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
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Linear Regression
Logistic Regression
K-Nearest Neighours
Decision Tree
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K-Means Cluster
DBSCAN
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Math
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Fundamentals
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Pre Algebra
Linear Equations
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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
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Fundamentals
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Data Types
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Integers & Floats
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Intermediate
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Scope
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Dictionaries Functions [Intermediate]
OOP
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Class
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SQL
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Fundamentals
Intermediate
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Derived Tables
Window Functions
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String Functions + Regex
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Calculations
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Regex
Inference Statistics
Last updated on 23 Aug 2024
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