Instructor: Dr. Md Abdul Masud
Description: Learn and Master how AI works and how it is changing our lives in this Course. lives in this Course.
Duration: 6 Months
| Lesson No. | Lesson Name | Lesson Description |
|---|---|---|
| 1 | Intro Hands-on Artificial Intelligence | Intro Hands-on Artificial Intelligence |
| 2 | What Is Machine Learning? | Definition and Terminology |
| 3 | Types of Machine Learning | Different Types of Machine Learning |
| 4 | Types of Machine Learning Problems | Different Types of Machine Learning Problems |
| 5 | Overfitting and Underfitting | Overfitting and Underfitting Concept |
| 6 | Conda Environments | Installing Conda on Different Environments |
| 7 | Jupyter Notebook Walkthrough | A Walkthrough of Jupyter Notebook Features |
| 8 | Pandas Introduction | A Walkthrough of Pandas Features |
| 9 | Describing Data with Pandas | How to Describe Data with Pandas |
| 10 | Selecting and Viewing Data with Pandas | How to Select and View Data with Pandas |
| 11 | Manipulating Data with Pandas | How to Manipulating Data with Pandas |
| 12 | NumPy Introduction | A Walkthrough of NumPy Capabilities |
| 13 | NumPy DataTypes and Attributes | What are the NumPy DataTypes and Attributes |
| 14 | Scikit-learn Introduction | An Introduction of Scikit-learn Features |
| 15 | Supervised Learning - Classification and Regression | An Implementation of Supervised Learning - Classification and Regression |