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Manish User

@manishuser2

I am a computer vision and ML engineer specializing in GANs and robotics

United Kingdom
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What I'm looking for

I am seeking a collaborative role in computer vision or ML where I can apply GANs, deep learning, and robotics expertise to build scalable, research-informed products and grow into production and research leadership.

I am an engineer with an MSc in Computer Vision, Robotics & Machine Learning, specializing in Generative Adversarial Networks, neural networks, and large language models. I focus on applying advanced AI to real-time vision systems, autonomous navigation, and intelligent automation.

I developed a GAN-based framework to synthesize high-resolution PET images using DCGAN and SRGAN architectures, applying PCA and adaptive histogram equalization, and evaluating results with MSE and SSIM to ensure clinical relevance. I have built embedded systems solutions, including a Car Black Box and image steganography, and was recognised among the top 10% of trainees for technical proficiency and problem solving.

I am collaborative, detail-oriented, and committed to delivering production-ready AI solutions that scale. I seek roles where I can apply deep learning, computer vision, and robotics expertise to drive impactful, research-informed products and automation initiatives.

Experience

Work history, roles, and key accomplishments

EL

Embedded Engineer Trainee

Emertxe Pvt Ltd

Jul 2021 - Mar 2022 (8 months)

Trained as an embedded engineer, developed microcontroller-based solutions (GPIO, ADC, UART/SPI/I2C) and completed projects including a Car Black Box and Image Steganography; ranked in the top 10% of trainees for technical proficiency.

Education

Degrees, certifications, and relevant coursework

University of Surrey logoUS

University of Surrey

Master of Science, Computer Vision, Robotics & Machine Learning

2023 - 2024

Activities and societies: Dissertation on GAN-based synthesis of PET images (DCGAN and SRGAN); coursework included Advanced Computer Vision, Robotics, Applied Machine Learning, and AI programming.

Completed MSc in Computer Vision, Robotics & Machine Learning with coursework in advanced computer vision, robotics, and machine learning and a dissertation implementing GANs for high-resolution PET image synthesis.

IP

I IT, Pune

Bachelor of Engineering, Electronics and Telecommunication Engineering

2014 - 2018

Grade: First Class with Distinction

Activities and societies: Joint Secretary of the Electronics Club; completed projects including Perspicacious Octapod (autonomous maze-navigation) and a Biometric-Based Attendance System.

Graduated with First Class with Distinction in Electronics and Telecommunication Engineering, specializing in Embedded Systems and Real-Time Operating Systems.

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