Amit Kumar Rana

AI Researcher

Seattle, Washington, United States3 yrs 5 mos experience
Highly StableAI Enabled

Key Highlights

  • Published research at ICCV 2023 and CVPR 2023
  • Led innovative AI projects at Samsung R&D
  • Specialized in Deep Learning and Computer Vision
Stackforce AI infers this person is a Deep Learning and Computer Vision specialist with a focus on innovative AI solutions.

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Skills

Core Skills

Deep LearningComputer VisionMachine LearningOn-device Ai SolutionsData Engineering

Other Skills

Interactive Object SegmentationPyTorchTransformersMulti-GPU TrainingJavaGenerative Adversarial NetworksPose DetectionImage GroupingPySpark

About

I'm a passionate M.Sc. graduate specializing in Deep Learning and Computer Vision with 5+ years of experience in ML research and engineering. I am excited about researching and creating custom neural architectures, including object detection, segmentation, generative, and large language models. Notable achievements include multi-instance interactive object segmentation research at Computer Vision Group, RWTH Aachen University, accepted at ICCV 2023 and CVPR 2023 conferences. At Samsung R&D Institute, led the development of on-device AI solutions like GANs-based facial editing, pose detection & matching, and CNNs-based image grouping. I thrive in ownership-driven roles, taking projects from inception to prototyping while collaborating with cross-functional teams. Passionate about driving innovation in AI and ML. Let's connect and pioneer advancements in artificial intelligence and computer vision together!

Experience

3 yrs 5 mos
Total Experience
3 yrs 5 mos
Average Tenure
--
Current Experience

Computer vision group rwth aachen

Research Assistant

Jun 2022Dec 2023 · 1 yr 6 mos · Aachen, North Rhine-Westphalia, Germany · Hybrid

  • ➔ Developed a novel and efficient architecture for multi-instance interactive object segmentation using Transformers achieving state-of-the-art results on multiple existing interactive segmentation benchmarks and the proposed new multi-instance benchmark.
  • ➔ Gained expertise in efficient large-scale multi-GPU training of deep learning models across multiple nodes.
Interactive Object SegmentationPyTorchDeep LearningComputer Vision

Samsung r&d institute india

Machine Learning Engineer

Jun 2017Nov 2020 · 3 yrs 5 mos · Noida Area, India · On-site

  • ➔ Worked on a plethora of on-device AI solutions for Samsung Android devices ranging from automatic camera image capture based on pose detection, music recommender system, voice activity detection, and recognition.
  • ➔ Mentored and managed two teams of four interns each in the development of Generative Adversarial Networks (GANs) based facial attribute editing application and CNN-based similar image-grouping application.
JavaPyTorchMachine LearningOn-device AI Solutions

Barclays

Business Analyst

May 2016Jul 2016 · 2 mos · Pune Area, India · On-site

  • ➔ Assisted the data team in the task of transferring large data sets from JVM to
  • Python using py4j and PySpark.
JavaPySparkData Engineering

Education

RWTH Aachen University

Master of Science - MS — Media Informatics

Nov 2020Apr 2023

Indian Institute of Technology, Kanpur

Bachelor of Technology (B.Tech.) — Computer Science

Jan 2013Jan 2017

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