Master the paintings of computing device studying with .NET and achieve perception into real-world applications
About This Book
- Based on .NET framework 4.6.1, comprises examples on ASP.NET center 1.0
- Set up your small business program to begin utilizing laptop studying techniques
- Familiarize the person with the various extra universal .NET libraries for computer learning
- Implement numerous universal computing device studying techniques
- Evaluate, optimize and modify desktop studying models
Who This publication Is For
This e-book is focused at .Net builders who are looking to construct complicated computer studying structures. a few easy realizing of knowledge technological know-how is required.
What you are going to Learn
- Write your individual computer studying functions and experiments utilizing the newest .NET framework, together with .NET center 1.0
- Set up your corporation software to begin utilizing laptop learning.
- Accurately expect the longer term utilizing regressions.
- Discover hidden styles utilizing selection trees.
- Acquire, arrange, and mix datasets to force insights.
- Optimize enterprise throughput utilizing Bayes Classifier.
- Discover (more) hidden styles utilizing KNN and Naive Bayes.
- Discover (even extra) hidden styles utilizing K-Means and PCA.
- Use Neural Networks to enhance enterprise choice making whereas utilizing the most recent ASP.NET technologies.
- Explore “Big Data”, dispensed computing, and the way to installation computer studying versions to IoT units – making machines self-learning and adapting
- Along the way in which, find out about Open facts, Bing maps, and MBrace
.Net is without doubt one of the regular structures for constructing functions. With the meteoric upward push of computing device studying, builders are actually partial to checking out how can they make their .Net functions smarter. additionally, .NET builders have an interest into getting into the area of units and the way to use computing device studying innovations to, good, machines.
This e-book is choked with real-world examples to simply use computer studying ideas on your enterprise purposes. you'll start with advent to F# and get ready yourselves for laptop studying utilizing .NET framework. you can be writing an easy linear regression version utilizing an instance which predicts revenues of a product. Forming a base with the regression version, you are going to commence utilizing computing device studying libraries to be had in .NET framework comparable to Math.NET, Numl.NET and Accord.NET with assistance from a pattern program. you'll then flow directly to writing a number of linear regressions and logistic regressions.
You will research what's open info and the awesomeness of style services. subsequent, you'll handle a number of the concerns that we've got been glossing over thus far and take a deep dive into acquiring, cleansing, and organizing our information. you'll evaluate the application of establishing a KNN and Naive Bayes version to accomplish absolute best results.
Implementation of Kmeans and PCA utilizing Accord.NET and Numl.NET libraries is roofed with assistance from an instance program. we'll then examine a lot of concerns confronting growing real-world desktop studying types like overfitting and the way to wrestle them utilizing confusion matrixes, scaling, normalization, and have choice. you'll now input into the area of Neural Networks and flow your line of commercial program to a hybrid medical software. upon getting coated the entire above desktop studying versions, one can find the way to take care of very huge datasets utilizing MBrace and the way to set up computing device studying types to web of factor (IoT) units in order that the desktop can study and adapt at the fly
Style and strategy
This publication will advisor you in studying every thing approximately the way to take on the flood of knowledge being encountered nowadays on your .NET functions with the aid of renowned laptop studying libraries provided via the .NET framework.