Machine-Learning-Algorithms

In this repository you will find linear models tree base model simple probabilistic models and every single ensemble models.

Name		Name	Last commit message	Last commit date
Latest commit History 12 Commits
Bagging Classifier.ipynb		Bagging Classifier.ipynb
Bagging INtroduction.ipynb		Bagging INtroduction.ipynb
Decision Tree.ipynb		Decision Tree.ipynb
ElasticNEt regression.ipynb		ElasticNEt regression.ipynb
LICENSE		LICENSE
Logistic regression using gradient descent.ipynb		Logistic regression using gradient descent.ipynb
Logistic regression using perceptron trick.ipynb		Logistic regression using perceptron trick.ipynb
Mini batch gradient descent.ipynb		Mini batch gradient descent.ipynb
Multiple Linear Regression.ipynb		Multiple Linear Regression.ipynb
README.md		README.md
RandomFOrest on heart.ipynb		RandomFOrest on heart.ipynb
Regression Trees.ipynb		Regression Trees.ipynb
Simple Linear Regression.ipynb		Simple Linear Regression.ipynb
Stacking.ipynb		Stacking.ipynb
Xgboost.ipynb		Xgboost.ipynb
accuracy score_confsuions matrix\|type 1 type 2 error.ipynb		accuracy score_confsuions matrix\|type 1 type 2 error.ipynb
adaboost from scratch.ipynb		adaboost from scratch.ipynb
adaboost hyperparameter tuning.ipynb		adaboost hyperparameter tuning.ipynb
bagging_regression.ipynb		bagging_regression.ipynb
bagging_vs_random_forest.ipynb		bagging_vs_random_forest.ipynb
batch gradient descent.ipynb		batch gradient descent.ipynb
crreating gradient descent class from scratch.ipynb		crreating gradient descent class from scratch.ipynb
dtreeviz code.ipynb		dtreeviz code.ipynb
dtreeviz_demo.ipynb		dtreeviz_demo.ipynb
gradient descent step by step for b.ipynb		gradient descent step by step for b.ipynb
gradient-descent-3d.ipynb		gradient-descent-3d.ipynb
gradient-descent-animation(both-m-and-b).ipynb		gradient-descent-animation(both-m-and-b).ipynb
gradient-descent-animation(onlyb).ipynb		gradient-descent-animation(onlyb).ipynb
gradient_boost.ipynb		gradient_boost.ipynb
lasso regression.ipynb		lasso regression.ipynb
lasso-regression-key-points.ipynb		lasso-regression-key-points.ipynb
perceptron trick using sigmoid function.ipynb		perceptron trick using sigmoid function.ipynb
polynomial feature in logistic regression.ipynb		polynomial feature in logistic regression.ipynb
polynomial linear regression.ipynb		polynomial linear regression.ipynb
precission recall and f1score.ipynb		precission recall and f1score.ipynb
random_forest_demo.ipynb		random_forest_demo.ipynb
ridge regression.ipynb		ridge regression.ipynb
ridge-regression-from-scratch-m-and-b.ipynb		ridge-regression-from-scratch-m-and-b.ipynb
ridge-regression-from-scratch.ipynb		ridge-regression-from-scratch.ipynb
ridge-regression-gradient-descent.ipynb		ridge-regression-gradient-descent.ipynb
ridge-regression-key-understandings.ipynb		ridge-regression-key-understandings.ipynb
simple linear regression without sklearn.ipynb		simple linear regression without sklearn.ipynb
softmax regression.ipynb		softmax regression.ipynb
stochastic gradient descent.ipynb		stochastic gradient descent.ipynb
stochastic-gradient-descent-animation.ipynb		stochastic-gradient-descent-animation.ipynb
voting_regressor.ipynb		voting_regressor.ipynb
votingclassifier for classification.ipynb		votingclassifier for classification.ipynb

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