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Broward_Data.zip
Broward_Data.zip
 
 
Compas_NN.py
Compas_NN.py
 
 
Compas_Naive_Bayes.py
Compas_Naive_Bayes.py
 
 
Compas_SVM.py
Compas_SVM.py
 
 
Compas_SVM_1.py
Compas_SVM_1.py
 
 
PA1Script.ipynb
PA1Script.ipynb
 
 
PA2_Part2_1_1.ipynb
PA2_Part2_1_1.ipynb
 
 
PA2_Part2_1_2_1_3.ipynb
PA2_Part2_1_2_1_3.ipynb
 
 
PA2_Part2_1_4.ipynb
PA2_Part2_1_4.ipynb
 
 
Postprocessing.py
Postprocessing.py
 
 
Preprocessing.py
Preprocessing.py
 
 
README.md
README.md
 
 
Report_Results.py
Report_Results.py
 
 
assignment1.pdf
assignment1.pdf
 
 
assignment2.pdf
assignment2.pdf
 
 
assignment3_corporation.pdf
assignment3_corporation.pdf
 
 
compas-scores-two-years.csv
compas-scores-two-years.csv
 
 
i_PA2-Part3.ipynb
i_PA2-Part3.ipynb
 
 
marketsubmission_574_36.py
marketsubmission_574_36.py
 
 
nnFunctions.py
nnFunctions.py
 
 
nnUnitTests.py
nnUnitTests.py
 
 
utils.py
utils.py
 
 

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Machine-Learning-TensorFlow

The follwoing topics have been covered in this repository:

  1. Linear Regression
  2. Logistic Regression
  3. Support Vector Machine (SVM)
  4. Ridge and Lasso Regression
  5. Artificial Neural Network (ANN)
  6. Image classification
  7. Fairness in ML
  8. Naive Bayes Classification

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Topics

machine-learning neural-network tensorflow svm linear-regression regression classification logistic-regression ann ridge-regression naive-bayes-algorithm lasso-regression image-classification-algorithms fairness-ai ethics-in-ai

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