machine learning with python tutorialspoint pdf
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Machine Learning (ML) is a powerful field of artificial intelligence that enables computers to learn and make predictions or decisions without being explicitly programmed. Python is a popular programming language for ML due to its simplicity and a rich ecosystem of libraries. In this tutorial, we will explore the basics of machine learning using Python.
Before you begin, make sure you have Python installed on your system. You'll also need to install the following libraries:
Open your favorite Python environment and import the necessary libraries:
Load your dataset using pandas. For example:
Explore the loaded data to understand its structure and features:
Handle missing data by either removing or imputing it:
Scale your features if needed, for example using Min-Max scaling:
Split your dataset into training and testing sets:
Train a simple linear regression model:
Make predictions on the test set:
Evaluate the model's performance:
Visualize the predicted vs. actual values:
Congratulations! You've completed a basic machine learning tutorial using Python. This is just a starting point; explore more advanced topics and algorithms to deepen your understanding.
Feel free to customize this tutorial based on your preferences or additional content you'd like to include.
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