Intro to Data Cleaning and Preprocessing with Diamonds

Data Science

495 learners

Learn to clean and preprocess the diamonds dataset, including converting categorical features to ordered types and visualizing data distributions. Gain essential skills in data preparation and visualization techniques, ensuring a solid foundation for deeper data analysis and modeling tasks.

Pandas

Python

Scikit-learn

Seaborn

See path

5 lessons

25 practices

2 hours

Data Cleaning and Preprocessing

Course details

Basic Data Cleaning with the Diamonds Dataset

Preview

Change Missing Value Column

Common Mistake: Fixing Null Values

Handling Missing Values Efficiently

Handling Missing Values in Diamonds

Write from Scratch: Handle Missing Values

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Next Course: Go Deeper into Exploratory Data Analysis (EDA)

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From our community

Hear what our customers have to say about CodeSignal Learn

I'm impressed by the quality and can't stop recommending it. It's also a lot of fun!

Francisco Aguilar Meléndez

Data Scientist

+11

I love that it's personalized. When I'm stuck, I don't have to hope my Google searches come out successful. The AI mentor Cosmo knows exactly what I need.

Faith Yim

Software Engineer

+14

It's an amazing product and exceeded my expectations, helping me prepare for my job interviews. Hands-on learning requires you to actually know what you are doing.

Alex Bush

Full Stack Engineer

I'm really impressed by the AI tutor Cosmo's feedback about my code. It's honestly kind of insane to me that it's so targeted and specific.

Abbey Helterbran

Tech consultant

I tried Leetcode but it was too disorganized. CodeSignal covers all the topics I'm interested in and is way more structured.

Jonathan Miller

Senior Machine Learning Engineer

+12

I'm impressed by the quality and can't stop recommending it. It's also a lot of fun!

Francisco Aguilar Meléndez

Data Scientist

+11