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