Introduction of Python Language
- Python - Introduction & Evolution
- Python - Distributions and IDEs
- Python - Packages & Modules
- Installing Anaconda
- Understanding the Spyder Integrated Development Environment (IDE)
Fundamentals of Python
- Python - Data Types
- Python - Variables
- Lists, tuples, dictionaries, Sets
Python - Programming Essentials
- Loops
- Functions
- Conditions
Python - Programming Essentials
- Files I/O
- Database Handling
- Dictionaries
- CSV, JSON, XML Handling
Introduction to Machine Learning
- What is Machine Learning
- Machine Learning - Types and Applications
- Machine Learning - Algorithms
- Machine Learning - Tools and Techniques
- Machine Learning Cycle, Stages & Components
- Machine Learning - Use Case : Linear Regression
Data Visualization Practice with Python
- Exploratory Data Analysis & Visualization
- Introduction
- Use Case
- Practice
Machine Learning with Python
- Numpy Library
- Pandas Library
- SciKit Library
- Using Arrays for Data Processing
- Machine Learning Algorithms Examples -
- Linear Regression
- K Nearest Neighbour
Natural Language Processing (NLP) Practice with Python
- NLP
- Introduction
- Use Case
- Practice
Introduction to Deep Learning
- What is Deep Learning
- NN and CNN
- Deep Learning - Types and Applications
- Deep Learning - Algorithms
- Deep Learning - Tools and Techniques
- Deep Learning Cycle, Stages & Components
Practice Tests, Capstone Projects Etc.
