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Machine Learning Systems Design
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Một số bài viết hay về Machine Learning
An overview of gradient descent optimization algorithms: ADAM, RMSPROP, MOMENTUM, etc. From zero to research — An introduction to Meta-learning Model Agnostic, Learning to learn, LSTM, cordinatewise, L-BFGS, BPTT How to handle large datasets in python with pandas and dask python, pandas, dask, large dataset Where to place the Dropout layer in CNN: Hinton suggested…
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Applied Machine Learning – things you need to know
Một số lưu ý khi áp dụng Machine Learning để giải quyết các vấn đề cụ thể: Always use train_test_split or similar GridSearchCV (built-in cross validation) HDF need to be shrunk after write/update –> ptrepack –chunkshape=auto –propindexes –complevel=9 –complib=blosc data_in.h5 data_out.h5 Use Keras optimizer instead of tensorflow itself (so that it can be saved later…
