Prashish Paudel's Portfolio

Hi There! I'm
Prashish Paudel

A software engineer at Blink Voice with a Master's in Computer Science from the University of Toledo, I specialize in full-stack development, NLP, and AI. My work spans from innovative communication solutions to medical simulation assessment platforms. I'm passionate about leveraging technology to enhance user experiences and solve complex problems.

Currently, I'm exploring the intersection of VoIP and AI to revolutionize digital communication.

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Publications

Automated Multimodal Performance Evaluation in Simulation-based Medical Education using Natural Language Processing


Designed an innovative, integrative solution for simulation‑based medical education performance assessment. Utilized Natural Language Processing(NLP) coupled with precise physiological data analysis for a comprehensive, holistic multimodal evaluation of learner performance at instructor, learner, and environment level.

Conference: ACM/IEE 14th International Conference on Cyber-Physical Systems

Role of Smart Wearable Devices in Postoperative Care of Cardiac Surgery Patients


This study investigates the role of smart wearables in post-surgical cardiac care. Over 60 days, these devices collected vital health data from 20 patients, enabling timely remote interventions. The findings suggest that such technology could potentially cut down on readmissions and serious post-discharge complications.

Conference: 59th Annual Meeting of The Society of Thoracic Surgeons

Projects

Color GAN


Built a deep neural network model for colorizing grayscale images. Used Pix2Pix GAN a type of Conditional Generative Adversarial Network (cGAN) with a U- Net architecture to train the model on 1100 coastal images dataset and achieved great accuracy on test image dataset.


Stack
  • Python
  • Tensorflow
  • Keras
  • CNN
  • GAN
  • U-Net

Sentiment Analyzer


An application analyzing newspaper sentiment using a Stacked BiLSTM model. Built a News Sentiment Analyzer and deployed a Flask app displaying live sentiment of English News from Nepalese newspapers like Republica, Himalayan Times, and Kathmandu Post.


Stack
  • Python
  • Keras
  • LSTM
  • Flask
  • Word2Vec
  • NLP

Maritime Vessel Prediction


Built a model to identify the trajectory of Maritime Vessel from AIS data using Unsupervised clustering technique. Also, analyzed latitude, longitude, speed, and angle to derive a model that predicted the trajectory of a vessel with great accuracy.


Stack
  • Python
  • Seaborn
  • K-Means Clustering
  • ScikitLearn

Neuroplay


Built a feed forward neural networks to play Flappy bird game on its own. Used NEAT(Neuro Evolution of Augmented Topologies) algorithm to opimize the neural network and accomplished this without using any high level API's and only using NumPy.


Stack
  • Python
  • NumPy
  • Genetic Algorithm
  • Neural Net

Technologies

I've worked with a range a technologies in Machine Learning, Web Developemt and Chatbot development.

  • Programming/ Scripting

    Experiece with
    Python ,PHP ,JS ,C ,C++ , HTML , CSS , VHDL.

  • Frameworks & Libraries

    Experience with
    Fat-Free , jQuery , AJAX , Numpy , Pandas , React.Js , Node.Js.

  • Machine/ Deep Learning

    Experience with
    Tensorflow , Keras , NLP , CNN , LSTM , GAN , Transformer , OpenCV

About Me

Apart from studying, I love trekking. Have been to Annapurna Base Camp, Mardi Base Camp, Gosaikunda, Rara Lake. Planning on going to Everest Base Camp soon. I enjoy watching soccer and playing tennis on weekend.

Certification & Awards

Deep Learning Specialization Certification from DeepLearning.AI

Awarded Graduate Assistantships with Full Scholarship at UToledo.

Executive member of UToledo Club for Cyber Security

Presented Poster at ACM/IEE 14th International Conference on Cyber-Physical Systems

Working on a project that matters.