Piyush Singh

About Piyush Singh

Experienced and Skilled in GIS, Remote Sensing, Python, Matlab, Machine Learning on AWS SageMaker and Virtual Reality. Strong education professional with a Doctor of Philosophy - PhD focused in Virtual Reality / Augmented Reality Simulations, LIDAR, UAV(Drone), Point Cloud Processing and Data Science(Machine Learning( algorithms such as logistic regression, random forest, XG boost, KNN, SVM, neural network, linear regression, lasso regression and k-means) and Deep Learning) from Indian Institute of Technology (Indian School of Mines), Dhanbad.Machine Learning Engineer | Computer Vision Engineer • Proficient in Deep Learning,Computer Vision.• Familiar with machine learning libraries like TensorFlow, keras and Pytorch.• Adept In OpenCV, worked on projects like Face-Detection, Facial Recognition, Face Landmark detection and Emotion Detection• Experienced in optimizing machine learning models using callbacks, early-stopping, validation, image pre-processing.• Proficient in creating dense models,CNN models for supervised and unsupervised learning tasks ranging from classification, regression to clustering tasks.• Familiar with models such as Resnet and Dense net which tackle the vanishing gradient problem• Created models for object detection(using Transfer learning from popular models like Resnet-30,Alexnet etc) • Familiar with the concepts of Transfer learning in computer vision and used famous models such as YOLO and SSD for object detection tasks • Worked on interesting projects such Vehicle detection, Pedestrian Detection.• Working on depth sensor for mapping indoor assets in real-time.Recently Have been working on converting 2d Images to 3d models using photogrammetry technique for both indoor and outdoor mapping (tested extensively on custom data that I have collected)and fusing 2d images with lidar point cloud data for generating more realistic 3d models for analyzing the changes that has been taken in the entire 3d model inside the virtually simulated world, Even I am also working on lidar sensor based object detection using ANN technique.

Experience

1. Assistant Professor

   Bennett University

   Jul 2024 — Present · Noida, IN

   School of Computer Science Engineering & Technology

Education

• Indian Institute of Technology (Indian School of Mines), Dhanbad

  Master of Technology - MTech, Geomatics/ Geoinformatics

• Priyadarshini Institute of Engineering and Technology, RTM Nagpur University

  Bachelor of Engineering - BE, Computer Science and Engineering

• National Institute of Open Schooling (NIOS)

  12th, Physics, Chemistry, Math, English, Word Processing

• Indian Institute of Remote Sensing (IIRS), Indian Space Research Organization (ISRO)

  one year M Tech project trainee dissertation / Internship , Web based Satellite Image processing

  2015 — 2016

• Indian Institute of Technology (Indian School of Mines), Dhanbad

  Doctor of Philosophy - PhD, Geoinformatics

• Premalok Mission School, Patna , C.B.S.E

  10th, English, Hindi, Science, Math, Social Science