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Data Science - Coggle Diagram
Data Science
Courses
Kaggle.com
Understanding how algorithms are built
FastAI course
https://www.youtube.com/watch?v=4OZip0cgOho
Ultralearning Scott Young
Computer Languages
SQL
R
Python
Pandas
Numpy
Colab/Jupyter Notebooks
Data Types
Arrays
https://youtu.be/NptnmWvkbTw
Indices of an Array start at 0!
Steps
Declare
Initialise
Use
Index
Append
AT THE END
.push
AT THE START
.unshift
IN THE MIDDLE
splice
Remove
FROM END
.pop
FROM START
shift
FROM THE MIDDLE
.splice
Count
Objects
{}
Add
Syntax
Libraries
Import Function
HTML
Classes
Elements
Tags
Data Visualisation
Gapminder
maplotlib
Work
Build a Data Science Portfolio
SQL
(Hint: in cache execution vs. in memory execution vs. from disk execution. also data movement times - memory movement vs. disk movement vs. network movement.)
https://www.quora.com/What-are-the-10-most-valuable-SQL-skills-to-have
Temporary Tables
Group By
JOINS
UNION ALL instead of IN
Compress Database
https://jesspomfret.com/data-compression-internals/
The Journey
Data Collection
Data Preprocessing
Data Understanding
Exploratory Data Analysis
Literature Review
Python
Data Visualisation
Developing Algoirthms
How to use Machine Learning in Sales
Tomi Mester Course
Preparation. Install software on Laptop
Environment
Code Editor
PhD or no PhD
https://www.youtube.com/watch?v=ulRPiEJRyFQ
Resources
KDNuggets
Youtube Playlists
Data Professor
Video 1
Data Science 101
https://www.youtube.com/watch?v=7XdoaQYwTeA&list=PLtqF5YXg7GLn0WWB_wQx7wHrIvbs0EH2e
Computer Language
Python
Libraries
Graphing:
Maplotlib
R
Libraries
How long will it take?
2 years. 2 hours a day
Varied Disicplines
Data Visualisation
Science
Art
Statistics
Computer Science
Infornatics
d
Video 2
GitHub
Video 3
6 hours
https://www.insidesherpa.com/virtual-internships/m7W4GMqeT3bh9Nb2c
Neural Networks