课程编码
OpenNN
课程时长
14 小时 通常来说是2天,包括中间休息。
要求
- An understanding of data science concepts
- C++ programming experience is helpful
Audience
- Software developers and programmers wishing to create Deep Learning applications.
课程概览
OpenNN是一个用C ++编写的开源类库,它实现了神经网络,用于机器学习。
在本课程中,我们将介绍神经网络的原理,并使用OpenNN来实现示例应用程序。
听众
希望创建深度学习应用程序的软件开发人员和程序员。
课程形式
讲座和讨论以及动手练习。
Machine Translated
课程大纲
Introduction to OpenNN, Machine Learning and Deep Learning
Downloading OpenNN
Working with Neural Designer
- Using Neural Designer for descriptive, diagnostic, predictive and prescriptive analytics
OpenNN architecture
- CPU parallelization
OpenNN classes
- Data set, neural network, loss index, training strategy, model selection, testing analysis
- Vector and matrix templates
Building a neural network application
- Choosing a suitable neural network
- Formulating the variational problem (loss index)
- Solving the reduced function optimization problem (training strategy)
Working with datasets
- The data matrix (columns as variables and rows as instances)
Learning tasks
- Function regression
- Pattern recognition
Compiling with QT Creator
Integrating, testing and debugging your application
The future of neural networks and OpenNN
Summary and conclusion
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