Updates HistoryΒΆ
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An obsolete page, for latest update: https://github.com/henrysky/astroNN/commits/master
13 Oct 2017
- astroNN was created
19 Oct 2017
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astroNN 0.1 - includes basic function of downloading and compiling data, training and testing neural network
21 Oct 2017
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astroNN_tutorial was creacted to include tutorial jupyter notebook
24 Oct 2017
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Updated the folder structure, update the code to remove unnessary I/O access, update plot
26 Oct 2017
- Performance and high RAM usage issue fix
27 Oct 2017
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The Cannon 2 comparison module and critical bug fix!!
28 Oct 2017
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Initial generative neural network for spectra noise reduction
31 Oct 2017
- Bug fix, more diagnostic info, performance fix
1 Nov 2017
- Platform independent path fix
2 Nov 2017
- More disgnostic info and save hyperparameter
2 Nov 2017
- New visualizing module
3 Nov 2017
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Visualizing module fix and including in apogee_train
7 Nov 2017
- Update apogee_cnn_model_1
8 Nov 2017
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Gaia DR1 downloading function and gaia h5 compiler
9 Nov 2017
- Gaia DR1 models
10 Nov 2017
- Refractored some the code
13 Nov 2017
- Add APOKASC surface gravity checking (golden)
15 Nov 2017
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Add APOKASC surface gravity checking (all catalog)
16 Nov 2017
- Add Red Clumps Catalog checking
17 Nov 2017
- Add Experimental channel
18 Nov 2017
- Add blackbox module for NN attention checking
19 Nov 2017
- Add NNgalaxy module for plotting milkyway via NN
20 Nov 2017
- Add Jacobia of NN
23 Nov 2017
- Add model uncertainty calculation
24 Nov 2017
- Add uncertainty propagation
25 Nov 2017
- Better CPU/GPU management
26 Nov 2017
- Circular import loop fix and code refractoring
27 Nov 2017
- CPU fallback option and GPU memory management
28 Nov 2017
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Add uncertainty analysis to APOKASC and Red Clumps Catalog checking
29 Nov 2017
- Add MC dropout option
1 Dec 2017
- Reduce RAM footprint
2 Dec 2017
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Take adavantage of multi-threading data generation
4 Dec 2017
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Continuum normalization with Chebyshev polynomials
5 Dec 2017
- Integrate continuum normalization in h5 compiler
7 Dec 2017
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Uncertainty depends on inpput data (23 Nov only calculated model uncertainty)
8 Dec 2017
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Aleatoric Uncertainty Analysisa added on 7 Dec is currently not integrated
10 Dec 2017
- Add uncertainty demo
11 Dec 2017
- Fix DR13 wrong pixel info
12 Dec 2017
- Final commit before xmas and new year holiday
16 Dec 2017
- Code refactorings
17 Dec 2017
- Preparing to transist to a less braindead API
21 Dec 2017
- Object-orientation models and training API
23 Dec 2017
- Add StarNet archetiture (arXiv:1709.09182)