Machine Learning Pipeline
Explore the complete machine learning pipeline from data collection to model tuning. Understand how to prepare data, select models, split datasets, and evaluate model performance to build effective machine learning solutions.
We'll cover the following...
We'll cover the following...
In the last lesson, we talked about why we need machine learning models. This leads us to our first model, which is a decision tree. But before we dive into the details of decision trees, we need to look at the training process of these models.
Training process
To use a machine learning model, we go through the following different stages:
- Data collection
- Data preprocessing
- Feature engineering
- Selecting the model