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Practice Essential Data Science Skills With Diamonds Dataset

Data Science & Analytics

Explore fundamental data science skills using the diamonds dataset in this learning path. From exploratory data analysis and data cleaning to feature engineering and regression modeling, gain practical experience with essential Python tools for data manipulation and analysis.

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Verified skills you'll gain

DEVELOPING

Data Cleaning and Preprocessing

INTERMEDIATE

Exploratory Data Analysis and Visualization

Tools you'll use

MatPlotLib

Pandas

Python

Scikit-learn

Seaborn

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Course 2

Intro to Data Cleaning and Preprocessing with Diamonds

5 lessons

25 practices

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.

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Course 3

Go Deeper into Exploratory Data Analysis (EDA)

5 lessons

25 practices

Dive into deeper exploratory data analysis with the diamonds dataset. Learn to create visualizations that help uncover intricate patterns within the data.

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Course 4

Feature Engineering and Correlation Analysis in Pandas

5 lessons

25 practices

Learn how to engineer new features from existing data and assess their relationships using correlation analysis, thereby enhancing your understanding and improving model predictions.

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Course 5

Regression Analysis to Model Diamond Prices

5 lessons

25 practices

Final stop to implement regression analysis to model diamond prices based on various features. Learn to train, predict, and evaluate model performance.

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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

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

Practice Essential Data Science Skills With Diamonds Dataset

Verified skills you'll gain

Trusted by learners working at top companies

Turn screen time into skills time

Join the 1M+ learners on CodeSignal

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