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goucchub's Projects

deepgbm icon deepgbm

Implementation for the paper "DeepGBM: A Deep Learning Framework Distilled by GBDT for Online Prediction Tasks", which has been accepted by KDD'2019.

online-learning-1 icon online-learning-1

Python implementations of Machine Learning Algorithms for the Online Setting

transfer-learning- icon transfer-learning-

In this project, we modified and retrained an existing pre-trained CNN (vgg16) to detect airplanes in the images. We run the code in Python, using vgg16 pre-trained network and subset of Caltech-101 dataset which are available online. While retraining the vgg16 network, We froze most of the layers in it and modified the last 3 layers (fully connected layer, fully connected layer, and softmax). In the end the new CNN can distinguish planes (class 1) from all other object (class 0) in the images with a reasonably good accuracy.

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