Rishab Gulati
Machine Learning Engineer at BioTrillion- Claim this Profile
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Bio
Experience
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BioTrillion
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United States
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Software Development
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1 - 100 Employee
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Machine Learning Engineer
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Oct 2022 - Present
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La Jolla Institute for Immunology
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United States
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Research Services
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300 - 400 Employee
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Data Scientist
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Jul 2019 - Sep 2022
• Single Cell RNA-Seq Analysis of Peripheral Blood Mononuclear Cells (PBMCs) - Helped understand the interaction between HIV, CVD, and cholesterol lowering drugs (Statin) in terms of their genetic signature - Solved the problem of visualizing the cells by projecting them onto a 2-D space using UMAP dimensionality reduction on their 525 dimensional transcriptomes - Found 7 major cell types present in the data using Louvain Clustering algorithm - Created a pipeline for data preprocessing, dimensionality reduction, clustering and specific bioinformatics analysis using the Scanpy library in Python and Seurat in R. - Generated effective visualizations and plots to demonstrate the inflammatory effects of CVD on the gene signature of patients with HIV and its curability using Statin treatment • Other Projects - Currently working on building a similar pipeline for 3 other projects with different types of cells. • Major Technologies Used: Python, Scanpy, Pandas, Matplotlib, Seaborn, R, Seurat Show less
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Futurewei Technologies, Inc.
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United States
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Telecommunications
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200 - 300 Employee
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Software Engineer
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Nov 2018 - Jun 2019
• Semantic Segmentation - Designed, implemented, and trained a model for Semantic Segmentation of indoor dataset using Transfer Learning in Tensorflow - Improved the accuracy of the existing model by about 2% and the speed by about 5% - Experimented with a wide variety of architectures to find the one that fits our problem the best. - Created a dataset for the project by combining data from multiple sources and standardizing the class labels as well as the semantic labeling - Performed an analysis to categorize entities into either distinct class objects or as background • Video Stabilization - Implemented a basic framework for Offline Video Stabilization using OpenCV in Python • Major Technologies Used: Python, Tensorflow, OpenCV Show less
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Researcher
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Jul 2018 - Nov 2018
• Motion Retargeting - Built a v1 model to transfer the movements of a character in a video, given by query, to another predefined character - Experimented with multiple approaches to find the best fit for our problem including Variable Markov Oracle (VMO), Autoencoder, Deep Siamese Network and CycleGAN - Evaluated the performance of VMO corresponding to its input video by feeding in raw video, output of the PCA and output of PoseNets. • Major Technologies Used: Python, PyTorch, Tensorflow Show less
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Center for Artificial Intelligence and Robotics
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Bengaluru Area, India
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Intern
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Jan 2016 - Apr 2016
Worked on 3D Terrain Rendering in Geographic Information System (GIS). Worked on 3D Terrain Rendering in Geographic Information System (GIS).
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LTI - Larsen & Toubro Infotech
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India
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IT Services and IT Consulting
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700 & Above Employee
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Intern
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Jun 2015 - Jul 2015
- Worked with Time Warner Group. - Built a website for PUMA product of HBO using HTML5, CSS, Twitter Bootstrap, JavaScript and other techniques. - Worked with Time Warner Group. - Built a website for PUMA product of HBO using HTML5, CSS, Twitter Bootstrap, JavaScript and other techniques.
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Education
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University of California, San Diego
Master's degree, Computer Science -
Vellore Institute of Technology
Bachelor of Technology (B.Tech.), Computer Science -
Navy Children School, Mumbai