Machine Learning

5 courses

Predictive Modeling with Python

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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This learning path includes:

5 courses with bite-sized lessons and practices

22 engaging lessons in text and video formats

104 hands-on practices

One-on-one guidance from Cosmo, our AI tutor

Verified skills you'll gain

DEVELOPING

Coding and Data Algorithms

DEVELOPING

Data Cleaning and Preprocessing

INTERMEDIATE

Machine Learning Model Development

INTERMEDIATE

Model Validation and Selection

Tools you'll use

MatPlotLib

Pandas

Python

Scikit-learn

Trusted by learners working at top companies

4 lessons

20 practices

Introduction to Predictive Modeling

Initiate your understanding of predictive modeling by exploring the fundamental workings and purposes of these models. Gain insights into how predictive models can guide decision-making across industries and sectors.

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5 lessons

24 practices

Data Preprocessing for Predictive Modeling

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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4 lessons

18 practices

Regression Models for Prediction

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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5 lessons

24 practices

Advanced Machine Learning Models for Prediction

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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4 lessons

18 practices

Model Evaluation and Optimization

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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Meet Cosmo: The smartest AI guide in the universe

Our built-in AI guide and tutor, Cosmo, prompts you with challenges that are built just for you and unblocks you when you get stuck.

Whether you’re leveling up or just starting out, find your next step here.