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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