Data Science Flashcards
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Machine Learning
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Fundamentals
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Introduction
Training
Tuning
Performance Metrics
Gradient Descent & Loss Function
Supervised Models
+
Linear Regression
Logistic Regression
K-Nearest Neighours
Decision Tree
Ensemble Methods
Unsupervised Models
+
K-Means Cluster
DBSCAN
Silhouette Score
Math
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Fundamentals
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Pre Algebra
Linear Equations
Mathematical Expressions
Sets & Relations
Functions
Logarithms & Exponential Functions
Basic Geometry
Statistics and Probabilities
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Data Types
Basic Probability
Descriptive Statistics
Inference Statistics
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Fundamental Concepts
Confidence Interval
Hypothesis Testing
Probability Distribution
Python
+
Fundamentals
+
Data Types
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Integers & Floats
Boolean
List, Tuples & Strings
Sets & Dictionaries
Python Operators
Control Flow Statements
Indexing & Slicing
Variables & Objects
Functions
Arguments
Intermediate
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Scope
Closures and Decorators
Modules and Packages
Iterables
Context Managers
Built In Functions
Exceptions
Dictionaries Functions [Intermediate]
OOP
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Class
Inheritance
SQL
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Fundamentals
Intermediate
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Derived Tables
Window Functions
Date Functions
String Functions + Regex
Practice Questions
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Calculations
Filtering
Subquery
Command Line [Mac]
Regex
Fundamentals
Last updated on 6 Nov 2023
Published on 25 Oct 2023
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