intermediate

Predictive Modeling with Python

Machine Learning

5 courses

104 practices

Dive into Predictive Modeling with Python, focusing on regression using the California Housing Dataset. Through hands-on coding, this path teaches you how to build and refine models. Master regression techniques and predictive modeling to make informed predictions.

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Verified skills you'll gain

DEVELOPING

Coding and Data Algorithms

DEVELOPING

Data Cleaning and Preprocessing

INTERMEDIATE

Machine Learning Model Development

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Course 2

Data Preprocessing for Predictive Modeling

5 lessons

24 practices

Unveil how preprocessing refines data to make predictive models more effective. Learn to handle missing values, outliers and categorical variables, ensuring data consistency and integrity.

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Course 3

Regression Models for Prediction

4 lessons

18 practices

Grasp the basics of using different regression models for predictive modeling. Learn how to establish polynomial, lasso and ridge regression models within Python.

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Course 4

Advanced Machine Learning Models for Prediction

5 lessons

24 practices

As you become more proficient with regression models, this course will introduce you to more advanced models available in the Scikit-Learn library. Explore popular machine learning algorithms, including Support Vector Machines, decision trees, random forest and neural networks.

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Course 5

Model Evaluation and Optimization

4 lessons

18 practices

Any predictive regression model is only as good as its performance, this course delves into advanced techniques for evaluating and optimizing regression models. Explore sophisticated strategies to enhance predictive accuracy and model robustness.

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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