Hello, I'm Srija Uprety, a passionate enthusiast in the field of machine learning. I invite you to explore my website, dedicated to showcasing my journey and discoveries in the exciting world of artificial intelligence. Within this website, you will find a collection of my notable projects in machine learning and deep learning, highlighting the creative applications and the insights gained from each endeavor.
The use of Neural Cellular Automata (NCAs) has been proven useful in simulating the
morphogenetic process. NCAs has found its application primarily in the 2D domain,
however, this project expands the use of NCAs to the 3D domain by incorporating 3D
convolutions into the neural network architecture. This would enable the simulation of
complex 3D structures and spatial dependencies in all three dimensions. The project create
a CA model that defines global coordination out of local level interactions. The research
findings highlight two significant contributions, namely, an expansion of NCA to 3D
voxels and the development of a cellular automation technique for producing voxel
structures with different levels of complexity. The project explores multiple aspects,
including the structural decay of the system after running for additional iterations beyond
the training phase. It also showcases the regeneration property of the system. Additionally,
the training behavior of the model was analyzed by varying the number of channels in
different datasets.
Keywords: Convolutional Neural Network Neural Cellular Automata, voxels,
morphogenesis, Stochastic update, activation function, gradient optimization
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The major objective of this project was to enhance the deep learning models that could potentially perform well in prediction problems like value of stocks.
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The project aims to convert given image into text that can be copied and modified.
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The main purpose of this project is to discover if there is a correlation between reviews and star ratings.
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AI fellowship is a year-long program to train, educate, and help create advanced AI career opportunities with courses like Machine Learning, Deep Learning, Natural Language Processing and Computer Vision. I was selected as one of the 100 participants from a pool of thousands of applicants to join a prestigious year-long AI fellowship program.
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Secured 1st position in Trinity International College’s Idea Hunt competition, competing as part of the dynamic team ”Khutruke.” Our innovative idea was recognized for its potential and impact by the esteemed panel of judges, Rajib Subba, PhD, and Bhoj Raj Ghimire, PhD.
I am proud to have won the basketball and futsal competitions at the prestigious Bachelor's Sports Event. With certificates of excellence for the years 2019, 2021, and 2022, these achievements represent my commitment to sportsmanship and teamwork.
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Subtitle: 2019 Event
As the Master of Ceremony for the 2019 Farewell and Welcome Programs, I had the honor of hosting and guiding the event proceedings. It was an enriching experience that further honed my skills in event management, public speaking, and audience engagement.
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Thank you for your interest in my research. Please note that my research is currently undergoing rigorous evaluation and review.
Updates regarding the evaluation progress and anticipated publication date will be shared as soon as they become available. Thank you for your patience and understanding.
