Sihyung Park naturale0

## Understaning_ANN_2.ipynb

      
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                naturale0
                / Understaning_ANN_2.ipynb
            
            
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              October 31, 2020 23:04
            
              
                Implementation of (1) softmax classifier with polynomial kernel function, (2) 2-layer neural network
              
          
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## Understanding_ANN_3.ipynb

      
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                naturale0
                / Understanding_ANN_3.ipynb
            
            
              Created
              April 18, 2018 14:37
            
              
                training as testing a 2-layer NN
              
          
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## Weakly-supervised_localizer.ipynb

      
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              June 17, 2018 14:02
            
              
                Facial Emotion Recognition - WSL
              
          
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## pretrain-WSL.ipynb

      
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                / pretrain-WSL.ipynb
            
            
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              June 17, 2018 14:41
            
              
                Chest X-ray (Pneumonia) - WSL
              
          
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## quantile_normalize_example.py
# In []:
import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt
import scipy as sp

A = np.random.normal(5, 1, 100)
B = np.random.normal(3, 1.5, 100)
C = np.random.normal(4, 2, 100)

## NLPM_pytorch.ipynb

      
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                / NLPM_pytorch.ipynb
            
            
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              December 8, 2023 04:36
            
              
                implementation of NPLM (pytorch & tensorflow)
              
          
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## translation_char_example.py
import itertools
from torchtext.experimental.datasets import TextClassificationDataset
from torchtext.vocab import build_vocab_from_iterator
from torchtext.experimental.functional import sequential_transforms

from torchtext.experimental.datasets import IMDB
from torchtext.data.utils import get_tokenizer
from torch.nn.utils.rnn import pack_padded_sequence

def build_char_vocab(data, index, bow="<w>", eow="</w>"):

## nonparametric function estimation.ipynb

      
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                naturale0
                / nonparametric function estimation.ipynb
            
            
              Created
              March 3, 2021 08:41
            
          
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## install_ds_packages.sh
pkg update
pkg install python build-essential freetype libpng libzmq libcrypt libjpeg-turbo libxml2 libxslt
pip install bs4 requests lxml

curl -LO https://its-pointless.github.io/setup-pointless-repo.sh
bash setup-pointless-repo.sh
pkg install numpy scipy

pip install matplotlib jupyter

## backup_reMarkable.py
#!/usr/bin/env python
# coding: utf-8

## =============== REQUIREMENTS =============== ##
## rmrl: https://github.com/naturale0/rmrl
## rsync (for rM):
##   - https://github.com/JBBgameich/rsync-static/releases/download/continuous/rsync-arm
##   - https://www.reddit.com/r/RemarkableTablet/comments/hetyfa/comment/fvu1fy3/?utm_source=share&utm_medium=web2x&context=3

# In[36]:
	# In []:
	import pandas as pd
	import numpy as np
	import seaborn as sns
	import matplotlib.pyplot as plt
	import scipy as sp

	A = np.random.normal(5, 1, 100)
	B = np.random.normal(3, 1.5, 100)
	C = np.random.normal(4, 2, 100)
	import itertools
	from torchtext.experimental.datasets import TextClassificationDataset
	from torchtext.vocab import build_vocab_from_iterator
	from torchtext.experimental.functional import sequential_transforms

	from torchtext.experimental.datasets import IMDB
	from torchtext.data.utils import get_tokenizer
	from torch.nn.utils.rnn import pack_padded_sequence

	def build_char_vocab(data, index, bow="<w>", eow="</w>"):
	pkg update
	pkg install python build-essential freetype libpng libzmq libcrypt libjpeg-turbo libxml2 libxslt
	pip install bs4 requests lxml

	curl -LO https://its-pointless.github.io/setup-pointless-repo.sh
	bash setup-pointless-repo.sh
	pkg install numpy scipy

	pip install matplotlib jupyter
	#!/usr/bin/env python
	# coding: utf-8

	## =============== REQUIREMENTS =============== ##
	## rmrl: https://github.com/naturale0/rmrl
	## rsync (for rM):
	## - https://github.com/JBBgameich/rsync-static/releases/download/continuous/rsync-arm
	## - https://www.reddit.com/r/RemarkableTablet/comments/hetyfa/comment/fvu1fy3/?utm_source=share&utm_medium=web2x&context=3

	# In[36]: