Cloud Computing for Data Analysis
Cloud Computing for Data Analysis
The missing semester of Data Science
About the Book
After reading this book you will be able to:
- Summarize the fundamentals of cloud computing
- Evaluate the economics of cloud computing
- Accurately evaluate distributed computing challenges and opportunities and apply this knowledge to real-world projects.
- Develop non-linear life-long learning skills
- Build, share and present compelling portfolios using: Github, YouTube, and Linkedin.
About the Author
Bundles that include this book
Table of Contents
-
Introduction
- About the Cover
- What you will learn
-
Chapter One: Getting Started
- Effective Async Technical Discussions
- Effective Async Technical Project Management
- Cloud Onboarding for AWS, GCP, and Azure
-
Chapter 2: Cloud Computing Foundations
- Why you should consider using a cloud-based development environment
- Overview of Cloud Computing
- PaaS Continuous Delivery
- IaC (Infrastructure as Code)
- What is Continuous Delivery and Continuous Deployment?
- Continuous Delivery for Hugo Static Site from Zero
-
Chapter3: Virtualization & Containerization & Elasticity
- Elastic Resources
- Containers: Docker
- Container Registries
- Kubernetes in the Cloud
- Hybrid and Multi-cloud Kubernetes
- Running Kubernetes locally with Docker Desktop and sklearn flask
- Operationalizing a Microservice Overview
- Creating a Locust Load test with Flask
- Serverless Best Practices, Disaster Recovery and Backups for Microservices
-
Chapter 4: Challenges and Opportunities in Distributed Computing
- Eventual Consistency
- CAP Theorem
- Amdahl’s Law
- Elasticity
- Highly Available
- End of Moore’s Law
- ASICS: GPUs, TPUs, FPGA
-
Chapter 5: Cloud Storage
- Cloud Storage Types
- Data Governance
- Cloud Databases
- Key-Value Databases
- Graph Databases
- Batch vs. Streaming Data and Machine Learning
- Cloud Data Warehouse
- GCP BigQuery
- AWS Redshift
-
Chapter 6: Serverless ETL Technologies
- AWS Lambda
- Developing AWS Lambda Functions with AWS Cloud9
- Faas (Function as a Service)
- Chalice Framework on AWS Lambda
- Google Cloud Functions
- To run it locally, follow these steps
- Cloud ETL
- Real-World Problems with ETL Building a Social Network From Scratch
-
Chapter 07: Managed Machine Learning Systems
- Jupyter Notebook Workflow
- AWS Sagemaker Overview
- AWS Sagemaker Elastic Architecture
- Azure ML Studio Overview
- Google AutoML Computer Vision
-
Chapter 08: Data Science Case Studies and Projects
- Case Study: Data science meets Intermittent Fasting (IF)
-
Chapter 09: Essays
- Why There Will Be No Data Science Job Titles By 2029
- Exploiting The Unbundling Of Education
- How Vertically Integrated AI Stacks Will Affect IT Organizations
- Here Come The Notebooks
- Cloud Native Machine Learning And AI
- One Million Trained by 2021
-
Chapter 10: Career
- Getting a job by becoming a Triple Threat
- How to Build a Portfolio for Data Science and Machine Learning Engineering
- How to learn
- Create your own 20% Time
- Pear Revenue Strategy
- Remote First (Mastering Async Work)
- Getting a Job: Don’t Storm the Castle, Walk in the backdoor
The Leanpub 60 Day 100% Happiness Guarantee
Within 60 days of purchase you can get a 100% refund on any Leanpub purchase, in two clicks.
Now, this is technically risky for us, since you'll have the book or course files either way. But we're so confident in our products and services, and in our authors and readers, that we're happy to offer a full money back guarantee for everything we sell.
You can only find out how good something is by trying it, and because of our 100% money back guarantee there's literally no risk to do so!
So, there's no reason not to click the Add to Cart button, is there?
See full terms...
Earn $8 on a $10 Purchase, and $16 on a $20 Purchase
We pay 80% royalties on purchases of $7.99 or more, and 80% royalties minus a 50 cent flat fee on purchases between $0.99 and $7.98. You earn $8 on a $10 sale, and $16 on a $20 sale. So, if we sell 5000 non-refunded copies of your book for $20, you'll earn $80,000.
(Yes, some authors have already earned much more than that on Leanpub.)
In fact, authors have earnedover $13 millionwriting, publishing and selling on Leanpub.
Learn more about writing on Leanpub
Free Updates. DRM Free.
If you buy a Leanpub book, you get free updates for as long as the author updates the book! Many authors use Leanpub to publish their books in-progress, while they are writing them. All readers get free updates, regardless of when they bought the book or how much they paid (including free).
Most Leanpub books are available in PDF (for computers) and EPUB (for phones, tablets and Kindle). The formats that a book includes are shown at the top right corner of this page.
Finally, Leanpub books don't have any DRM copy-protection nonsense, so you can easily read them on any supported device.
Learn more about Leanpub's ebook formats and where to read them
