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Data Science RoadMap - Coggle Diagram

- - - - Discrete Distribution
      - Continuous Distribution
      - Bayes Theorem
      - Normal Distribution
      - Random Variables
- - - - Data Visualization
      - Dashboards
      - Data Presentation
      - Web Tools
      - Data Manupulation
    - - Deep Learning
        
        Generative Adversarial Networks (GAN)
        
        Convolutional Neural Networks (CNN)
        
        Recurrent Neural Networks
        
        Neural Networks
        
        Auto-Encoders #
        
        Explainable AI
      - Unsupervised Learning
        
        Dimensionality Reduction
        
        Linear Discriminant Analysis (LDA)
        
        Principal Component Analysis (PCA)
        
        t-SNE
        
        UMAP
        
        Multidimensional scaling (MDS)
        
        Clustering
        
        Density-based Clustering
        
        DBSCAN
        
        Partional clustering
        
        PAM
        
        CLARA
        
        K-means
        
        Hierachical clustering
        
        Median
        
        Avergae Linkage
        
        Complete-Linkage
        
        Centroid
        
        Ward
        
        Single-Linkage
      - Supervised Learning
        
        Regression
        
        Random Forest
        
        Support Vector Machine (SVM)
        
        Decision Tree
        
        Linear Regression
        
        Ridge
        
        Lasso
        
        Elastic Net
        
        Classification
        
        Support Vector Machine (SVM)
        
        Naive Bayes
        
        Logistic Regression
        
        Decision Tree
        
        K nearest neighbor (KNN)
        
        Random Forest
  - - - video
      - audio
      - image
      - text
      - time series
  - - - GPU/CPU
  - - - Win
      - Mac
      - Linux

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Data Science RoadMap

Tensors

Computer Science

Mathematics #

Linear Algebra

Matrix

Calculus

Vectors

Tensors

Optimization

Statistics #

Probability Theory

Discrete Distribution

Continuous Distribution

Hypothesis Testing

Bayes Theorem

Normal Distribution

Random Variables

ANOVA

Simulations

Statistical Quality Control

Programming Languages

Research

Data Storage

Computing Infrastructure

Data formats

PC/laptop

cluster

Cloud

GPU/CPU

Data Exploration

Domain Knowledge

Software

OS

Integrated Development Environment (IDE)

Win

Mac

Linux

Data Visualization

Dashboards

Data Presentation

Data type

video

audio

image

text

time series

Regression

Set Theory

Number Theory

Algebra

Algorithms

Machine Learning #

R

Python

Matlab

Julia

C/C++

javascript

bash

SQL

Web Tools

program design and patterns #

Virtualization

Virtual Machines

Containers

Version Control

html

css

Deep Learning

Generative Adversarial Networks (GAN)

Convolutional Neural Networks (CNN)

Recurrent Neural Networks

Unsupervised Learning

Dimensionality Reduction

Linear Discriminant Analysis (LDA)

Principal Component Analysis (PCA)

Clustering

Density-based Clustering

DBSCAN

Partional clustering

PAM

CLARA

K-means

Hierachical clustering

Median

Avergae Linkage

Complete-Linkage

Centroid

Ward

Single-Linkage

Supervised Learning

Regression

Random Forest

Support Vector Machine (SVM)

Decision Tree

Linear Regression

Ridge

Lasso

Classification

Support Vector Machine (SVM)

Naive Bayes

Logistic Regression

Decision Tree

K nearest neighbor (KNN)

Random Forest

Data Bases

Neural Networks

Auto-Encoders #

Elastic Net

t-SNE

UMAP

Multidimensional scaling (MDS)

Data Manupulation

Explainable AI