
Rishitha Reddy Mekala
@rishithareddymekala
I build production AI systems, ML pipelines, and cloud-hosted inference services.
What I'm looking for
I've built production AI applications at Redeem Care PRO, integrating Gemini-based services for response classification, follow-up dialogue, summaries, and nurse-facing workflows. I reduced average classification latency from about 7.0 seconds to 1.8 seconds.
I architected a React Native and TypeScript platform backed by Node.js, Firebase, REST APIs, WebSockets, secure authentication, offline synchronization, and AI-powered conversational workflows. I also helped evolve backend services toward AWS, supporting 10,000+ concurrent sessions at sub-1-second P95 latency.
At the University of Houston, I developed production Node.js, Express, and PostgreSQL systems and trained a TensorFlow/Keras CNN that achieved 92% held-out prediction accuracy for optical aberration coefficients. My research also includes remote-sensing ML pipelines, computer vision preprocessing, and reproducible model evaluation.
I'm focused on taking AI systems from model development through evaluation, deployment, observability, and performance tuning. My work spans Python, PyTorch, LLM integration, AWS, Docker, and scalable data processing.
Experience
Work history, roles, and key accomplishments
Software Developer
Redeem Care PRO, LLC
May 2026 - Present (5 months)
Integrated Gemini-based LLM services for response classification, follow-up dialogue, summaries, and nurse-facing workflows, improving classification latency from about 7.0 seconds to 1.8 seconds. Built validation, retry, structured error handling, and auditable session data workflows that reduced error rates by approximately 50% and maintained about 99.9% crash-free sessions.
Instructional Assistant
University of Houston College of Pharmacy IT (COPIT)
Apr 2025 - May 2026 (1 year 1 month)
Designed and maintained a Node.js/Express/PostgreSQL production platform with 25–40 RESTful APIs supporting approximately 150–200 faculty and staff. Built a Python/Tkinter text-to-speech desktop application with edge-tts, PyInstaller, and ffmpeg for 40+ users, packaging runtime dependencies into a portable Windows executable.
Web Development Intern
Great American Business Products
May 2025 - Aug 2025 (3 months)
Developed and deployed production changes across 15+ Magento 2 pages using PHP, JavaScript, HTML, and CSS with 100% deployment accuracy. Integrated the Liquifire Orb personalization API across 50+ SKUs, reducing manual CAD customization by approximately 40% and accelerating affected order workflows.
Research Assistant
University of Houston, College of Optometry
Jan 2025 - Apr 2025 (3 months)
Designed and trained a CNN using Python, TensorFlow, and Keras to predict optical aberration coefficients, achieving 92% held-out prediction accuracy. Generated 3,000+ synthetic labeled images and built NumPy/OpenCV preprocessing and augmentation pipelines.
Student Research Assistant
CVR College of Engineering
Jan 2024 - May 2024 (4 months)
Built an end-to-end Python ML pipeline across 18,208 satellite and drone image segments, achieving 95% vegetation-classification accuracy with Random Forest. Implemented OpenCV preprocessing, HSV feature extraction, morphology, edge detection, and Hough Line Transform methods for infrastructure analysis.
Web Developer
Ocean Drilling and Mining Services
Apr 2023 - Oct 2023 (6 months)
Designed, developed, tested, and deployed a responsive multi-page website using HTML5, CSS3, and JavaScript from requirements through production delivery. Integrated scheduling and lead-capture functionality and optimized responsive behavior across desktop and mobile devices.
Education
Degrees, certifications, and relevant coursework
University of Houston
Master of Science, Computer Science
2024 -
Grade: 3.8
Pursuing a Master of Science in Computer Science with a CGPA of 3.8, expected to graduate in May 2026.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Salary expectations
Skills
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