elsheikh21 / classification-techniques

Exploring different classification techniques

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Classification Techniques

To install dependencies used by this repo, run the following in your terminal

pip install requirements.txt


Classification

  • You might wanna read the intro to ML, if you are starting to explore this realm of machine learning.

Is a supervised learning, in which the machine tries to learn from the given dataset and this learning to classify new observations.

  1. Binary Classification: distinguishing between female and male, dog and cat, malware-analysis, classify 2 distinct classes, in short.

  2. Multi-class Classification: speech recognition, handwriting recognition, bio metric identification, boats classification

What are types of classification algorithms?

  1. Linear Classifiers: Logistic Regression, Naive Bayes Classifier
  2. Support Vector Machines (SVM)
  3. Decision Trees
  4. Boosted Trees
  5. Random Forest (ensemble learning method)
  6. Neural Networks
  7. Nearest Neighbor (k-nearest-neighbors)

Still working on the ReadMe.md

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Exploring different classification techniques


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