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Hi there πŸ‘‹

Experienced Computer Vision and ML/DL Engineer working as an Associate Solution Architect with an interest in applied AI and software development, offering several years of expertise in research and product development. I love working with and contributing to open source projects. Professional experience in researching and implementing optimized deployment solutions for various target platforms. Proven experience in deploying solutions to various hardware specific chipset's including Intel, NVIDIA boards(Jetson), ARM boards(Raspberry-Pi) and Android NDK's.

class Swap(Minimalist):
  def __init__(self):
    self.professional_status = {
      "role" : "Associate AI Solution Architect", 
      "company" : "Vicon-Security LLC",
    }
    self.degree_status = {
      "level" : "BE", 
      "subject" : "Computer Science",
      "institution" : "SGB University",
    }
    self.languages = ["python", "java", "C/C++"]
    self.py_datasci_stack = ["opencv", "numpy", "scikit-learn", "keras", "pytorch"]
    self.tools = ["dvc", "git", "android-studio", "vs-code"]
    
  def main(self):
    if not self:
      self = self.__init__()

My Specializations & Expertise

  • Understanding the problem statement & finding best optimal solution.
  • Over several years of research & product development experience in large scale multi-media analytics solution.
  • Cross-functional communicator with a self-exploratory and analytical approach towards solving techno-functional problems.
  • Technical Leadership: Guiding ML engineers and MLOps teams for efficient workflow.
  • Algorithm Research: Evaluating and implementing ML/DL algorithms for high-level requirements.
  • Responsible for establishing and managing MLOps and complex ML workflow pipeline along with source & data version control system.
  • Leading team of ML Developers & Feature Engineers along with manual data annotation developers.
  • Experience in working with PyTorch deep learning framework for design and implementation of CNN's for image recognition, classification, retrieval problems.
  • Deciding optimization strategies for complex computer vision based deep learning problems.
  • Experience in deploying pre-trained NN models to highly optimized IE's including NVIDIA TensorRT, Intel Openvino, TFlite and Android NDK's.

Private Work Portfolio:

⚑:1st_place_medal: Deployment Releases

⚑:1st_place_medal: Research Releases

Skills

python cplusplus Java mysql aws Shell CLion android-studio pycharm cmake pytorch tensorflow keras numpy opencv codecov git github github actions html Windows linux ubuntu

Stats

Socials

Swapnil U.'s Projects

dvc icon dvc

πŸ¦‰Data Version Control | Git for Data & Models | ML Experiments Management

iccv19_attribute icon iccv19_attribute

Code for the paper "Improving Pedestrian Attribute Recognition With Weakly-Supervised Multi-Scale Attribute-Specific Localization", ICCV 2019, http://arxiv.org/abs/1910.04562.

luperson icon luperson

Unsupervised Pre-training for Person Re-identification (LUPerson)

yolov5 icon yolov5

YOLOv5 πŸš€ in PyTorch > ONNX > CoreML > TFLite

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