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Aayush Paudel's Projects

blog icon blog

A simple Blog using flask and mysql_db.

cam_app_using_opencv icon cam_app_using_opencv

Building a camera application that does filtering effect, detects facial features (eyes, nose, mouth) using haar features, and swap face by simply cropping the rectangular region and switching them between the faces detected.

computer-vision icon computer-vision

Building upon the foundation of computer vision and image processing

credit-risk-modeling icon credit-risk-modeling

All the way from making a PD_model --> score card ---> calculating LGD, EAD and the Expected Loss

deeplearningpython35 icon deeplearningpython35

neuralnetworksanddeeplearning.com integrated scripts for Python 3.5.2 and Theano with CUDA support

desktop_gui icon desktop_gui

Desktop Application for a any Store to keep track of item they have , using tkinter and sqlite3

fast_ai icon fast_ai

Implementation from Deep Learning for Coders

handson-ml icon handson-ml

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

image_classification icon image_classification

In this project we have taken images of 20 random class labels (includes animals, birds and human) and trained it on Stochastic Gradient Descent. Prior to Trianing the model, various preprocessing on image has been done like rescaling, grayscaling. Also, for feture extraction, we have used HOG features from the image. To select the best model we have used Grid SearchCV and finally got a model with around 72% accuracy on the test image. Finally, setting on the choice of hyperparameters we have deployed the model using Flask on Python anywhere. This is an end-to-end project though trained on a small set of samples.

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