Baisc-ML-DL-Projects

Matplotlib, Numpy, Pandas, Sci-kit learn, Tensorflow, Keras

Housing Price Prediction

Data preprocessing, Exploratory Data anlaysis including outlier removal, bivariate feature analysis and correlation aanalysis. Designed pipeline including imputation, one-hot-encoding and column-transformation. Used different models and did comparitive analysis followed by hyperparameter tuning using GridSearchCV.

Handwritten_Digit_detection.ipynb

MNIST dataset, CNN classification model

Cat Vs Dog classifier

Used pretrained VGG-16 model from keras did transfer learning to train binary classification model.