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Shambhavi Malik's Projects

convnet icon convnet

Built a fully functioning Convolutional Neural Network using numpy and also successfully implemented a fully functioning ConvNet using TensorFlow.

covid-ct icon covid-ct

COVID-CT-Dataset: A CT Scan Dataset about COVID-19

data-science-projects-using-r icon data-science-projects-using-r

This repo consists of some Data Analysis and ML projects done in R Studio. These are Hospital Quality Analysis, Pollution Analysis, Analysis of Household Electric Power Consumption, Personal Activity Monitor, Visualization of Covid 19 spread, and Heart Rate Analysis.

facial-expression-recognition icon facial-expression-recognition

The aim is to build and train a model to recognize facial expressions. The objective is to classify each face based on the emotion shown in the facial expression into one of seven categories (0=Angry, 1=Disgust, 2=Fear, 3=Happy, 4=Sad, 5=Surprise, 6=Neutral). Directly serve the trained model to a web interface and perform real-time facial expression recognition on video and image data.

histopathologic-cancer-detection icon histopathologic-cancer-detection

The aim is to create an algorithm to identify metastatic cancer in small image patches taken from larger digital pathology scans. We detect cancer by identifying metastatic tissue in histopathologic scans of lymph nodes using Deep Learning. Implemented using Keras.

resnet50 icon resnet50

The aim is to build a Deep Convolutional Network using Residual Networks (ResNet). Here we build ResNet 50 using Keras.

text-prediction-model icon text-prediction-model

This model predicts upto 3 words that the user might use next based upon the text entered. It was built using text data from Twitter, Blogs and News. Currently, it's built for English Text and can be further used for other languages. It is made by building n-gram models (bigrams, trigrams and quadgrams).

tidy-text-mining icon tidy-text-mining

Manuscript of the book "Tidy Text Mining with R" by Julia Silge and David Robinson

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