link Source: openclassrooms.com
list 3 sequences
assignment Level : Intermediate
chat_bubble_outline Language : English
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Key Information

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verified_user Fee-based Certificate
timer 8 hours in total

About the content

Identify common machine learning problems. Evaluate and improve them with feature selection, cross-validation, hyperparameter tuning and regularization.

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Prerequisite

Knowledge of Python. If you are unfamiliar with this programming language, we highly encourage you to take the following courses: Learn Python Basics for Data Analysis and Use Python Libraries for Data Science.

Knowledge of how to build basic supervised machine learning models in Python. If you are unfamiliar with how to do so, we recommend the following course: Train a Supervised Machine Learning Model

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Syllabus

Part 1 - Identify Common Machine Learning Problems
1. Identify the Problems of Overfitting and Underfitting
2. Identify the Problem of Multicollinearity
Quiz: Get Some Practice Identifying Common Machine Learning Problems

Part 2 - Evaluate the Performance of a Machine Learning Model
1. Evaluate the Performance of a Classification Model
2. Evaluate the Performance of a Regression Model
Quiz: Get Some Practice Evaluating Models for Spam Filtering

Part 3 - Improve the Performance of a Machine Learning Model
1. Improve Your Feature Selection
2. Resample your Model with Cross-Validation
3. Tune your Hyperparameters
4. Improve your Regression with Regularization
Quiz: Get Some Practice Improving a Model

Certificate

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Instructors

Llewelyn Fernandes
Founder of Think Create Learn (@tcreatelearn), helping young people and career changers build skills in data, AI, robotics, and programming.

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Content Designer

OpenClassrooms

OpenClassrooms (formerly Le site du Zéro or SdZ) is a website that offers courses about computer science and entrepreneurship. Online courses can be made both by site staff, professors of universities or colleges partner as by its members.

Today, courses are available in several formats: MOOC (Massive Open Online Course), web text, e-book, book and video. The company delivers certifications for certain courses, including one recognized by the state in partnership with IESA multimedia.

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