Online Certificate in Applied Data Science using Python

Develop your programming skills to analyze and visualize data using regression models, decision trees, random forests, support vector machines and neural networks.

• Course 1: Introduction to Python Course
  1. How to install Python
  2. Choosing your IDE
  3. Conditional Logic - if/else clauses
  4. How to write Python Functions For and While Loops
  5. Using Arrays and Matrices in NumPy
• Course 2: Data Analysis and Probability
  1. Reading .csv files into Python
  2. Data Visualization with Pandas and Plotly Packages
  3. Probability * Counting and Random Variables
  4. Distributions, Mean and Variance
  5. Central Limit Theorem

• Course 3: Statistical Methods
  1. Confidence Intervals and Hypothesis Testing
  2. ANOVA and Post Hoc Testing
  3. Linear Regression
  4. Supervised vs. Unsupervised Learning
  5. Logistic Regression/Binary Classification
• Course 4: Advanced Methods
  1. Decision Trees and Random Forests
  2. Principal Components Analysis
  3. Clustering Support Vector Machines
  4. Neural Networks

 

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