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AutoGluon

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May 1, 2024 3 minute read
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With the advent of big data and the increasing complexity of machine learning models, the task of tuning and optimizing these models has become increasingly challenging. AutoGluon is an open-source AutoML toolkit developed by Amazon Web Services (AWS) that simplifies this process by automating the entire machine learning workflow, from data preprocessing and feature engineering to model selection and hyperparameter tuning.

What is AutoGluon?

Path to AutoGluon

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We've curated two courses to help you on your path to AutoGluon. Use these to develop your skills, build background knowledge, and put what you learn to practice.
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Reading list

We've selected four books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in AutoGluon.
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Machine Learning: End-to-End guide for Java...
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This comprehensive guide, authored by a leading researcher in the field, provides an in-depth analysis of AutoGluon's algorithms, techniques, and applications.
Machine Learning: End-to-End guide for Java...
Kindle Edition
$$$
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Build a Large Language Model (From Scratch)
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Practical guide to using AutoGluon for AutoML. It covers a wide range of topics, including data preprocessing, feature engineering, model selection, and hyperparameter tuning. It is written by a leading expert in AutoML, so you can be sure that you are getting the best advice.
Build a Large Language Model (From Scratch)
Paperback
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Build a Large Language Model (From Scratch)
Kindle Edition
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Hands-On Machine Learning with Scikit-Learn and...
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Comprehensive guide to AutoGluon for data scientists. It covers everything from the basics of AutoML to advanced topics such as model interpretation and deployment. It is written by a leading expert in data science, so you can be sure that you are getting the most up-to-date information.
Hands-On Machine Learning with Scikit-Learn, Keras,...
Paperback
$$
Hands-On Machine Learning with Scikit-Learn, Keras,...
Paperback
$$$
Hands-On Machine Learning with Scikit-Learn and...
Paperback
$$$
Hands-On Machine Learning with Scikit-Learn, Keras,...
Kindle Edition
$$
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Machine Learning Pocket Reference
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Provides a comprehensive overview of AutoGluon in the Python programming language, covering its features, usage, and real-world applications.
Machine Learning Pocket Reference: Working with...
Paperback
$$
Machine Learning Pocket Reference: Working with...
Kindle Edition
$$
Relevant careers
Data Scientist
Machine Learning Engineer
Software Engineer
Data Analyst
Related topics
Machine Learning
Artificial Intelligence
Computer Science
Data Science
Deep Learning
Big Data
Data Visualization
Cloud Computing
Statistical Analysis
Software Engineering
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