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Naive Bayes in Machine Learning [Examples, Models, Types]

Knowledge Hut

Naive Bayes is a simple but surprisingly powerful probabilistic machine learning algorithm used for predictive modeling and classification tasks. The Naive Bayes algorithm is traditionally considered the algorithm of choice for practical-based applications mostly in cases where instantaneous responses are required for user requests.

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Document Classification With Machine Learning: Computer Vision, OCR, NLP, and Other Techniques

AltexSoft

Document classification is a process of assigning categories or classes to documents to make them easier to manage, search, filter, or analyze. A document in this case is an item of information that has content related to some specific category. Document classification real-life use cases. Spam detection.

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What is LDA: Linear Discriminant Analysis for Machine Learning

Knowledge Hut

It is used as a pre-processing step in Machine Learning and applications of pattern classification. The goal of LDA is to project the features in higher dimensional space onto a lower-dimensional space in order to avoid the curse of dimensionality and also reduce resources and dimensional costs. However, you can use LDA to plot it.

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Apache Spark Use Cases & Applications

Knowledge Hut

Spark also has out of the box support for Machine learning and Graph processing using components called MLlib and GraphX respectively. Spark also has support for streaming data using Spark Streaming. Though the majority of use cases of Spark uses HDFS as the underlying data file storage layer, it is not mandatory to use HDFS.

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Feature Selection Methods in Machine Learning

ProjectPro

What are these feature selection methods, and how are they used in building efficient predictive models? Similarly, in Machine learning, selecting the correct number of features for fitting a predictive model to a given dataset is essential. Why use Feature Selection Techniques? Let us find out.

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Audio Analysis With Machine Learning: Building AI-Fueled Sound Detection App

AltexSoft

But acoustic signals can tell us even more if analyze them using modern technologies. In this article, we’ll share what we’ve learnt when creating an AI-based sound recognition solutions for healthcare projects. Below we’ll give most popular use cases. A real-life use cases of such analysis is Sleep.ai

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10 Machine Learning Projects in Retail You Must Practice

ProjectPro

There are machine learning projects for almost every retail use case - right from inventory management to customer satisfaction. Machine learning projects in retail directly convert into profits and increase an organization’s market share with better customer acquisition and satisfaction.

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