Introduction to scikit learn

Categories: Machine Learning
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About Course

Scikit-learn is an open source machine learning library that supports supervised and unsupervised learning. Scikit-Learn is characterized by a clean, uniform, and streamlined API. It also provides various tools for model fitting, data preprocessing, model selection and evaluation, and many other built-in machine learning algorithms and models. In this course, I provide a basic introduction to scikit learn and machine learning.

What Will You Learn?

  • Basics of ML concepts
  • Preprocessing data using scikit learn
  • Classifiers in scikit learn
  • Model evaluation using scikit learn
  • Hyperparameter tuning using scikit learn
  • Regression using scikit learn

Course Content

Introduction

  • Introduction
    02:51
  • Introduction to machine learning
    09:57
  • Data preprocessing
    18:00
  • Quiz 1

Model fitting and prediction

Model evaluation and Analysis

More classifiers

Hyperparameter tuning

Regression models

Conclusion

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