SAYON DUTTA (@sayondutta)
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  • Global Rank 336,599 (Top 12 %)
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  • Registered about 13 years ago
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    38.9 %
    HTML
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    SCSS
    5.6 %
    R
    5.6 %
  • Location 🇮🇳 India
  • Country Total Rank 11,293
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Top repositories

1

recurrent_neural_networks_to_predict_churn

Predicting Customer Churn using past customer behavior data is a approach which is more dependent on the preprocessing of the data and how you are approach that. Since lots of data is sparse and requires lots of hand engineered features.Then feeding them in a machine learning model. Since the data is in a time series format, therefore I tried to use Recurrent Neural Networks (LSTM cell unit). But as I said this might not be the best approach unless the data is huge since a deep learning model will not be able to outperform a traditional machine learning algorithm unless the dataset is extremely large and there is minimum sparseness in the time series sequence of the data.
Python
8
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2

text_summarizer

Applied attention on Sequence to Sequence model for the task of Text Summarizer using Tensorflow's raw_rnn. here, I haven't used Tensorflow's inbuilt seq2seq function. The reason behind is to apply attention mechanism manually.
Python
7
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3

Dynamic-Coattention-Network

Implementation of Dynamic Coattention Network for Question Answering
Jupyter Notebook
6
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4

Reinforcement-Learning-from-scratch-using-R

Implementation of Value-Iteration and Q-learning for a grid problem from scratch using R
R
2
star
5

diabetic_retinopathy_new

Jupyter Notebook
2
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6

PlayPongWithPolicyGradients

Atari Pong from pixels using Policy Gradients
Python
2
star
7

diabetic_retinopathy

Convolutional Neural Networks to classify between normal and affected retina from fundus images
Python
2
star
8

url_shortener

URL Shortener FLASK based - Running on Heroku
1
star
9

Siamese_LSTM_basic

Implementation of Siamese LSTM for Semantic similarity
Python
1
star
10

basic_tutorial_tensorflow

Tensorflow Tutorials Basics created by Sayon Dutta
Jupyter Notebook
1
star
11

cnn_assignment_dl_nd_udacity

CNN Assignment of Deep Learning Nanodegree
HTML
1
star
12

higgs_boson

Kaggle Higgs Boson Challenge
Python
1
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13

GAN_face_generation

Udacity GAN Assignment
HTML
1
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14

deep_learning_tasks

Experimenting with different Deep Learning approaches. <will update accordingly>
Jupyter Notebook
1
star
15

rnn_assignment_dl_nd_udacity

HTML
1
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16

katacoda-scenarios

Katacoda Scenarios
1
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17

testing

Testing some GIT features
HTML
1
star
18

testbot

Python
1
star
19

udacity_rl_quadcopter

Udacity Final Project using Deep Reinforcement Learning
HTML
1
star
20

sayondutta.github.io

SCSS
1
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21

datasciencecoursera

1
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