The Machine Learning with Python Course provides a practical introduction to machine learning concepts using Python. It covers the machine learning life cycle, NumPy, Matplotlib, polynomial regression, and the fundamental techniques used in data science and artificial intelligence.
Course Curriculum
| Section 01: Introduction | |||
| Introduction to Course | 00:06:00 | ||
| What is Machine Learning | 00:05:00 | ||
| Life Cycle | 00:05:00 | ||
| Section 02: Numpy Library | |||
| Introduction to Numpy Library | 00:07:00 | ||
| Creating Arrays from Scratch | 00:06:00 | ||
| Creating Arrays from Scratch Continued | 00:05:00 | ||
| Array Indexing and Slicing | 00:10:00 | ||
| Numpy Array Functions and Shape Modification | 00:09:00 | ||
| Mathematical Operations on Numpy Arrays | 00:07:00 | ||
| Introduction to Pandas Library | 00:10:00 | ||
| Working with Pandas DataFrames | 00:07:00 | ||
| Slicing and Indexing with Pandas | 00:07:00 | ||
| Create DataFrame and Explore Dataset | 00:08:00 | ||
| Data Analysis with Pandas DataFrame | 00:12:00 | ||
| Other Useful Methods in Pandas Library | 00:04:00 | ||
| Section 03: Matplotlib | |||
| Introduction to Matplotlib | 00:06:00 | ||
| Customizing Line Plots | 00:08:00 | ||
| Create Plot Using DataFrame | 00:09:00 | ||
| Standard Scaler to Scale the Data | 00:06:00 | ||
| Encoding Categorical Data | 00:11:00 | ||
| Sklearn Pipeline and Column Transformer | 00:12:00 | ||
| Evaluation Metrics in Sklearn | 00:07:00 | ||
| Linear Regression | 00:12:00 | ||
| Evaluation of Linear Regression Model | 00:10:00 | ||
| Section 04: Polynomial Regression | |||
| Polynomial Regression | 00:13:00 | ||
| Polynomial Regression Continued | 00:13:00 | ||
| Sklearn Pipeline Polynomial Regression | 00:11:00 | ||
| Decision Tree Classifier | 00:13:00 | ||
| Decision Tree Evaluation | 00:07:00 | ||
| Random Forest | 00:06:00 | ||
| Support Vector Machines | 00:09:00 | ||
| K-means Clustering | 00:04:00 | ||
| KMeans Clustering – Hands On | 00:12:00 | ||
| Data Loading and Analysis | 00:06:00 | ||
| Dimensionality Reduction with PCA | 00:09:00 | ||
| Hyper Parameter Tuning | 00:09:00 | ||
| Summary | 00:02:00 | ||
| Order Your Certificate | |||
| Order Your Certificate | 00:00:00 | ||



All Courses for £49

