├── .DS_Store ├── Vol1 - LinearAlgebra ├── .ipynb_checkpoints │ ├── changeOfBasis-checkpoint.ipynb │ ├── eigenDecomposition-checkpoint.ipynb │ ├── matrixMultiplication-checkpoint.ipynb │ ├── principlaComponentAnalysis-checkpoint.ipynb │ ├── singleValueDecomposition-checkpoint.ipynb │ ├── systemLinearEquations-checkpoint.ipynb │ ├── theDeterminant-checkpoint.ipynb │ └── theDotProduct-checkpoint.ipynb ├── .virtual_documents │ └── Untitled.ipynb ├── beforeMachineLearningVol1Exercises.pdf ├── changeOfBasis.ipynb ├── eigenDecomposition.ipynb ├── matrixMultiplication.ipynb ├── principlaComponentAnalysis.ipynb ├── singleValueDecomposition.ipynb ├── systemLinearEquations.ipynb ├── theDeterminant.ipynb ├── theDotProduct.ipynb ├── u.data ├── winequality-red.csv └── winequality-white.csv ├── Vol2 - Calculus ├── CritcalPointsWithGradientDescentAndNewtons.ipynb ├── LinearRegression.ipynb ├── MultivaritiveCriticalPoints.ipynb ├── NeuralNetwork.ipynb └── exercisesBeforeMachineLearningVol2.pdf └── Vol3 - Probability and Statistics ├── BeforeMachineLearningVol3.ipynb └── readme.md /.DS_Store: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mldepot/beforeMachineLearning/HEAD/.DS_Store -------------------------------------------------------------------------------- /Vol1 - LinearAlgebra/.ipynb_checkpoints/changeOfBasis-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mldepot/beforeMachineLearning/HEAD/Vol1 - LinearAlgebra/.ipynb_checkpoints/changeOfBasis-checkpoint.ipynb -------------------------------------------------------------------------------- /Vol1 - LinearAlgebra/.ipynb_checkpoints/eigenDecomposition-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/mldepot/beforeMachineLearning/HEAD/Vol1 - LinearAlgebra/.ipynb_checkpoints/eigenDecomposition-checkpoint.ipynb -------------------------------------------------------------------------------- /Vol1 - 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