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rachelgrz's Projects

cifar10-tensorflow icon cifar10-tensorflow

cifar10数据集上进行图片分类,基于tensorflow框架,旨在探究不同的改进策略对分类准确率的影响,如何一步步得提高准确率

cnn-techniques icon cnn-techniques

Comparison analysis of 11 convolutional neural networks usingTensorFlow on the CIFAR-10 dataset. (Max Pooling, Local Response Normalization, Batch Normalization, Dropout, Data Augmentation)

dgl icon dgl

Python package built to ease deep learning on graph, on top of existing DL frameworks.

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.

lightgbm icon lightgbm

A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks. It is under the umbrella of the DMTK(http://github.com/microsoft/dmtk) project of Microsoft.

models icon models

Models and examples built with TensorFlow

tensorflow-mnist-cnn icon tensorflow-mnist-cnn

MNIST classification using Convolutional NeuralNetwork. Various techniques such as data augmentation, dropout, batchnormalization, etc are implemented.

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