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nji's Projects

coursera_capstone icon coursera_capstone

This repository is for the Applied Data Science Capstone for the IBM professional data science certificate issued by Coursera.

data_wrangling_and_mongodb icon data_wrangling_and_mongodb

Data wrangling study process. The final goal is to use python efficiently deal with data and know how to use MangoDB

deep_learning_study_tutorial icon deep_learning_study_tutorial

Python Tutorial for Deep Learning Study. Including introduction of ConvNet, Autoencoder, VAE, CVAE, GAN and some applications.

face_detection_by_adaboost_and_realboost icon face_detection_by_adaboost_and_realboost

Using Adaboost and Realboost techniques to train small patches of face and non-face. Testing the model on real-life picture and doing hard-negative-mining to increase the final performance.

pca_autoencoder_fisherface icon pca_autoencoder_fisherface

Using PCA, Autoencoder and Fisher linear discriminant to extract the effective representations from the face images. Do the reconstruction of the faces and classification of male and female faces.

regression icon regression

Hands-on Regression analysis functions package in R

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