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Machine Learning Specialization

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This repository acts as a support for solution of assignments, optional labs and quizzes that are solved by me during my ML specialization. I am not intended to sell or steal from DeepLearning.AI. All the quizzes, assignments and optional labs are part of DeepLearning.AI.

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There are total 3 courses inside this specialization. The basic structure for each course is divided into weeks. Here is a basic structure of course 01, week 02:

Week02/
β”œβ”€β”€ Optional_Lab
β”‚Β Β  β”œβ”€β”€ C1_W2_Lab01_Python_Numpy_Vectorization_Soln.ipynb
β”‚Β Β  β”œβ”€β”€ C1_W2_Lab02_Multiple_Variable_Soln.ipynb
β”‚Β Β  β”œβ”€β”€ C1_W2_Lab03_Feature_Scaling_and_Learning_Rate_Soln.ipynb
β”‚Β Β  β”œβ”€β”€ C1_W2_Lab04_FeatEng_PolyReg_Soln.ipynb
β”‚Β Β  β”œβ”€β”€ C1_W2_Lab05_Sklearn_GD_Soln.ipynb
β”‚Β Β  β”œβ”€β”€ C1_W2_Lab06_Sklearn_Normal_Soln.ipynb
β”‚Β Β  β”œβ”€β”€ data
β”‚Β Β  β”‚Β Β  └── houses.txt
β”‚Β Β  β”œβ”€β”€ deeplearning.mplstyle
β”‚Β Β  β”œβ”€β”€ lab_utils_common.py
β”‚Β Β  └── lab_utils_multi.py
β”œβ”€β”€ Practise_Lab
β”‚Β Β  β”œβ”€β”€ C1_W2_Linear_Regression_Exercise.ipynb
β”‚Β Β  β”œβ”€β”€ C1_W2_Linear_Regression_Soln.ipynb
β”‚Β Β  β”œβ”€β”€ data
β”‚Β Β  β”‚Β Β  β”œβ”€β”€ ex1data1.txt
β”‚Β Β  β”‚Β Β  └── ex1data2.txt
β”‚Β Β  β”œβ”€β”€ public_tests.py
β”‚Β Β  └── utils.py
└── Quiz
    β”œβ”€β”€ Q1_Multiple_Linear_Regression.png
    β”œβ”€β”€ Q1_Soln.png
    β”œβ”€β”€ Q2_Gradient_Descent.png
    └── Q2_Soln.png

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Machine Learning Specialization from DeepLearning.AI

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  • Jupyter Notebook 95.6%
  • Python 4.4%