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Data Handling
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From a CSV File
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SQL
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EC2
Statistics
Fundamentals
Rules of Thumb
Variable Types
Performance Evaluation Metrics
Probability Theory
Power
Coefficient of Multiple Determination (R
2
)
Sum of Squares (SS)
Descriptive Statistics
Discriminant Function Analysis (DFA)
Canonical Correlation Analysis (CCA)
Multi-dimensional Scaling (MDS)
Multivariate Distance Measures (DM)
Principal Component Analysis
Measures of Central Tendency
Mean, Median and Mode
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Range
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Cluster Analysis
Factor Analysis
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ANOVA
ANOM
Regression
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String Manipulation
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Graphs
Trees
Linked Lists
Recursion and Backtracking
-
Descriptive Statistics
Data Handling
Importing Data
From a CSV File
From the Web
From a Folder
From a PDF
Cleaning Data
Exploring Data
Transforming Data
Normalizing Data
Standardizing Data
Renaming Files
Exporting Data
SQL
Basic SQL
Select Statement
Intermediate SQL
Advanced SQL
AWS
EC2
Statistics
Fundamentals
Rules of Thumb
Variable Types
Performance Evaluation Metrics
Probability Theory
Power
Coefficient of Multiple Determination (R
2
)
Sum of Squares (SS)
Descriptive Statistics
Discriminant Function Analysis (DFA)
Canonical Correlation Analysis (CCA)
Multi-dimensional Scaling (MDS)
Multivariate Distance Measures (DM)
Principal Component Analysis
Measures of Central Tendency
Mean, Median and Mode
Measures of Variability (spread)
Range
Inferential Statistics
Cluster Analysis
Factor Analysis
Hypothesis Testing
ANOVA
ANOM
Regression
Simple Linear Regression
Logistic Regression
Ridge Regression
Lasso Regression
Elastic Net Regression
Tobit Regression
Cox Regression
Quasi Poisson Regression
Negative Binomial Regression
Poisson Regression
Ordinal Regression
Support Vector Regression
Partial Least Squares (PLS) Regression
Principal Components Regression (PCR)
Quantile Regression
Polynomial Regression
Kernel Regression
Experimental Design
Randomization
Control
Factorial Design
Machine Learning/AI
Machine Learning
Gradient Boosting Algorithms (gbm)
Naive Bayes
Machine Learning Regression
Machine Learning Classification
Logistic Regression
Random Forest / Decision Tree Ensemble
Deep Learning Concepts
Basics
Multi-Layer Perceptron (MLP)
Convolutional Neural Network (CNN)
Recurrent Neural Network (RNN)
Long Short Term Memory (LSTM)
Deep Neural Networks (DNNs)
Region Based Convolutional Neural Networks (R-CNN)
Deep Belief Network
Autoencoder
Deep Learning Examples
Computer Vision
Object Detection
Audio Signal Processing
Natural Language Processing (NLP)
Collaborative Filtering
Tabular Data
Structure Learning
Visualization
Fundamentals
Color Theory
Temporal Visualizations
Line Graphs
Timelines
Time Series Sequences
Polar Area Diagrams
Scatter Plots
Hierarchical Visualizations
Sunburst Diagrams
Ring Charts
Tree Diagrams
Network Visualizations
Matrix Charts
Alluvial Diagrams
Node-link Diagrams
Word Clouds
Multidimensional Visualizations
Scatter Plots
Stacked Bar Graphs
Venn Diagrams
Pie Charts
Histograms
Geospatial Visualizations
Flow Map
Density Map
Cartogram
Heatmap
Visualization Tools
Power BI
Tableau
Math
Basic Mathematics
Arithmetic
Trigonometry
Polynomials
Linear Algebra
Matrices and Vectors
Matrix Multiplication
Eigenvalues and Eigenvectors
Calculus
Derivatives
Power Rule
Product Rule
Quotient Rule
Chain Rule
Integrals
Reverse Power Rule
Integration by Substitution
Integration by Parts
Gradient Descent
Multivariable Calculus
Partial Differentiation
Fourier Transform
Discrete Math
Inductive and Deductive Reasoning
Graph Theory
Recursion
Algorithm Complexity (big O)
Programming
Fundamentals
Git
Data Types
Variables
Containers
String Manipulation
Logical Operators
Big O (Time Complexity)
Control Flow
Data Structures
Arrays
Dictionaries and Hash Maps
Sorting
String Manipulation
Greedy Algorithms
Search
Dynamic Programming
Stacks and Queues
Graphs
Trees
Linked Lists
Recursion and Backtracking
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