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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

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: Streamlit

Quiz: Streamlit

This quiz will test your knowledge about the streamlit framework.

We'll cover the following...

Technical Quiz

1.

Which technology below is a popular cloud computing service?

A.

Amazon Web Services

B.

Microsoft Azure

C.

Google Cloud

D.

All of the above

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