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.
See full terms
Do Well. Do Good.
Authors have earned$11,955,464writing, publishing and selling on Leanpub, earning 80% royalties while saving up to 25 million pounds of CO2 and up to 46,000 trees.
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
Top Books
- #1
OpenIntro Statistics
David Diez, Christopher Barr, Mine Cetinkaya-Rundel, and OpenIntroA complete foundation for Statistics, also serving as a foundation for Data Science.
Leanpub revenue supports OpenIntro (US-based nonprofit) so we can provide free desk copies to teachers interested in using OpenIntro Statistics in the classroom and expand the project to support free textbooks in other subjects.
More resources: openintro.org.
- #2
Deep Learning with PyTorch Step-by-Step
Daniel Voigt GodoyIn 2019, I published a PyTorch tutorial on Towards Data Science and I was amazed by the reaction from the readers! Their feedback motivated me to write this book to help beginners start their journey into Deep Learning and PyTorch. I hope you enjoy reading this book as much as I enjoy writing it.
- #3
Linear Algebra
Elira Curri and Tanush ShaskaAnswers to selected problems included.
- #4
Modern IT Automation with PowerShell
The DevOps Collective, Inc. and Michael ZanattaA PowerShell Textbook written by the community for the community!
- #5
Ansible for DevOps
Jeff GeerlingAnsible is a simple, but powerful, server and configuration management tool. Learn to use Ansible effectively, whether you manage one server—or thousands.
- #6
R Programming for Data Science
Roger D. PengThis book brings the fundamentals of R programming to you, using the same material developed as part of the industry-leading Johns Hopkins Data Science Specialization. The skills taught in this book will lay the foundation for you to begin your journey learning data science. Printed copies of this book are available through Lulu.
- #7
Code Your Own Synth Plug-Ins With C++ and JUCE
Matthijs HollemansLearn the fundamentals of audio programming by building a fully-featured software synthesizer plug-in, with every step explained along the way. The plug-in can be used in all the popular DAWs and is made using the industry standard tools for audio development: JUCE framework and the C++ programming language. Not too much math, lots of explanations!
- #8
Introducing EventStorming
Alberto BrandoliniThe deepest tutorial and explanation about EventStorming, straight from the inventor.
- #9
Software Architecture for Developers
Simon BrownA developer-friendly, practical and pragmatic guide to lightweight software architecture, technical leadership and the balance with agility.
- #10
The Rails 7 Way
Obie Fernandez, Lucas Dohmen, and Tom Henrik AadlandThe Rails™ 7 Way is the comprehensive, authoritative reference guide for professionals delivering production-quality code using modern Ruby on Rails. It illuminates the entire Rails 7 API, its most powerful idioms, design approaches, and libraries. Building on the previous editions, this edition has been heavily refactored and updated.
Top Bundles
- #1
Software Architecture
2 Books
"Software Architecture for Developers" is a practical and pragmatic guide to modern, lightweight software architecture, specifically aimed at developers. You'll learn:The essence of software architecture.Why the software architecture role should include coding, coaching and collaboration.The things that you really need to think about before... - #2
CCIE Service Provider Ultimate Study Bundle
2 Books
Piotr Jablonski, Lukasz Bromirski, and Nick Russo have joined forces to deliver the only CCIE Service Provider training resource you'll ever need. This bundle contains a detailed and challenging collection of workbook labs, plus an extensively detailed technical reference guide. All of us have earned the CCIE Service Provider certification... - #3
Pattern-Oriented Memory Forensics and Malware Detection
2 Books
This training bundle for security engineers and researchers, malware and memory forensics analysts includes two accelerated training courses for Windows memory dump analysis using WinDbg. It is also useful for technical support and escalation engineers who analyze memory dumps from complex software environments and need to check for possible... - #4
Static Analysis and Automated Refactoring
2 Books
As PHP developers we are living in the "Age of Static Analysis". We can use a tool like PHPStan to learn about potential bugs before we ship our code to production, and we can enforce our team's programming standards using custom PHPStan rules. Recipes for Decoupling by Matthias Noback teaches you in great detail how to do this, while also... - #5
Practical FP in Scala + Functional event-driven architecture
2 Books
Practical FP in Scala (A hands-on approach) & Functional event-driven architecture, aka FEDA, (Powered by Scala 3), together as a bundle! The content of PFP in Scala is a requirement to understand FEDA so why not take advantage of this bundle!? - #6
Modern C++ Collection
3 Books
Get All about Modern C++C++ Standard Library, including C++20Concurrency with Modern C++, including C++20C++20Each book has about 200 complete code examples. Updates are included. When I update one of the books, you immediately get the updated bundle. You can expect significant updates to each new C++ standard (C++23, C++26, .. ) and also... - #7
All the Books of The Medical Futurist
6 Books
We put together the most popular books from The Medical Futurist to provide a clear picture about the major trends shaping the future of medicine and healthcare. Digital health technologies, artificial intelligence, the future of 20 medical specialties, big pharma, data privacy, digital health investments and how technology giants such as Amazon... - #9
Statistics - All Lee Baker's Books
10 Books
This bundle includes all of the statistics books that Lee Baker has published at LeanPub 13 Statistics Books*1 PlaceNo Hassle! All in both epub and mobi formats - perfect for all devices and screen sizes. --------------------------------------------------------- *The book listed as Getting Started With Statistics is a bundle of 4 books...
