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krunalr786's Projects

intrusion-detection-for-internet-of-vehicles icon intrusion-detection-for-internet-of-vehicles

An intelligent classifier based Intrusion Detection System for IoV’s based on Neural Networks like optimized CNN, transfer learning and ensemble learning techniques and Hyper Parameter Optimizations.

itd_core icon itd_core

The CERT Division, in partnership with ExactData, LLC, and under sponsorship from DARPA I2O, generated a collection of synthetic insider threat test datasets. These datasets provide both synthetic background data and data from synthetic malicious actors. For more background on this data, please see the paper, Bridging the Gap: A Pragmatic Approach to Generating Insider Threat Data. Datasets are organized according to the data generator release that created them. Most releases include multiple datasets (e.g., r3.1 and r3.2).

keras-srgan icon keras-srgan

Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network implemented in Keras

keras_anomaly_detection icon keras_anomaly_detection

CNN based autoencoder combined with kernel density estimation for colour image anomaly detection / novelty detection. Built using Tensforflow 2.0 and Keras

latest-development-of-isr-vsr icon latest-development-of-isr-vsr

Latest development of ISR/VSR. Papers and related resources, mainly state-of-the-art and novel works in ICCV, ECCV and CVPR about image super-resolution and video super-resolution.

models icon models

A collection of pre-trained, state-of-the-art models in the ONNX format

multimodal-deep-learning icon multimodal-deep-learning

This repository contains various models targetting multimodal representation learning, multimodal fusion for downstream tasks such as multimodal sentiment analysis.

numodril icon numodril

NUMODRIL - Nuclear Morphology Optimized Deep Hybrid Learning

pwc icon pwc

Papers with code. Sorted by stars. Updated weekly.

quantum-deep-learning icon quantum-deep-learning

Recent advances in many fields have accelerated the demand for classification, regression, and detection problems from few 2D images/projections. Often, the heart of these modern techniques utilize neural networks, which can be implemented with deep learning algorithms. In our neural network architecture, we embed a dynamically programmable quantum circuit, acting as a hidden layer, to learn the correct parameters to correctly classify handwritten digits from the MNIST database. By starting small and making incremental improvements, we successfully reach a stunning ~95% accuracy on identifying previously unseen digits from 0 to 7 using this architecture!

quantum-machine-learning-1 icon quantum-machine-learning-1

This is an exploration using synthetic data in CSV format to apply QML models for the sake of binary classification. You can find here three different approaches. Two with Qiskit (VQC and QK/SVC) and one with Pennylane (QVC).

srgan-tf2 icon srgan-tf2

An implementation of the Paper by Ledig, et al. (2017) titled 'Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network' using TensorFlow2 and Keras

super-image icon super-image

State-of-the-art image super resolution models for PyTorch.

tensorflow icon tensorflow

An Open Source Machine Learning Framework for Everyone

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