├── README.md ├── classification-in-depth-explanation.ipynb ├── decision-trees-in-depth-explanation.ipynb ├── dimensionality-reduction-in-depth-explanation.ipynb ├── ensemble-methods-in-depth-explanation.ipynb ├── regression-in-depth-explanation.ipynb ├── requirements.txt ├── svm-in-depth-explanation.ipynb └── unsupervised-techniques-in-depth-explanation.ipynb /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/I-AdityaGoyal/ML_Algorithms-In_Depth/HEAD/README.md -------------------------------------------------------------------------------- /classification-in-depth-explanation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/I-AdityaGoyal/ML_Algorithms-In_Depth/HEAD/classification-in-depth-explanation.ipynb -------------------------------------------------------------------------------- /decision-trees-in-depth-explanation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/I-AdityaGoyal/ML_Algorithms-In_Depth/HEAD/decision-trees-in-depth-explanation.ipynb -------------------------------------------------------------------------------- /dimensionality-reduction-in-depth-explanation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/I-AdityaGoyal/ML_Algorithms-In_Depth/HEAD/dimensionality-reduction-in-depth-explanation.ipynb -------------------------------------------------------------------------------- /ensemble-methods-in-depth-explanation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/I-AdityaGoyal/ML_Algorithms-In_Depth/HEAD/ensemble-methods-in-depth-explanation.ipynb -------------------------------------------------------------------------------- /regression-in-depth-explanation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/I-AdityaGoyal/ML_Algorithms-In_Depth/HEAD/regression-in-depth-explanation.ipynb -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | pandas 2 | numpy 3 | sklearn 4 | matplotlib 5 | seaborn 6 | xgboost 7 | -------------------------------------------------------------------------------- /svm-in-depth-explanation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/I-AdityaGoyal/ML_Algorithms-In_Depth/HEAD/svm-in-depth-explanation.ipynb -------------------------------------------------------------------------------- /unsupervised-techniques-in-depth-explanation.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/I-AdityaGoyal/ML_Algorithms-In_Depth/HEAD/unsupervised-techniques-in-depth-explanation.ipynb --------------------------------------------------------------------------------