Umerkhan Golandaz

Enthusiastic Student with superior skills in working in both team-based and independent capacities. Bringing strong work ethic and excellent organizational skills to any setting. Excited to bring above average user skills in information technology and social media.

Fatigue detection using EfficientNetV2 (2024)

• Developed a fatigue detection system using CNNs trained on a dataset of 8,000 images
• Achieved 92% accuracy in detecting drowsiness and fatigue through facial cues

Machine learning for customer experience in financial services(2024)

• Built a BERT-based NLP model to analyze customer sentiment and improve user experience
• Extracted insights from financial datasets to support decision-making

Stress detection and solutions for gamers and streamers, October 2024 – ongoing

• Designed a stress detection framework that combines machine learning and psychophysiological analysis to evaluate stress levels in gamers and streamers
• Built and trained an LSTM-based voice analysis model for emotion classification, enabling accurate detection of stress patterns from speech
• Delivered personalized stress mitigation strategies by integrating multimodal features from voice and emotion data
• Integrated the system with real-time video analytics pipelines, allowing continuous stress monitoring during live gameplay

AI-powered learning platform for children (ages 3–10) (2025 – ongoing)

• Developing an interactive learning website using the MERN stack (MongoDB, Express.js, React, Node.js) to provide engaging educational content for children aged 3–10
• Integrating AI-driven features such as personalized learning recommendations, adaptive quizzes, and speech-based interaction to enhance user experience
• Designed a child-friendly UI/UX, ensuring accessibility, safety, and interactive engagement for young learners
• Implementing secure backend architecture with Node.js and MongoDB to manage user progress and analytics

Research paper: Precision fatigue detection published in Taylor & Francis (2024)

Research paper: Enhancing cybersecurity through AI published in IJFMR journal (2025)

• Data visualization: empowering business with effective insights
• Introduction to Frontend Development course by Meta on Coursera
• LinkedIn Learning – 10+ courses in project management (Agile, Scrum, risk management, time management)
• IBM Bootcamp – Generative AI: Hands-on training in LLMs, prompt engineering, and AI applications

• Our team secured 3rd rank in the AI and ML hackathon at Vishwakarma University
• State-level football player – represented at state tournaments, developed strong teamwork, discipline, and leadership qualities
• Athletics and fitness enthusiast – active in the gym and sports, demonstrating commitment, consistency, and a goal-oriented mindset

English – fluent, Hindi – native, Marathi – conversational