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SANDIPAN PAUL's Projects

clustering-in-python icon clustering-in-python

Clustering methods in Machine Learning includes both theory and python code of each algorithm. Algorithms include K Mean, K Mode, Hierarchical, DB Scan and Gaussian Mixture Model GMM. Interview questions on clustering are also added in the end.

data_science_inshort icon data_science_inshort

Data Science topics IN SHORT whether it is about Machine Learning or Any Techniques will be IN SHORT.

dimensionality-reduction-in-python icon dimensionality-reduction-in-python

Dimensionality Reduction technique in machine learning both theory and code in Python. Includes topics from PCA, LDA, Kernel PCA, Factor Analysis and t-SNE algorithm

knn-naive-bayes-svm-in-python icon knn-naive-bayes-svm-in-python

ML Topics include KNN. Naive Bayes and Support vectors both in Theory and Python Code. KNN Imputation technique is also explained in this branch.

logistic-regression-in-python icon logistic-regression-in-python

Logistic Regression technique in machine learning both theory and code in Python. Includes topics from Assumptions, Multi Class Classifications, Regularization (l1 and l2), Weight of Evidence and Information Value

machine-learning-in-python-code icon machine-learning-in-python-code

Machine Learning code in python includes topics like Exploratory Data Analysis (EDA), Classification, Regression, Clustering and Dimensionality Reduction

simple-multiple-regression-in-python icon simple-multiple-regression-in-python

Regression Techniques in Machine learning including topics from Assumption, Simple and Multiple Linear Regression. Both theory and python codes are included.

sql icon sql

Structured Query Language Theory, Case Study and Interview Questions

tree-based-models-in-python icon tree-based-models-in-python

Tree based algorithm in machine learning including both theory and codes. Topics including from decision tree regression and classification to random forest tree and classification. Grid Search is also included.

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