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Sina Zamani's Projects

bi-att-flow icon bi-att-flow

Bi-directional Attention Flow (BiDAF) network is a multi-stage hierarchical process that represents context at different levels of granularity and uses a bi-directional attention flow mechanism to achieve a query-aware context representation without early summarization.

book icon book

A Book about Pythonic Application Architecture Patterns for Managing Complexity. Cosmos is the Opposite of Chaos you see. O'R. wouldn't actually let us call it "Cosmic Python" tho.

chars2vec icon chars2vec

Character-based word embeddings model based on RNN for handling real world texts

code icon code

Example application code for the python architecture book

deeperase icon deeperase

A Unet based deeplearning model to line/box/spurious artifacts from text images. Unsupervised training.

fakenews icon fakenews

Markov model for generating fake headlines :pencil2:

fine-grained-sentiment icon fine-grained-sentiment

A comparison and discussion of different NLP methods for 5-class sentiment classification on the SST-5 dataset.

freeinternet icon freeinternet

Women, Life, Freedom. The goal of this project is to provide free internet access to Iranian people by any means. #MahsaAmini

handson-ml icon handson-ml

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.

handson-ml2 icon handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

kubeme icon kubeme

The tools and sample needed to learn the Kubernetes

mem2seq icon mem2seq

Mem2Seq: Effectively Incorporating Knowledge Bases into End-to-End Task-Oriented Dialog Systems

networkx icon networkx

Official NetworkX source code repository.

ngram-language-model icon ngram-language-model

Python implementation of an N-gram language model with Laplace smoothing and sentence generation.

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