返回到 Hyperparameter Tuning with Neural Network Intelligence
学生对 Coursera Project Network 提供的 Hyperparameter Tuning with Neural Network Intelligence 的评价和反馈
38 个评分
课程概述
In this 2-hour long guided project, we will learn the basics of using Microsoft's Neural Network Intelligence (NNI) toolkit and will use it to run a Hyperparameter tuning experiment on a Neural Network. NNI is an open source, AutoML toolkit created by Microsoft which can help machine learning practitioners automate Feature engineering, Hyperparameter tuning, Neural Architecture search and Model compression. In this guided project, we are going to take a look at using NNI to perform hyperparameter tuning. Please note that we are going to learn to use the NNI toolkit for hyperparameter tuning, and are not going to implement the tuning algorithms ourselves. We will use the popular MNIST dataset and train a simple Neural Network to learn to classify images of hand-written digits from the dataset. Once a basic script is in place, we will use the NNI toolkit to run a hyperparameter tuning experiment to find optimal values for batch size, learning rate, choice of activation function for the hidden layer, number of hidden units for the hidden layer, and dropout rate for the dropout layer.
To be able to complete this project successfully, you should be familiar with the Python programming language. You should also be familiar with Neural Networks, TensorFlow and Keras.
Note: This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.
热门审阅
TL
Jul 30, 2022
Thank you. This helped me gain a stronger comprehension of machine learning concepts I'd learned from other courses by creating an intuitive local webpage desgined to view the results of my models.
TL
Oct 9, 2020
Great Instructor. Great project. I am looking forward to other projects that explore NNI capabilities
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1 - Hyperparameter Tuning with Neural Network Intelligence 的 6 个评论（共 6 个）
创建者 Taylor L
•Jul 31, 2022
创建者 Theresa L
•Oct 9, 2020
创建者 BANALA A
•Sep 14, 2020
创建者 Pris A
•Feb 14, 2021
创建者 Ashwini M
•Sep 1, 2020
创建者 Dee W
•Dec 13, 2021
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