Data Science Toolkit

Data Science Toolkit

1. Big Data

   • Hadoop
   • Spark

2. Mathematics

   • Statistics
     • Probability and Statistics
   • Linear Algebra
   • Differential Calculus

3. Data Analyst

   • Exploratory Data Analysis (EDA)
   • Feature Engineering (FE)
   • Data Wrangling
   • Bayesian Data Analysis
     • Bayesian Analysis (Inverse Probability)
     • Bayesian Data analysis
   • Linear Models
     • Linear Regression
     • ANOVA
     • t-test

4. Machine Learning

   • Supervised Learning
     • Regression
     • Classification
   • Unsupervised Learning
   • Reinforcement Learning
   • Dimensionality Reduction
   • Deep Learning

5. Web Scraping

   • Scrapy
   • Selenium
   • Beautiful Soup
   • URLlib

6. Data Visualization

   • Matplotlib
   • Tableau
   • Seaborn
   • Power BI
   • ggplot

7. Programing Language

   • Python
   • R
   • Java

8. IDE

   • VS code
   • R Studio
   • Jupyter Notebook
   • Spyder
   • PyCharm