Python with Machine Learning

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Python with machine learning is a powerful general-purpose language.

Data Scienece

  • 1. Introduction to Data Analysis
  • 2. Introduction to Basics of Python Programming
  • 3. Scientific Computing
  • 4. Data Mining and Data Analysis
  • 5. Data Visualiztion
  • 6. Statistical method fo Data Analysis
  • 7. Machine Learning
  • 8. Data Processing and Algorithms
  • 9. Implementation of Machine Learning Algorithms

Data Mining

  • 1. Introduction to Data Mining
  • 2. Data Warehouse
  • 3. Data preprocessing
  • 4. Data mining knowledge representation
  • 5. Attribute-oriented analysis
  • 6. Data mining algorithm: Association rules
  • 7. Data mining algorithm: Classification
  • 8. Data mining algorithm: Prediction
  • 9. Data mining algorithm: Clustering
  • 10. Advanced techniques, Data Mining software and applications

R Programming

  • 1. Overview
  • 2. Installation
  • 3. Basic Syntax
  • 4. Data Types
  • 5. Variables, Constants and Vectors
  • 6. Operators
  • 7. Conditional Statements
  • 8. Functions
  • 9. Lists
  • 10. Arrays
  • 11. Packages
  • 12. Programming Excel and Binary Files
  • 13. Object Oriented
  • 14. Strings
  • 15. Date and Time
  • 16. Input and Output

Course Material for Machine Learning with Python

  • Basics of Programming Language
  • Basics of Programming Language
  • Operators and Expressions
  • Control Flow & Loops
  • Numbers
  • String
  • Lists
  • Tuples
  • Dictionary
  • Date & Time
  • Function & I/O
  • Introduction to Data Science, Machine Learning, Deep Learning & AI
  • Environment Setup
  • Different Python Libraries
  • Introduction to Pandas
  • Analysis using Pandas
  • Introduction & work with NumPy
  • Introduction & work with SciPy
  • Python Data Processing
  • Python Data Cleansing
  • Python Data Visualization
  • Understanding Neural Network
  • Basic Programming in Neural Network using NumPy
  • Machine Learning with Scikit and Python
  • Introduction to AI
  • Reason to choose Python for AI
  • Basic programming of AI
  • Projects

Details of the Course