https://github.com/jman4162/machine-learning-review

Educational notebooks reviewing machine learning models and concepts.
https://github.com/jman4162/machine-learning-review

algorithms algorithms-and-data-structures interview-preparation logistic-regression machine-learning machine-learning-algorithms merge-sort python python3 quicksort random-forest random-forest-classifier software-engineering study-guide svm-classifier

Last synced: 19 days ago
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Educational notebooks reviewing machine learning models and concepts.

• Host: GitHub
• URL: https://github.com/jman4162/machine-learning-review
• Owner: jman4162
• License: mit
• Created: 2024-05-09T22:16:27.000Z (9 months ago)
• Default Branch: main
• Last Pushed: 2024-06-03T16:48:38.000Z (8 months ago)
• Last Synced: 2024-11-13T22:35:49.960Z (3 months ago)
• Topics: algorithms, algorithms-and-data-structures, interview-preparation, logistic-regression, machine-learning, machine-learning-algorithms, merge-sort, python, python3, quicksort, random-forest, random-forest-classifier, software-engineering, study-guide, svm-classifier
• Language: Jupyter Notebook
• Homepage:
• Size: 17 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# machine-learning-review

Educational notebooks reviewing machine learning models and concepts.

## Study Guides

A study guide for a machine learning (ML) engineer breadth interview: [Machine Learning Breadth Interview Preparation Study Guide](https://github.com/jman4162/machine-learning-review/blob/main/Machine%20Learning%20Breadth%20Interview%20Preparation%20Study%20Guide/Machine%20Learning%20Breadth%20Interview%20Preparation%20Study%20Guide.pdf)

## Notebook Tutorials

### ML Algorithms

- [Logistic Regression](https://github.com/jman4162/machine-learning-review/blob/main/Review_Python_Tutorial_on_Logistic_Regression.ipynb)

- [Support Vector Machines (SVM)](https://github.com/jman4162/machine-learning-review/blob/main/Python_Review_Tutorial_Support_Vector_Machines_(SVM).ipynb)

- [Implementing a Random Forest Classifier](https://github.com/jman4162/machine-learning-review/blob/main/Implementing_a_Random_Forest_Classifier.ipynb)

### Array Sorting Algorithms

- [Quick Sort](https://github.com/jman4162/machine-learning-review/blob/main/An_Introduction_to_Quicksort_Using_Python.ipynb)

- [Merge Sort](https://github.com/jman4162/machine-learning-review/blob/main/Merge_Sort_Algorithm_Tutorial_in_Python.ipynb)

### Python Profiling

- [Python Profiling Using cProfile](https://github.com/jman4162/machine-learning-review/blob/main/Python_Profiling_with_%60cProfile%60_A_Comprehensive_Guide.ipynb)