Jonathan Thota

I worked as a Data Science Intern at CodeClause, where I focused on building real-time systems and machine learning models for computer vision applications. The role gave me hands-on experience taking projects from problem definition through deployment, with an emphasis on clean pipelines and reproducible results.

One of my main projects was a real-time color detection system built with Python and OpenCV for live video streams. I designed the pipeline to process frames efficiently, extract color regions of interest, and return structured outputs - useful for applications ranging from quality control to interactive tools. This project reinforced the importance of balancing accuracy with latency when working in real time.

I also built an end-to-end machine learning pipeline for brain tumor classification using MRI datasets. The work covered the full stack: preprocessing and augmentation of medical images, feature extraction, model training and evaluation, and clear documentation of methodology and results. Handling medical imaging data required careful attention to normalization, class balance, and validation strategy.

In addition, I implemented a CNN-based age and gender detection model using pretrained architectures, fine-tuning and adapting the network for our use case. Throughout the internship I collaborated remotely with the team via GitHub - maintaining clear documentation, version control, and participating in code reviews which strengthened my ability to work in distributed, async environments.

I worked with Desi Flavors Katy and Birdside HTX, two food truck businesses, to streamline analytics and operations for their hospitality operations. The goal was to turn scattered data into clear, actionable insights and to improve day-to-day workflows in the kitchen and on the floor.

I collected and consolidated data from POS systems, operations logs, and customer-facing sources into a single view. From there I built interactive business dashboards so that managers could track trends, KPIs, and operational performance without digging through raw spreadsheets. Having a single source of truth made it easier to spot issues and opportunities and to align the team around the same numbers.

A major deliverable was designing and implementing a Kitchen Display System (KDS) that visualized order ticket breakdowns in real time. The system reduced kitchen errors by over 70% and improved order accuracy and flow by giving the back-of-house a clear, consistent view of what needed to be made and in what order. I also worked on optimizing kitchen and front-end operations - reducing ambiguity, saving time, and improving coordination between staff so that service could run more smoothly during busy periods.

As a freelance full-stack developer, I design and build custom responsive websites for a variety of clients using modern web technologies. Each project is an opportunity to translate business goals into clear, fast, and maintainable digital experiences - from branding and marketing sites to e-commerce and service-oriented platforms.

Notable projects include texignwalltextures.com, a site for wall textures and interior surfacing products where customers can browse and explore options; desiflavorskaty.com, the online presence for Desi Flavors Katy - an authentic Indian street food truck (100% halal) in Katy, Texas, with online ordering, full menu, catering and event booking, and location details; and codotagency.framer.website, the website for Codot Agency, a creative digital agency offering UI/UX design, SEO optimization, and data-driven social media marketing, with case studies, services, and team sections. Each site is built with a focus on modern, mobile-friendly UI/UX, performance, and alignment with the client’s brand and audience.

My process centers on close collaboration: gathering requirements, proposing structure and design, and iterating based on feedback so that the final product is both technically solid and aligned with the client’s vision. I aim to deliver production-ready sites that are easy to update and scale as their needs evolve.

I worked as an Audio Technician at Good Shepherd Community Church, where I was responsible for setting up, managing, and mixing audio for weekly Sunday services and special events. The role combined technical execution with a focus on making sure the congregation and online audience could hear clearly and feel engaged.

I installed and configured microphones, instruments, the audio console, and the PA system for each service and event - adjusting placements and gain staging so that vocals, instruments, and spoken word were balanced and intelligible. I served as the primary mix engineer, balancing levels for both the live room and any recordings or streams, and adapting to different room acoustics and event formats.

After each service or event I was responsible for dismantling, organizing, and storing all equipment so that the next team could set up quickly and consistently. The role reinforced the importance of reliability, preparation, and clear communication when supporting live production in a volunteer context.

I volunteered as an Event Co-ordinator at Malla Reddy University, helping to set up and run tech events, hackathons, and cultural fests. I supported organization and logistics, assisted both speakers and participants, and helped ensure smooth execution throughout the events.

The role involved coordinating with faculty and student teams, managing registrations and on-the-day flow, and being the point of contact for attendees and speakers so that sessions and activities could run on time and with minimal friction. It gave me hands-on experience in event planning and cross-functional coordination in an academic setting.