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$11,592,641writing, 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), EPUB (for phones and tablets) and MOBI (for 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
SignalR on .NET 6 - the Complete Guide
Fiodar SazanavetsLearn everything there is to learn about SignalR and how to integrate it with the latest .NET 6 and C# 10 features. Learn how to connect any type of client to SignalR, including plain WebSocket client. Learn how to build interactive applications that can communicate with each other in real time without making excessive calls.
- #2
The easiest way to learn design patterns
Fiodar SazanavetsLearn design patterns in the easiest way possible. You will no longer have to brute-force your way through each one of them while trying to figure out how it works. The book provides a unique methodology that will make your understanding of design patterns stick. It can also be used as a reference book where you can find design patterns in seconds.
- #3
C++20 - The Complete Guide
Nicolai M. JosuttisAll the new language and library features of C++20 (for those who know previous versions).
The book presents all new language and library features of C++20. Learn how this impacts day-to-day programming, to benefit in practice, to combine new features, and to avoid all new traps.
Buy early, pay less, free updates.
Other books:
- #4
Jetpack Compose internals
Jorge CastilloJetpack Compose is the future of Android UI. Master how it works internally and become a more efficient developer with it. You'll also find it valuable if you are not an Android dev. This book provides all the details to understand how the Compose compiler & runtime work, and how to create a client library using them.
- #5
Functional event-driven architecture: Powered by Scala 3
Gabriel VolpeExplore the event-driven architecture (EDA) in a purely functional way, mainly powered by Fs2 streams in Scala 3!
Leverage your functional programming skills by designing and writing stateless microservices that scale, powered by stateful message brokers.
- #6
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.
- #7
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.
- #8
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.
- #9
CCIE Service Provider Version 4 Written and Lab Exam Comprehensive Guide
Nicholas RussoThe service provider landscape has changed rapidly over the past several years. Networking vendors are continuing to propose new standards, techniques, and procedures for overcoming new challenges while concurrently reducing costs and delivering new services. Cisco has recently updated the CCIE Service Provider track to reflect these changes; this book represents the author's personal journey in achieving that certification.
- #10
Cronache di Domain-Driven Design
Francesco Strazzullo, Matteo Baglini, Gianluca Padovani, Emanuele DelBono, Marco Consolaro, Alessandro Colla, Uberto Barbini, Alberto Acerbis, Julie Camosseto, DDD Open, and Alberto BrandoliniCronache di Domain-Driven Design: un libro corale in italiano fatto di storie indipendenti tra loro, che sono il risultato dell’applicazione di Domain-Driven Design su progetti reali.
Top Bundles
- #1
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!? - #2
Software Architecture for Developers: Volumes 1 & 2 - Technical leadership and communication
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... - #3
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... - #4
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... - #6
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... - #7
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... - #10
Growing Agile: The Complete Coach's Guide
7 Books
Growing Agile: Coach's Guide Series This bundle provides a collection of training and workshop plans for a variety of agile topics. The series is aimed at agile coaches, trainers and ScrumMasters who often find themselves needing to help teams understand agile concepts. Each book in the series provides the plans, slides, handouts and activity...
