Automate Everything

• 💼 Production ML Program - Complete MLOps & Cloud Mastery
• 🎯 Start Learning Now - Fast-Track Your ML Career
• 🏢 Trusted by Fortune 500 Teams

Learn end-to-end ML engineering from industry veterans at PAIML.COM

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-computing-solutions-at-scale

Python, Bash, and SQL Essentials for Data Engineering Specialization: https://www.coursera.org/specializations/python-bash-sql-data-engineering-duke

O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

O'Reilly Book: Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Pragmatic AI: An Introduction to Cloud-based Machine Learning: https://www.amazon.com/gp/product/B07FB8F8QP/

Pragmatic AI Labs Book: Python Command-Line Tools: https://www.amazon.com/gp/product/B0855FSFYZ

Pragmatic AI Labs Book: Cloud Computing for Data Analysis: https://www.amazon.com/gp/product/B0992BN7W8

Pragmatic AI Book: Minimal Python: https://www.amazon.com/gp/product/B0855NSRR7

Pragmatic AI Book: Testing in Python: https://www.amazon.com/gp/product/B0855NSRR7

Subscribe to Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

View content on noahgift.com: https://noahgift.com/

View content on Pragmatic AI Labs Website: https://paiml.com/

• 🤖 Master GenAI Engineering - Build Production AI Systems
• 🦀 Learn Professional Rust - Industry-Grade Development
• 📊 AWS AI & Analytics - Scale Your ML in Cloud
• ⚡ Production GenAI on AWS - Deploy at Enterprise Scale
• 🛠️ Rust DevOps Mastery - Automate Everything

• 💼 Production ML Program - Complete MLOps & Cloud Mastery
• 🎯 Start Learning Now - Fast-Track Your ML Career
• 🏢 Trusted by Fortune 500 Teams

Learn end-to-end ML engineering from industry veterans at PAIML.COM

f 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-computing-solutions-at-scale

Python, Bash, and SQL Essentials for Data Engineering Specialization: https://www.coursera.org/specializations/python-bash-sql-data-engineering-duke

O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

O'Reilly Book: Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Pragmatic AI: An Introduction to Cloud-based Machine Learning: https://www.amazon.com/gp/product/B07FB8F8QP/

Pragmatic AI Labs Book: Python Command-Line Tools: https://www.amazon.com/gp/product/B0855FSFYZ

Pragmatic AI Labs Book: Cloud Computing for Data Analysis: https://www.amazon.com/gp/product/B0992BN7W8

Pragmatic AI Book: Minimal Python: https://www.amazon.com/gp/product/B0855NSRR7

Pragmatic AI Book: Testing in Python: https://www.amazon.com/gp/product/B0855NSRR7

Subscribe to Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

View content on noahgift.com: https://noahgift.com/

View content on Pragmatic AI Labs Website: https://paiml.com/

• 🤖 Master GenAI Engineering - Build Production AI Systems
• 🦀 Learn Professional Rust - Industry-Grade Development
• 📊 AWS AI & Analytics - Scale Your ML in Cloud
• ⚡ Production GenAI on AWS - Deploy at Enterprise Scale
• 🛠️ Rust DevOps Mastery - Automate Everything

• 💼 Production ML Program - Complete MLOps & Cloud Mastery
• 🎯 Start Learning Now - Fast-Track Your ML Career
• 🏢 Trusted by Fortune 500 Teams

Learn end-to-end ML engineering from industry veterans at PAIML.COM

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-computing-solutions-at-scale

Python, Bash, and SQL Essentials for Data Engineering Specialization: https://www.coursera.org/specializations/python-bash-sql-data-engineering-duke

O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

O'Reilly Book: Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Pragmatic AI: An Introduction to Cloud-based Machine Learning: https://www.amazon.com/gp/product/B07FB8F8QP/

Pragmatic AI Labs Book: Python Command-Line Tools: https://www.amazon.com/gp/product/B0855FSFYZ

Pragmatic AI Labs Book: Cloud Computing for Data Analysis: https://www.amazon.com/gp/product/B0992BN7W8

Pragmatic AI Book: Minimal Python: https://www.amazon.com/gp/product/B0855NSRR7

Pragmatic AI Book: Testing in Python: https://www.amazon.com/gp/product/B0855NSRR7

Subscribe to Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

View content on noahgift.com: https://noahgift.com/

View content on Pragmatic AI Labs Website: https://paiml.com/

• 🤖 Master GenAI Engineering - Build Production AI Systems
• 🦀 Learn Professional Rust - Industry-Grade Development
• 📊 AWS AI & Analytics - Scale Your ML in Cloud
• ⚡ Production GenAI on AWS - Deploy at Enterprise Scale
• 🛠️ Rust DevOps Mastery - Automate Everything

• 💼 Production ML Program - Complete MLOps & Cloud Mastery
• 🎯 Start Learning Now - Fast-Track Your ML Career
• 🏢 Trusted by Fortune 500 Teams

Learn end-to-end ML engineering from industry veterans at PAIML.COM

Alright, so I'm live here 52 weeks of AWS, continuing to cover the solutions architect certification material. And today I'm going to talk about securing user and application access. Probably one of the most timely topics that we can discuss for cloud computing, there is a lot of increased risk of cybersecurity threats in in the world right now. And there's conflicts that could potentially make your organization really need to care a bit more about cybersecurity. And so this is a great topic for today. So let's go ahead and dive right in here. I'm going to talk through this material on securing user and application access. I'm going to go ahead and share my screen if you're watching. Live here with the video, and let's get to it. Okay, so first up securing user application access. We're talking about some of the things like architectural needs the user account and I ns, how to organize users do federated users multiple accounts. also play around a little bit with AWS itself and do some demos, if it seems like it's needed. So by the end of this talk, today, I'm going to cover I am groups roles, how to use user Federation, also about AWS organizations, and how to manage multiple AWS accounts, which is, in fact, a really good process for many organizations. Okay, let's get into architectural need first. So, you know, that's typically a good place to start as what's the structure of your company, what it is you need to solve, then move into the details. So the first thing that most people don't do that they should do when they're using AWS is they need to secure the root account. I've personally seen this happen at multiple companies, where you everybody was using the root and now account initially, because it's a startup. And, you know, we want to move fast and break things or, you know, like, I like to say, move fast and break democracy. But in general, with root users, you need to secure them immediately, because it's so easy to essentially give someone access to your account. And then now you don't have a company anymore, you've given it away to other people. And the first thing to do would be to create a admin user account, the next thing to do is make sure that you lock away the root credentials, and then don't use the root account period. So instead, what you would want to do is use the admin or specific admin users, maybe an admin for s3, or an admin for compute, or something like that, for most of the tasks. So I am is a way of managing identity and access management, you can securely control individual and group access, you can integrate with other AWS services, do Federated Identity Management, granular permissions, and also MFA or multi factor authentication.

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-computing-solutions-at-scale

Python, Bash, and SQL Essentials for Data Engineering Specialization: https://www.coursera.org/specializations/python-bash-sql-data-engineering-duke

O'Reilly Book: Practical MLOps: https://www.amazon.com/Practical-MLOps-Operationalizing-Machine-Learning/dp/1098103017

O'Reilly Book: Python for DevOps: https://www.amazon.com/gp/product/B082P97LDW/

Pragmatic AI: An Introduction to Cloud-based Machine Learning: https://www.amazon.com/gp/product/B07FB8F8QP/

Pragmatic AI Labs Book: Python Command-Line Tools: https://www.amazon.com/gp/product/B0855FSFYZ

Pragmatic AI Labs Book: Cloud Computing for Data Analysis: https://www.amazon.com/gp/product/B0992BN7W8

Pragmatic AI Book: Minimal Python: https://www.amazon.com/gp/product/B0855NSRR7

Pragmatic AI Book: Testing in Python: https://www.amazon.com/gp/product/B0855NSRR7

Subscribe to Pragmatic AI Labs YouTube Channel: https://www.youtube.com/channel/UCNDfiL0D1LUeKWAkRE1xO5Q

View content on noahgift.com: https://noahgift.com/

View content on Pragmatic AI Labs Website: https://paiml.com/

• 🤖 Master GenAI Engineering - Build Production AI Systems
• 🦀 Learn Professional Rust - Industry-Grade Development
• 📊 AWS AI & Analytics - Scale Your ML in Cloud
• ⚡ Production GenAI on AWS - Deploy at Enterprise Scale
• 🛠️ Rust DevOps Mastery - Automate Everything

• 💼 Production ML Program - Complete MLOps & Cloud Mastery
• 🎯 Start Learning Now - Fast-Track Your ML Career
• 🏢 Trusted by Fortune 500 Teams

Learn end-to-end ML engineering from industry veterans at PAIML.COM