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All LessonsFree Lessons (4)

Introduction to Machine Learning

Getting Started Machine Learning and its Types

Regression

Regression with PyCaret Exploratory Data Analysis Getting Familiar with the PyCaret Environment Building the Model Coding Challenge: Train Random Forest Model Solution Review: Train Random Forest Model Quiz: Regression

Classification

Classification with PyCaret Exploratory Data Analysis Getting Familiar with the PyCaret Environment Building the Model Coding Challenge: Make Predictions and Plot Model Solution Review: Make Predictions and Plot Model Quiz: Classification

Clustering

Clustering with PyCaret Exploratory Data Analysis Getting Familiar with the PyCaret Environment Building the Model Coding Challenge: Create k-Means Model Solution Review: Create k-means Model Quiz: Clustering

Project

Customer Segmentation with K-Means Clustering

Anomaly Detection

Anomaly Detection with PyCaret

Exploratory Data Analysis

Getting Familiar with the PyCaret Environment

Building the Model

Coding Challenge: Create Local Outlier Factor Model

Solution Review: Create Local Outlier Factor Model

Quiz: Anomaly Detection

Natural Language Processing

Natural Language Processing with PyCaret Exploratory Data Analysis Initializing the NLP Environment Creating and Assigning the Topic Model Initializing the Classification Environment Creating the Classification Model Coding Challenge: Plot Topic Distribution Solution Review: Plot Topic Distribution Quiz: Natural Language Processing

Deploying a Machine Learning Model

Streamlit Insurance Charges Prediction Web App Iris Classification Web App Deploying an Application to Streamlit Cloud Coding Challenge: Visualize Dataframe as Line Chart Solution Review: Visualize Dataframe as Line Chart Quiz: Streamlit

Conclusion

Closing Thoughts

Appendix

Installation of PyCaret

Simplifying Machine Learning with PyCaret in Python/

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Quiz: Anomaly Detection

Quiz: Anomaly Detection

This quiz will test your knowledge about anomaly detection.

We'll cover the following...

Technical Quiz

1.

What type of task is anomaly detection?

A.

Supervised

B.

Unsupervised

C.

Semi-supervised

D.

All of the above

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