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Shubham Darak's Projects

fake-news-classifier icon fake-news-classifier

Implemented the fake news classifier using Django as a server-side framework and Html, CSS, Bootstrap as a frontend technology. The Deep Learning model included an Embedding layer and Long Short-Term Memory layers which provide complete sentiment of the sentence. The system accepts text news as an input and predicts the probability of news being True or fake.

statistical-crowd-counting icon statistical-crowd-counting

Implemented the project using PostgreSQL as a database, Django as a server-side framework, and Html, CSS, bootstrap as a frontend technology. The Deep Learning model was used to predict crowd count from video frames. The project provides area wise statistical analysis of crowd flow throughout the shops, malls, etc.

thinkstats2 icon thinkstats2

Text and supporting code for Think Stats, 2nd Edition

traffic-sign-recognition-system icon traffic-sign-recognition-system

system comprises of three sets of CONV -> RELU -> BN -> POOL layers and 2 fully connected layers, system gained validation accuracy of 95%. System recognizes 43 different classes of traffic signs.

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