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View nonparametric function estimation.ipynb
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View 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>"):
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naturale0 / NLPM_pytorch.ipynb
Last active Feb 5, 2021
implementation of NPLM (pytorch & tensorflow)
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View 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)
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naturale0 / pretrain-WSL.ipynb
Created Jun 17, 2018
Chest X-ray (Pneumonia) - WSL
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naturale0 / Weakly-supervised_localizer.ipynb
Last active Jun 17, 2018
Facial Emotion Recognition - WSL
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naturale0 / Understanding_ANN_3.ipynb
Created Apr 18, 2018
training as testing a 2-layer NN
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naturale0 / Understaning_ANN_2.ipynb
Last active Oct 31, 2020
Implementation of (1) softmax classifier with polynomial kernel function, (2) 2-layer neural network
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naturale0 / Understanding_ANN_1.ipynb
Last active Oct 22, 2020
Implementation of linear (Softmax) classifier with python 2.7.
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naturale0 / MCP_simulation.ipynb
Last active Dec 19, 2018
python class for converting p-values to adjusted p-values (or q-values) for multiple comparison correction.
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