How to transform a dataset for a machine learning model
In this course, we are going to focus on pre-processing techniques for machine learning.
Pre-processing is the set of manipulations that transform a raw dataset to make it used by a machine learning model. It is necessary for making our data suitable for some machine learning models, to reduce the dimensionality, to better identify the relevant data, and to increase model performance. It’s the most important part of a machine learning pipeline and it’s strongly able to affect the success of a project. In fact, if we don’t feed a machine learning model with the correctly shaped data, it won’t work at all.
Sometimes, aspiring Data Scientists start studying neural networks and other complex models and forget to study how to manipulate a dataset in order to make it used by their algorithms. So, they fail in creating good models and only at the end they realize that good pre-processing would make them save a lot of time and increase the performance of their algorithms. So, handling pre-processing techniques is a very important skill. That’s why I have created an entire course that focuses only on data pre-processing.
With this course, you are going to learn:
Data cleaning
Encoding of the categorical variables
Transformation of the numerical features
Scikit-learn Pipeline and ColumnTransformer objects
Scaling of the numerical features
Principal Component Analysis
Filter-based feature selection
Oversampling using SMOTE
All the examples will be given using Python programming language and its powerful scikit-learn library. The environment that will be used is Jupyter, which is a standard in the data science industry. All the sections of this course end with some practical exercises and the Jupyter notebooks are all downloadable.
Data pre-processing for Machine Learning in Python
How to transform a dataset for a machine learning model”
Este curso se encuentra de manera gratuita gracias a un cupón que podrás encontrar aquí abajo.
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