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Software Developer, Machine Learning

Location:
Los Angeles, CA
Posted:
January 15, 2024

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Resume:

MAITRI SINGHANIA

Los Angeles, CA 213-***-**** ad2r0y@r.postjobfree.com linkedin.com/in/maitri-singhania github.com/maitrisinghania EDUCATION

Master of Science in Computer Science, University of Southern California August 2022-Present

(Courses- Machine Learning, Analysis of Algorithms, Database System, Web Technologies, Applied NLP, Game Development) Bachelor of Technology in Information Technology, SRM Institute of Science and Technology July 2018-May 2022

(Courses- Operating System, Computer Networks, Artificial Intelligence, 9.41/10 CGPA Object Oriented Programming, Calculus and Linear Algebra, Probability) SKILLS & CERTIFICATIONS (Drive Link)

Skills: Python, C/C++, HTML/CSS, JavaScript, Kotlin, SkLearn, Numpy, Matplotlib, Tenserflow, Machine Learning Techniques, Data Structure, Web Development, Database, Operating System, Flask, React, Node.js, Bootstrap, SQL, MongoDB, Microsoft Excel, Linux, Unity; IDE: Android Studio, Anaconda Navigator, Atom, Visual Studio; Training: Android App Development; Web Deployment: Google Cloud Platform and AWS Elastic Beanstalk.

Other: Problem Solving, Lucrative Communication, Critical Thinking, Dance and Sports EXPERIENCE

Intern, Web Application Development July 2023-August 2023 Shiksha Shodh Vikas Nyas Institute, Delhi, India

Designed and created a web application from scratch for a journal using MongDB, Express, ReactJs and NodeJs.

Deployed the application on AWS Elastic Beanstalk along with custom domain. Intern, Data Science January 2022-July 2022

Rawattech Consulting and Solutions, Jaipur, Rajasthan, India

Worked on projects like OCR and learned about different models namely CNN, YOLO, PixelRNN, GANs.

Improved various classification models’ accuracy by 5-10% by deploying different methods like data preprocessing.

Explored about data generation models to boost accuracy in particular GANs and PixelRNN. Intern, Data Science Project July 2021-November 2021 Forsk Technology, Jaipur, Rajasthan, India

Worked on Sentiment Analysis Project.

Created a Web Based Dashboard to gain real time analysis on how 1000s of customers feel about client’s product using Dash, Machine Learning, Deep Learning and NLP Techniques with Data Processing on Large Dataset. ACADEMIC PROJECTS

Algorithm Visualizer December 2023

Developed Tkinter algorithm visualizer with an intuitive interface, showcasing diverse algorithms through graphical representation.

Implemented a user-friendly interface enabling users to adjust algorithm parameters in real-time, offering a hands-on learning experience and facilitating a deeper understanding of algorithmic behavior through parameter manipulation. File Zipper December 2023

Used Huffman Coding Algorithm to compress and decompress text files. Improving Aspect-Based Sentiment Analysis with Bert and Multi-View (Github Link) September 2023-November 2023

Analyzed diverse research papers on ABSA and used BERT for implementation, and improved using Multi-View Prompting methodology. The MVP method introduces a novel approach to control the prediction order of sentiment elements by leveraging element order-based prompts.

Employed sequence-to-sequence learning with varied element orders and element markers ([A] (Aspect), [C] (Category),

[O] (Opinion), and [S] (Sentiment)) to construct ordered target schemas, enhancing the model's understanding of sentiment information structure. The pretrained model used was T5-small.

Achieved promising results with an accuracy range of 70-85% across four tasks (ASQP, ACOS, ASTE, and TASD) using MVP, demonstrating its effectiveness in enhancing ABSA performance. Event Finder Web Application and Android Application (Web Application Link) April 2023-May 2023

Used ReactJs, NodeJs Express and Axios for developing the Web App and deployed it on Google Cloud Platform and used Kotlin for Mobile App. Got hands-on training on using React Bootstrap and third party libraries like Glide and Volley.

Used APIs like Ticketmaster, Google Maps, Spotify, Google Geocoding, Ipinfo, Facebook and Twitter. Machine Learning Project for Prediction on Taxi Trip Trajectories January 2022-May 2022

Built a new traffic flow network model to investigate traffic congestion problems based on taxi GPS trajectories.

Used Random Forest Regression Model.

Used Python, Anaconda, TensorFlow Package, Plotly Package, Matplotlib Package. Meme Sharing App November 2021-December 2021

Developed a Meme Sharing App using Kotlin, making asynchronous API calls with Volley for seamless Reddit integration.

Utilized Glide library to efficiently load and cache meme images, ensuring fast loading times and a smoother user experience.

Implemented share buttons and a refresh feature for increased user engagement, allowing easy sharing of memes and refreshing content with new random memes.

CO-CURRICULAR

Charter President, Rotaract Club, Jaipur, India July 2021-Present

Rotaract Club is a sister club of Rotary International, USA. We are a group of youngsters who visit and provide necessary and needed items such as food and books and also organize educational events.

We visited different NGO’s for example Naya Sawera NGO where orphan or lost kids are taken care of and also visited old age home in Jaipur.

Senior Member of Project Club, IT Department, SRM Institute of Science and Technology. July 2018-July 2021

We used to organize events to showcase efforts and projects of students in the University.



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