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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 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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20+ Computer Vision Project Ideas for Beginners in 2023

ProjectPro

Here is a list of them: Use Deep learning models on the company's data to derive solutions that promote business growth. Leverage machine learning libraries in Python like Pandas, Numpy, Keras, PyTorch, TensorFlow to apply Deep learning and Natural Language Processing on huge amounts of data.

Project 40
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Facial Emotion Recognition Project using CNN with Source Code

ProjectPro

One can easily build a facial emotion recognition project in Python. It all began with processing images to detect objects, which later escalated to face detection and facial expression recognition. In 2001, researchers from Microsoft gave us face detection technology which is still used in many forms.

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10 Unique Business Intelligence Projects with Source Code 2023

ProjectPro

And we do want our curious readers to feel warm in their blankets and conserve their energy when searching for projects on business intelligence. Read this blog if you are interested in exploring business intelligence projects examples that highlight different strategies for increasing business growth. Chilly December is here!

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15 TensorFlow Projects Ideas for Beginners to Practice in 2023

ProjectPro

Currently, TensorFlow has a market share of 3.56%, with more than 1910 companies already using it. why knowledge of TensorFlow is so valuable let us get started with a few cool TensorFlow projects idea that. Detecting Spam using TensorFlow 2. Image Classification with TensorFlow 3. Claimed to block over 99.9

Project 40
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A Collection of Take-Home Data Science Challenges for 2023

ProjectPro

Beginners can use such challenges to realise how industries implement data science to solve practical problems while professionals can work on such challenges to upskill. One way to help the investors is to give them a fair idea of the risks involved by predicting the returns using machine learning.