Siddharth Mittal

Siddharth Mittal

Research Intern

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  • Timeline

  • About me

    MSc in AI @ Khoury College, Northeastern University | Machine Learning | Deep Reinforcement Learning

  • Education

    • Indian Institute of Technology, Mandi

      2018 - 2022
      Bachelor's degree Computer Software Engineering
    • Delhi Public School Ghaziabad Society

      2017 - 2017
      12th class Physics
    • Northeastern University

      2023 -
      Master of Science - MS Artificial Intelligence
    • RWTH Aachen University

      2020 - 2021
      Exchange semeste Computer Science
  • Experience

    • International Institute of Information Technology Hyderabad (IIITH)

      Dec 2019 - Feb 2020
      Research Intern

      My internship under Dr. Bapi Raju involved• Implemented the data mining and pre-processing pipeline for the collected human move data of the experiment in which involved the user to traverse the grid.•Built from scratch the reinforcement learning model pipeline which consisted of arbitration from Model based tree search type Q-Learning to Model Free SARSA Q-Learning based on novel VOI (Value-of-Information) to model human arbitration from explicit to implicit learning in motor tasks with Bayesion Information Criterion as the metric.• Implemented an empirical model fitting pipeline for the simulated data to the human data and data mining pipeline for chess games data obtained from Lichess along with rudimentary Pattern Recognition investigation. Show less

    • SIEMENS TECHNOLOGY AND SERVICES PRIVATE LIMITED

      Jun 2021 - Aug 2021
      Research Internship

      Objective: To enhance the Siemen's Autonomous Vehicle Testing softwareWork: • Performed a comprehensive literature review of traffic trajectory prediction and microscopic traffic simulation• Implemented Polynomial and Deep Learning models to regress traffic trajectories collected from SUMO (Simulation of Urban MObility)• Generated trajectories from private video data of Indian traffic, using faster R-CNN Optimized on KITTI vehicle dataset

    • International Institute of Information Technology Hyderabad (IIITH)

      Aug 2022 - Feb 2023
      Research Assistant

      • Developed gradient projection technique to train Neural Networks on Accuracy and Fairness simultaneously• Developed a method to improve fairness in Neural Networks pre‑trained for accuracy, requiring only 0.05x original dataset

    • SIMHATEL

      Mar 2023 - Aug 2023
      AI/ML Engineer

      • Developed Biometric system based on Keyboard typing pattern using Siamese style sequential(LSTM) DL model• Achieved FAR: 0.6% and TAR: 93%• Implemented visualization tool for anomaly detection in Thermal Powerplants using vibration and temperature’s time series sensor data

  • Licenses & Certifications

    • Deep Learning Specialization

      Coursera
      Jun 2020
      View certificate certificate
    • Reinforcement Learning Specialization

      Coursera
      May 2020
      View certificate certificate
    • DAAD Scholarship

      DAAD German Academic Exchange Service
    • KVPY Scholar

      Indian Institute of Science (IISc)
    • NTSE Scholar

      National Council of Educational Research and Training ( NCERT )
    • Regional Mathematics Olympiad (RMO)

      Homi Bhabha Centre for Science Education (HBCSE), TIFR
    • Neural Networks and Deep Learning

      Coursera
      Sept 2018
      View certificate certificate