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Monday, September 13, 2021

Main topics in the book: Coding all-in-one for Dummies

(These topics are from Coding for Dummies)




















Getting started with coding
  • What is coding?
  • Programming for the web'
  • Becoming a programmer
Career building with coding
  • Exploring coding career paths
  • Exploring undergraduate and graduate degrees
  • Training on the job
  • Coding career myths
Basic web coding 
  • Exploring basic HTML
  • Getting more of HTML
  • Getting stylish with CSS
    Building floating page layouts
  • Using alternative positioning
Advanced web coding
  • Working faster with Twitter bootstrap
  • Adding in JavaScript
  • Understanding Callbacks and Closures
  • Embracing AJAX and JSON
  • jQuery
Creating web applications
  • Building your own App
  • Researching your first web application
  • Coding and debugging your first web application
Selecting data analysis tools
  • Wrapping your head around Python
  • Installing a Python distribution
  • Working with real data
Evaluating data
  • Conditioning data
  • Shaping data
  • Crash course for MatPlotLib
  • Visualizing data
  • Exploring Data Analysis
  • Exploring four simple and effective algorithms
Essentials of machine learning
  • How to machines learn?
  • Demystifying the Math behind Machine Learning
  • Descending the right curve
  • Validating Machine Learning
Applying machine learning
  • Starting with Simple learners
  • Leveraging similarity
  • Hitting complexity with Neural Networks
  • Resorting to ensembles of learners
  • Real world applications

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