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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.

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How to Solve a Multi Class Classification Problem with Python?

ProjectPro

Whether it is predicting the behavior of customers, predicting the ad click-through rate of a campaign, or assessing the credit worthiness- classification problems find extensive business applications across industries. Classification is a prevalent supervised task of machine learning. Binary Transformation 2.

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7 Types of Classification Algorithms in Machine Learning

ProjectPro

This blog will help you master the fundamentals of classification machine learning algorithms with their pros and cons. You will also explore some exciting machine learning project ideas that implement different types of classification algorithms. There are many other possible causes, and let us inspect them one by one.

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10 Machine Learning Classification Project Ideas for Beginners

ProjectPro

Classification is a supervised machine learning problem requiring the model to label or assign a class (from a fixed number of classes) to an example. The familiar problems of classifying email as spam or not spam, predicting the handwritten character, and so on are all examples of machine learning projects on classification.

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Top 12 NLP Project Ideas in 2023 [with Source Code]

Knowledge Hut

Interactions between people and machines using natural language are the subject of the interdisciplinary field of natural language processing (NLP). This blog tackles a wide range of intriguing NLP project ideas, from easy NLP projects for newcomers to challenging NLP projects for experts that will aid in the development of NLP abilities.

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How to do Anomaly Detection using Machine Learning in Python?

ProjectPro

They will only go outside of these expected patterns in exceptional cases, which are usually erroneous or fraudulent. When these exceptional cases occur, they cause something that is called an “anomaly” in the data. In such a case, the model can treat that class as an anomaly and classify the species differently.

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Guide to OpenCV and Python-Dynamic Duo of Image Processing

ProjectPro

With its easy-to-use interface and robust features, OpenCV has become the favorite of data scientists and computer vision engineers. Whether you’re looking to track objects in a video stream, build a face recognition system, or edit images creatively, OpenCV Python implementation is the go-to choice for the job.

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