sayondutta/udacity_rl_quadcopter

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sayondutta/udacity_rl_quadcopter

sayondutta

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Udacity Final Project using Deep Reinforcement Learning

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.

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.

Dynamic-Coattention-Network

Implementation of Dynamic Coattention Network for Question Answering

Jupyter Notebook

Reinforcement-Learning-from-scratch-using-R

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

diabetic_retinopathy_new

Jupyter Notebook

PlayPongWithPolicyGradients

Atari Pong from pixels using Policy Gradients

diabetic_retinopathy

Convolutional Neural Networks to classify between normal and affected retina from fundus images

url_shortener

URL Shortener FLASK based - Running on Heroku

Siamese_LSTM_basic

Implementation of Siamese LSTM for Semantic similarity

basic_tutorial_tensorflow

Tensorflow Tutorials Basics created by Sayon Dutta

Jupyter Notebook

cnn_assignment_dl_nd_udacity

CNN Assignment of Deep Learning Nanodegree

higgs_boson

Kaggle Higgs Boson Challenge

GAN_face_generation

Udacity GAN Assignment

deep_learning_tasks

Experimenting with different Deep Learning approaches. <will update accordingly>

Jupyter Notebook

rnn_assignment_dl_nd_udacity

katacoda-scenarios

Katacoda Scenarios

testing

Testing some GIT features

testbot

sayondutta.github.io

datasciencecoursera