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Suman Sarkar ssarkar445

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@SandroLuck
SandroLuck / Pytorch Lightning Machine Learning Zero To Hero In 75 Lines Of Code.py
Last active April 9, 2024 10:37
import torch.nn.functional as F
from pytorch_lightning import seed_everything, LightningModule, Trainer
from pytorch_lightning.callbacks import EarlyStopping
from torch import nn, optim, rand, sum as tsum, reshape, save
from torch.utils.data import DataLoader, Dataset
SAMPLE_DIM = 21000
class CustomDataset(Dataset):
def __init__(self, samples=42):
@VankatPetr
VankatPetr / ExcelCompare.py
Created July 28, 2019 20:57
Compare 2 Excel files and create an Excel diff using Python
import pandas as pd
from pathlib import Path
#define parameters
#path to files
path_old=Path(r'C:\Users\owner\Documents\old.xlsx')
path_new=Path(r'C:\Users\owner\Documents\new.xlsx')
#list of key column(s)
key=['id']
#sheets to read in
@GKarmakar
GKarmakar / MaLSTM
Created August 22, 2018 02:13
#Load required Keras libraries:
from keras.preprocessing.sequence import pad_sequences
from keras.models import Model
from keras.layers import Input, Embedding, LSTM, Merge
import keras.backend as K
from keras.optimizers import Adadelta
from keras.callbacks import ModelCheckpoint
I wrote a routine to clean text data
def text_to_word_list(text):
''' Pre process and convert texts to a list of words '''
@ylogx
ylogx / xgboost_incremental.ipynb
Last active July 18, 2025 20:17
XGBoost Incremental Learning
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@aparrish
aparrish / understanding-word-vectors.ipynb
Last active December 18, 2025 05:55
Understanding word vectors: A tutorial for "Reading and Writing Electronic Text," a class I teach at ITP. (Python 2.7) Code examples released under CC0 https://creativecommons.org/choose/zero/, other text released under CC BY 4.0 https://creativecommons.org/licenses/by/4.0/
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@brentp
brentp / betareg.py
Last active September 17, 2024 14:48
beta regression in statsmodels
# -*- coding: utf-8 -*-
u"""
Beta regression for modeling rates and proportions.
References
----------
Grün, Bettina, Ioannis Kosmidis, and Achim Zeileis. Extended beta regression
in R: Shaken, stirred, mixed, and partitioned. No. 2011-22. Working Papers in
Economics and Statistics, 2011.