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Machine Learning for Data Science

Video Introducing this tutorial


Introduction :
Course Promotion Video
Thank you for investing in this Course!
Course Overview
Secret sauce inside!: How to get the most out of this course.

Core Concepts :
Core Concepts Overview
Computer Science - the `Train Wreck' Definition
What's Data / "I can see data everywhere!"
Structured vs Unstructured Data
Structured and Unstructured Data
2 questions
Computer Science - Definition Revisited & The Greatest "lie" ever SOLD....
What's big data?
Big Data - Quiz
2 questions
What is Artificial Intelligence (AI)
What is Machine Learning? - Part 1 - The ideas
What is Machine Learning? - Part 2 - An Example
What is data science?
Recap & How do these relate to each other?

Impacts, Importance and examples :
Impacts, Importance and examples - Overview
Why is this important now?
Computers exploding! - The explosive growth of computer power explained.
What problems does Machine Learning Solve?
Where it's transforming our lives

The Machine Learning Process :
The Machine Learning Process - Overview
5 Step Machine Learning Process Overview
1 - Asking the right question
2 - Identifying, obtaining, and preparing the right data
3 - Identifying and applying a ML Algorithm
4 - Evaluating the performance of the model and adjusting
5 - Using and presenting the model
Machine Learning - Process
6 questions

How to apply Machine Learning for Data Science :
How to apply Machine Learning for Data Science - Overview
Where to begin your journey
Common platforms and tools for Data Science
Data Science using - R
Data Science using - Python
Data Science using SQL
Data Science using Excel
Data Science using RapidMiner
Cautionary Tales

Conclusion :
All done! What's next?

Retired Lectures :
#4 - Secret sauce inside!: How to get the most out of this course

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