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Feature Engineering Techniques For Machine Learning in Python

Machine Learning

Data Science

Python

Deep Learning

ML

DL

Py

Jupyter

Colab

Tutorial

Step by Step

TensorFlow

Spark

PySpark

Big Data

Data

Neural Networks

Data Scientist

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Scikit-Learn

Keras

NumPy

Pandas

Автор: Greg Hogg

Загружено: 18 дек. 2021 г.

Просмотров: 38 843 просмотра

Описание:

Thank you for watching the video! Here is the Colab Notebook: https://colab.research.google.com/dri...

California Housing Kaggle Dataset: https://www.kaggle.com/camnugent/cali...

Learn Python, SQL, & Data Science for free at https://mlnow.ai/ :)

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Timeline:
00:00 Introduction
1:44 Initial Setup
10:00 Dimensionality Reduction (PCA)
16:22 Preprocessing / Scaling
26:08 Categorical Encoding (Dummy / One-Hot)
33:09 Binning (Grouping / Aggregating)
37:56 Clustering (K-Means)
44:08 Feature Selection

Feature Engineering Techniques For Machine Learning in Python

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