Git Product home page Git Product logo

tarun-ssharma / cloud-data-analysis-at-scale Goto Github PK

View Code? Open in Web Editor NEW

This project forked from noahgift/cloud-data-analysis-at-scale

0.0 0.0 0.0 8.43 MB

[Course-2020-2023] taught at Duke MIDS. This is also a Coursera Course that covers MLOps, ML Engineering and the foundations of Cloud Computing for Data Science.

Home Page: https://www.coursera.org/specializations/building-cloud-computing-solutions-at-scale

License: Other

Python 0.01% HTML 0.03% Jupyter Notebook 99.97%

cloud-data-analysis-at-scale's Introduction

Data Analysis at Scale in the Cloud

Course taught at Duke MIDS, Spring 2020-2022 by Noah Gift.

Guest Lecture 2022-Async

GPT 3:

Prequel Material

These resources could be helpful before starting this course.

Duke/Coursera: Foundations of Data Engineering Course (Launching early 2022)

Course1: Python and Pandas for Data Engineering

Course2: Linux and Bash for Data Engineering

Github Repos for Projects in Course
Week1: Using Linux
Week2: Using Bash
Week3: Building Bash Scripts
Week4: Composing File and Data Management Solutions with Linux

Course3: Python and SQL for Data Engineering

Course4: Building Data Engineering Solutions with Python for Web Applications, Command-Line Tools and Notebooks

Sequel Material

These resources could be helpful after starting this course.

Duke/Coursera: Applied Data Engineering Course (Launching late 2022)

Github Repos Referenced Duke Coursera Course

Course 1: Cloud Computing Foundations

Course 2: Cloud Computing Building Blocks

Lecture Topics:

Getting Started: [Week1]

Cloud Computing Foundations: [Week2]

Virtualization and Containers: [Week3 & Week 4]

Challenges and Opportunities in Distributed Computing: [Week 5 & Week 6]

Cloud Storage [Week 7 & Week 8]

Serverless [Week 9 & Week 10]

MLOps, Big Data and Edge Computer Vision [Week 11 & Week 12 & Week 13]

General

Student Example Projects

A practical guide to Data Science, Machine Learning Engineering and Data Engineering

Read Cloud Computing for Data Book cloud4data books

Free book Developing-on-AWS-with-CSharp Screenshot 2022-10-28 at 7 12 09 AM

Next Steps: Take Coursera MLOps Course

cloud-specialization

Text and Code License

The text and code content of notebooks and documents is released under the CC-BY-NC-ND license

cloud-data-analysis-at-scale's People

Contributors

noahgift avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.