Please enable JavaScript.
Coggle requires JavaScript to display documents.
Data Science Map (Data Science Process (Data Engineering (Data Integration…
Data Science Map
Data Science Process
Business Understanding
Data Understanding
Deployment
Modelling
Evaluation
Data Preperation
Data Engineering
Data Integration
Data Cleaning
Data Collection
Programming Languages
Python
R
Scala
Julia
MatLab / Octave
Lua
Integrated Development Environment (IDE)
Jupyther/IPython
PyCharm
RStudio
Atom
Visual Studio Code
Math and Statistics
Probability Theory
Discrete Distributions
Continuous Distributions
Decision Theory
Bayes Theorem
Linear Algebra
Hypothesis Testing
Data storages
SQL Databases
SQLite
PostgreSQL
MySQL
NoSQL Databases
Redis
Cassandra
MongoDB
HBase
Cloud Services
Amazon Web Services (AWS)
Microsoft Azure
Google Cloud Platform
Data Products
Data Visualization
Programming languages based
Python
matplotlib
Plotly
Seaborn
R
ggplot2
Plotly
Leaflet
dygraphs
JavaScript
Chart.js
Timeline.js
Highcharts
D3.js
Excel
PowerPoint
Dashboards
PowerBI
Qlik
Tableau
Microstrategy
Machine Learning
Data Mining
Supervised Learning
Regression
Linear Regression
Ridge
Lasso
K nearest neighbor (KNN)
Support Vector Machine (SVM)
Random Forest
Decision Tree
Classification
Random Forest
K nearest neighbor (KNN)
Logistic Regression
Support Vector Machine (SVM)
Naive Bayes
Decision Tree
Unsupervised Learning
Clustering
Partional clustering
K-means
PAM
CLARA
Hierachical clustering
Single-Linkage
Complete-Linkage
Avergae Linkage
Ward
Median
Centroid
Density-based Clustering
DBSCAN
Anomaly Detection
Isolation forest
One-class SVM
Clustering
Dimensionality Reduction
Principal Component Analysis (PCA)
Linear Discriminant Analysis (LDA)
Association Rules / Link Prediction
FP Growth
Apriori
Time Series Forecasting
Moving Average
Autoregressive (AR)
ARMA
ARIMA
GARCH
Text Mining
Image Mining
Audio Mining
Video Mining
Deep Learning
Convolutional Neural Networks (CNN)
Generative Adversarial Networks (GAN)
Recurrent Neural Networks
Sequence-to-sequence
LSTM
GRU
Bi-directional RNN
Hopfield network
Continuous-time RNN
Deep Belief Networks
Deep Boltzman Machines