Open to opportunities

AMITEJ SINGH

@amitejsingh

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Aspiring software and machine learning engineer building computer vision and automation solutions.

Zimbabwe

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What I'm looking for

I’m looking for an entry-level role where I can build and productionize machine learning and computer vision systems—preferably in healthcare or robotics—while growing my engineering skills through real impact, collaboration, and strong mentorship.

I’m a computer science student focused on machine learning and computer vision, excited by end-to-end work that turns models into useful systems. I’m building with Python and modern deep-learning frameworks to automate workflows, improve data processing, and support smarter decision-making.

In my Software Intern role at Casamed HealthTech, I developed Python-based solutions to extract and analyze key metrics from medical reports, streamlining data processing and improving system efficiency. I also contributed pose detection scripts using computer vision techniques for physiotherapy assessments, and supported backend improvements to enhance data flow and AI model integration.

At DRDO–CAIR, I helped implement feature extraction with pre-trained ResNet-50, used clustering for keyframe selection, and built a Flask–React full-stack pipeline for video upload, processing, and summary generation. My projects include hybrid VGG16-UNET prostate segmentation, a low-cost smartphone/webcam VR system with OpenCV, and a LoRA fine-tuning framework for MedSAM—where I achieved strong segmentation quality while reducing trainable parameters and training time.

Experience

Work history, roles, and key accomplishments

Student Trainee Intern

DRDO - Centre for AI & Robotics (CAIR)

May 2025 - Jul 2025 (2 months)

Implemented feature extraction using pre-trained ResNet-50 convolutional neural networks and applied K-Means, DBSCAN, and motion-based segmentation to identify keyframes for video summarization. Developed a Flask–React full-stack pipeline for video upload, processing, and summary generation, and evaluated performance on the TVSum benchmark using Precision, Recall, and F1-scores.

ResNet 50 Feature Extraction Summarization K Means DBSCAN Flask React ResNet50

Software Intern

Casamed HealthTech

Oct 2024 - Jan 2025 (3 months)

Built Python scripts to extract and analyze key metrics from medical reports, streamlining data processing and improving platform efficiency. Contributed pose-detection computer-vision scripts for physiotherapy assessments and improved backend data flow to better integrate AI models within the platform.

Python Healthcare Data Processing Metric Extraction Data Analysis Computer Vision Backend Integrations Scripting Integrating AI Models

Education

Degrees, certifications, and relevant coursework

Vellore Institute of Technology (VIT)

Bachelor of Technology (BTech), Computer Science and Engineering with AI & ML

2022 -

Grade: CGPA: 9.05

Pursuing a BTech in Computer Science and Engineering with AI & ML at Vellore Institute of Technology (CGPA 9.05), starting Sept 2022 and currently ongoing.