Maryam Shadloo's Projects
Codes of Cracking the Coding Interview, 6th Edition 189 Programming Questions and Solutions
Deep Learning Specialization by Andrew Ng on Coursera.
Deep neural network model on top of Tensorflow
In this repo, I implement a decision tree classifier from scratch using python and pandas. I use this decision tree to detect gender based on names. I use the first letter, first two letters, first three letters, last letter, last two letters, last three letters, etc. as features.
Logistic regression with neural network mindset using numpy
Config files for my GitHub profile.
I implement encoder-decoder based seq2seq models with attention using Keras. The encoder can be a Bidirectional LSTM, a simple LSTM, or a GRU, and the decoder can be an LSTM or a GRU. I evaluate the models on an English-French dataset.
I implement I-AutoRec (an autoencoder framework for collaborative filtering b) with Keras and tuned hyperparameters of this model using a validation set.
Residual network with keras for CIFAR10
Reproducing CIFAR10 experiment results from the original ResNet paper using Pytorch in IPython notebook.
In this repo, I implemented ResNet for CIFAR10 as described in the original paper with Pytorch
In this repo, I use Django to create a web application and I use TensorFlow as the backend to do object identification. I deploy my project on AWS Lighsail.