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C1 - Supervised Machine Learning - Regression and Classification/README.md
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| ## Supervised Machine Learning : Regression and Classification | ||
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| - [Week 1](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/) | ||
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| - [Practice quiz: Regression](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/Practice%20quiz%3A%20Regression/) | ||
| - [Practice quiz: Supervised vs unsupervised learning](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/Practice%20quiz%3A%20Supervised%20vs%20unsupervised%20learning/) | ||
| - [Practice quiz: Train the model with gradient descent](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/Practice%20quiz%3A%20Train%20the%20model%20with%20gradient%20descent/) | ||
| - [Optional Labs](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/Optional%20Labs) | ||
| - [Model Representation](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/Optional%20Labs/C1_W1_Lab03_Model_Representation_Soln.ipynb) | ||
| - [Cost Function](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/Optional%20Labs/C1_W1_Lab04_Cost_function_Soln.ipynb) | ||
| - [Gradient Descent](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week1/Optional%20Labs/C1_W1_Lab05_Gradient_Descent_Soln.ipynb) | ||
| - [Week 1](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1) | ||
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| - [Practice quiz: Regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1/Practice%20quiz%20-%20Regression) | ||
| - [Practice quiz: Supervised vs unsupervised learning](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1/Practice%20quiz%20-%20Supervised%20vs%20unsupervised%20learning) | ||
| - [Practice quiz: Train the model with gradient descent](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1/Practice%20quiz%20-%20Train%20the%20model%20with%20gradient%20descent) | ||
| - [Optional Labs](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1/Optional%20Labs) | ||
| - [Model Representation](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1/Optional%20Labs/C1_W1_Lab03_Model_Representation_Soln.ipynb) | ||
| - [Cost Function](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1/Optional%20Labs/C1_W1_Lab04_Cost_function_Soln.ipynb) | ||
| - [Gradient Descent](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week1/Optional%20Labs/C1_W1_Lab05_Gradient_Descent_Soln.ipynb) | ||
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| - [Week 2](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/) | ||
| - [Week 2](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2) | ||
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| - [Practice quiz: Gradient descent in practice](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Practice%20quiz%3A%20Gradient%20descent%20in%20practice/) | ||
| - [Practice quiz: Multiple linear regression](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Practice%20quiz%3A%20Multiple%20linear%20regression/) | ||
| - [Optional Labs](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Optional%20Labs/) | ||
| - [Numpy Vectorization](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab01_Python_Numpy_Vectorization_Soln.ipynb) | ||
| - [Multi Variate Regression](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab02_Multiple_Variable_Soln.ipynb) | ||
| - [Feature Scaling](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab03_Feature_Scaling_and_Learning_Rate_Soln.ipynb) | ||
| - [Feature Engineering](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab04_FeatEng_PolyReg_Soln.ipynb) | ||
| - [Practice quiz: Gradient descent in practice](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Practice%20quiz%20-%20Gradient%20descent%20in%20practice) | ||
| - [Practice quiz: Multiple linear regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Practice%20quiz%20-%20Multiple%20linear%20regression) | ||
| - [Optional Labs](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Optional%20Labs) | ||
| - [Numpy Vectorization](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab01_Python_Numpy_Vectorization_Soln.ipynb) | ||
| - [Multi Variate Regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab02_Multiple_Variable_Soln.ipynb) | ||
| - [Feature Scaling](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab03_Feature_Scaling_and_Learning_Rate_Soln.ipynb) | ||
| - [Feature Engineering](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab04_FeatEng_PolyReg_Soln.ipynb) | ||
| - [Sklearn Gradient Descent](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab05_Sklearn_GD_Soln.ipynb) | ||
| - [Sklearn Normal Method](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab06_Sklearn_Normal_Soln.ipynb) | ||
| - [Programming Assignment](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/C1W2A1/) | ||
| - [Linear Regression](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week2/C1W2A1/C1_W2_Linear_Regression.ipynb) | ||
| - [Sklearn Normal Method](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/Optional%20Labs/C1_W2_Lab05_Sklearn_GD_Soln.ipynb) | ||
| - [Programming Assignment](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/C1W2A1) | ||
| - [Linear Regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week2/C1W2A1/C1_W2_Linear_Regression.ipynb) | ||
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| - [Week 3](/C1%20-%20Supervised%20Machine%20Learning%3A%20Regression%20and%20Classification/week3/) | ||
| - [Week 3](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3) | ||
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| - [Practice quiz: Cost function for logistic regression](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Practice%20quiz:%20Cost%20function%20for%20logistic%20regression/) | ||
| - [Practice quiz: Gradient descent for logistic regression](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Practice%20quiz:%20Gradient%20descent%20for%20logistic%20regression/) | ||
| - [Optional Labs](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/) | ||
| - [Classification](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab01_Classification_Soln.ipynb) | ||
| - [Sigmoid Function](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab02_Sigmoid_function_Soln.ipynb) | ||
| - [Decision Boundary](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab03_Decision_Boundary_Soln.ipynb) | ||
| - [Logistic Loss](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab04_LogisticLoss_Soln.ipynb) | ||
| - [Practice quiz: Cost function for logistic regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Practice%20quiz%20-%20Cost%20function%20for%20logistic%20regression) | ||
| - [Practice quiz: Gradient descent for logistic regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Practice%20quiz%20-%20Gradient%20descent%20for%20logistic%20regression) | ||
| - [Optional Labs](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs) | ||
| - [Classification](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab01_Classification_Soln.ipynb) | ||
| - [Sigmoid Function](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab02_Sigmoid_function_Soln.ipynb) | ||
| - [Decision Boundary](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab03_Decision_Boundary_Soln.ipynb) | ||
| - [Logistic Loss](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab04_LogisticLoss_Soln.ipynb) | ||
| - [Cost Function](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab05_Cost_Function_Soln.ipynb) | ||
| - [Gradient Descent](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab06_Gradient_Descent_Soln.ipynb) | ||
| - [Scikit Learn - Logistic Regression](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab07_Scikit_Learn_Soln.ipynb) | ||
| - [Overfitting](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab08_Overfitting_Soln.ipynb) | ||
| - [Regularization](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab09_Regularization_Soln.ipynb) | ||
| - [Programming Assignment](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/C1W3A1/) | ||
| - [Logistic Regression](/C1%20-%20Supervised%20Machine%20Learning:%20Regression%20and%20Classification/week3/C1W3A1/C1_W3_Logistic_Regression.ipynb) | ||
| - [Gradient Descent](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab06_Gradient_Descent_Soln.ipynb) | ||
| - [Scikit Learn - Logistic Regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab07_Scikit_Learn_Soln.ipynb) | ||
| - [Overfitting](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab08_Overfitting_Soln.ipynb) | ||
| - [Regularization](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/Optional%20Labs/C1_W3_Lab09_Regularization_Soln.ipynb) | ||
| - [Programming Assignment](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/tree/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/C1W3A1) | ||
| - [Logistic Regression](https://github.com/greyhatguy007/Machine-Learning-Specialization-Coursera/blob/main/C1%20-%20Supervised%20Machine%20Learning%20-%20Regression%20and%20Classification/week3/C1W3A1/C1_W3_Logistic_Regression.ipynb) | ||
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| #### [Certificate Of Completion](https://coursera.org/share/195768f3c1a83e42298d3f61dae99d01) | ||
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