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$30 USD / hour
Flag of INDIA
thane, india
$30 USD / hour
It's currently 10:25 PM here
Joined August 10, 2019
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Tanya C.

@TanyaChutanii

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$30 USD / hour
Flag of INDIA
thane, india
$30 USD / hour
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Lead AI Engineer | Deep Learning | MLOps

About "Hello World"- We have adopted this phrase as a sign to greet, sustenance, creativity and a sign of life. This serves as an apt expression to breathe life into the following sentences as I begin to describe my journey as a Data Scientist. Through a mixture of Coursera and self-learning, it was during my bachelor's that I recognized that the ability to process and interpret data in an efficient manner presented us to make the world a better place by providing us with the power to make data-driven decisions. Following some setbacks in my journey early on in my quest, I kept on laboriously researching the latest trends and solutions to stay abreast, recognizing overnight success stories are few and far between. Somehow, through a combination of self-interest and acquainting myself with great minds, I came across the fascinating world of Computer Vision which enables machines to replicate the human visual system, signalling a feeling of "Eureka!" in me- a reason for my being and a never-ending passion to yearn to learn, exploring and tackling problems in this domain. I have extensively worked on implementing cutting-edge technology directly from research papers, and strive to be a continuous practitioner of learning by doing philosophy, thus aiming to provide value to any project I am tasked (or task myself) upon. It also entails that in my spare time, I love to read research papers and endeavour to code simplified implementations of them using the Tensorflow framework for deep learning. Having said so, I have been quite the fortunate one, having had a management structure and teams around me to assist me, with the best exhibit being my current set-up here at Eagleview. I am responsible for developing applications centred on computer vision to refine and create solutions for multi-scale geospatial object recognition and segmentation in high spatial resolution remote sensing satellite imagery. My previous work experience in this domain includes having worked in the medical domain at Sigtuple, enhancing catalogues and recommendations of fashion stories at Charmboard, and developing end-to-end forecasting pipelines at an agrotech startup, Credible India. Open source platforms are vital for technology agility, facilitating the free exchange of ideas within the developer community. I love gaining and sharing my experience on GitHub and contributing on a regular basis. I have created applications using Vision Transformers, Model Quantization, Self-supervised learning and GANs. You can connect with me through email at - [login to view URL].

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Experience

Lead AI ENGINEER

Aira matriz
Jun 2023 - Present
Working on medical images

Data scientist 2

EagleView
Apr 2021 - Jun 2023 (2 years, 2 months)
Multiple structures - Built an end-to-end pipeline for segmentation of multiple structures and modified model architecture and loss function in order to make it compatible with sub-classes provided in the dataset. - Performed model int8 quantization to reduce the inference time and mixed precision training was added to reduce training time. - Inculcated best MLOps practices to lower technical debt and adapt workflow that requires little to no manual intervention for deployment and monitoring.

Data scientist

Charmboard
Nov 2019 - Aug 2021 (1 year, 9 months)
Automated tagging of Fashion Images (Tag generation) - Trained Xception over fashion images from 127 tags, fine-tuned BERT model on top of charm captions and subheadings which were used to predict tags for a particular fashion card. - Developed pipelines to improve workflow by efficiently handling data and optimize model training phase using tf.data and accelerated linear algebra (XLA) with mixed-precision training respectively, which reduced the total training time by a factor of one-third.

Education

MTech

Birla Institute of Technology and Science, India 2023
(Less than a year)

BE

Chitkara University, Punjab, India 2015 - 2019
(4 years)

Qualifications

Above and beyond award

EagleView
2021
Received above and beyond award from Bishwarup Bhattacharjee in 2021 for delivering high quality project on geo spatial 3D data on time

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