Goal abandoned

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Career & Work

Data Science I Specialization

Expand beyond Computer Science into Statistics, Probability and Data Science

Note: The data science specializations are more involved and will require more effort than some of the other specializations.

M001: MongoDB Basics
1. Chapter 1: Introduction
2. Chapter 2: The MongoDB Query Language + Atlas
3. Chapter 3: Deeper Dive on the MongoDB Query Language
4. Final Exam
Data Science Foundations (cognitiveclass.ai)
1. Introduction to Data Science
2. Data Science Tools
3. Data Science Methodology
Applied Data Science with Python
1. Python for Data Science
2. Data Analysis with Python
3. Data Visualization with Python
Deep Learning
M220P
Khan Academy Probability and Statistics
[Book] Think Python How to Think Like a Computer Scientist 2nd Edition, Version 2.4.0
1. The way of the program
2. Variables, expressions and statements
3. Functions
4. Case study: interface design
5. Conditionals and recursion
6. Fruitful functions
7. Iteration
8. Strings
9. Case study: word play
10. Lists
11. Dictionaries
12. Tuples
13. Case study: data structure selection
14. Files
15. Classes and objects
16. Classes and functions
17. Classes and methods
18. Inheritance
19. The Goodies
20. Debugging
21. Analysis of Algorithms
Pandas Docs
Think Stats
Numpy Docs
An Introduction to Statistical Learning
Think Bayes
Do 10 problems (of your choice) on Rosalind
1. DNA Counting DNA Nucleotides
2. INI1 Installing Python
3. INI2 Variables and Some Arithmetic
4. INI3 Strings and Lists
5. INI4 Conditions and Loops
6. INI5 Working with Files
7. INI6 Dictionaries
8. RNA Transcribing DNA into RNA
9. REVC Complementing a Strand of DNA
10. FIB Rabbits and Recurrence Relations
Complete one competition of your choice from Crowd Analytix
Complete one Bot Programming Competition on CodinGame
Complete Deep Learning - TensorFlow on CodinGame
Do 20 problems (of your choice) on Rosalind
Complete the Digit Recognizer competition on Kaggle
Complete the Hackerrank Probability Challenges
Complete the Hackerrank Linear Algebra Foundations Challenges
Complete one competition of your choice from Crowd Analytix
Complete one competition of your choice from Analytics Vidhya
Complete one competition of your choice from Driven Data
Complete one competition of your choice on Kaggle

887
09 October 2019, 11:23

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resignedangel

Data Science I Specialization

M001: MongoDB Basics

Data Science Foundations (cognitiveclass.ai)

Applied Data Science with Python

Deep Learning

M220P

Khan Academy Probability and Statistics

[Book] Think Python How to Think Like a Computer Scientist 2nd Edition, Version 2.4.0

Pandas Docs

Think Stats

Numpy Docs

An Introduction to Statistical Learning

Think Bayes

Do 10 problems (of your choice) on Rosalind

Complete one competition of your choice from Crowd Analytix

Complete one Bot Programming Competition on CodinGame

Complete Deep Learning - TensorFlow on CodinGame

Do 20 problems (of your choice) on Rosalind

Complete the Digit Recognizer competition on Kaggle

Complete the Hackerrank Probability Challenges

Complete the Hackerrank Linear Algebra Foundations Challenges

Complete one competition of your choice from Crowd Analytix

Complete one competition of your choice from Analytics Vidhya

Complete one competition of your choice from Driven Data

Complete one competition of your choice on Kaggle

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