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Suryansh Singh Rawat's Projects

cpg_detector icon cpg_detector

Building a neural network to count the number of CpGs (consecutive CGs) in given DNA (of N, A, C, G, T) sequences.

data-science-on-geospatial-data icon data-science-on-geospatial-data

The Copernicus Data Store (CDS) is a one stop shop for a wide range of historical and real time geospatial data from various remote sensing and on-the-ground weather observations. The following notebook is an approach to design a neural network to predict the [Total Precipitation] from the two input variables [Temperature of air at 2m above the surface, Volumetric soil water layer 1].

detecting-gan-generated-deepfake-images icon detecting-gan-generated-deepfake-images

In this project, we will propose an efficient CNN architecture to detect StyleGAN based DeepFake images, which performs at par with the current state-of-the-art methods.

image-caption-and-attributes-prediction icon image-caption-and-attributes-prediction

Designed two models where the first one will take any fashion image input and generate an AI based description and the second model will predict the Material, pattern and neckline attribute for the same image input.

qaretrievalmodel icon qaretrievalmodel

AI Question Answering model that answers the important questions related to PAN card.

similar-word-search icon similar-word-search

This is a program for searching the most similar words in an input text document. The output is the top 10 words that have the most similar meaning/sentiment to input topic word from the input text document.

stock-prediction-model icon stock-prediction-model

This is just my hands on getting experience on creating a stock prediction model using LSTMs in tensorflow.

webinar-analytics-prediction icon webinar-analytics-prediction

This project involves taking input in the form of audio recordings, converting the recordings into text and then using the text as an input to predict a paragraph using LSTMs from which we get the topic word using LDA. The topic visualization is done using pyLDAvis.

wikipedia-webscrapping icon wikipedia-webscrapping

This is my approach to extract and create a corpus of medical words from wikipedia webpage using Glove embedding (Reminder: download the embedding from here to use it in this code https://nlp.stanford.edu/projects/glove/)

yolov4-classification icon yolov4-classification

Customer and Employee classification model for security surveillance using Darknet, YOLOv4 and Tensorflow.

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