Niowsha F.
Machine Learning Research Assistant (HiWi)
Experience
Jan 2025 - Present
1 yearMachine Learning Research Assistant (HiWi)
DIGIT
- Train and optimize MAVAE/VAE models in PyTorch to detect anomalies in multivariate time-series sensor data.
- Design preprocessing workflows and evaluation pipelines to improve model accuracy and robustness.
- Benchmark MAVAE performance against baseline statistical and deep learning approaches, presenting comparative insights.
- Collaborate with research supervisors to refine hypotheses and translate experimental findings into deployable research outputs.
Mar 2024 - Sep 2024
7 monthsProduct Management Intern
ProductRoad
- Led feature development for a personality-based car recommendation engine, designing prototypes in Figma and supporting implementation in React.js, improving engagement by 27%.
- Conducted 50+ user interviews and built personas to identify product pain points and shape the feature roadmap.
- Performed quantitative market analysis using Python and SQL; built forecasting models (ARIMA, LSTM, Transformer) achieving 85% predictive accuracy.
- Conducted UAT with 150+ users, prioritized feedback, and created backlog items, resulting in a 60% increase in product adoption.
Jan 2022 - Dec 2023
2 yearsIoT Project Developer
Freelance
- Designed and programmed an AI-enhanced IoT threat detection MVP using ESP32 sensors (C), enabling real-time monitoring with Firebase integration.
- Developed a Flutter mobile application with improved UI/UX flows, reducing user task completion time by 40%.
- Built a processing pipeline handling 100+ sensor events per second with <100ms latency, increasing anomaly detection efficiency by 60%.
- Documented system architecture, conducted A/B tests for pricing validation, and supported early business model research.
Jan 2020 - Dec 2022
3 yearsFrontend Developer
Freelance
- Developed responsive web applications using React.js, Firebase, and JavaScript, improving load time and performance across client projects.
- Designed UI/UX prototypes in Figma, conducted usability testing, and enhanced navigation efficiency and engagement.
- Integrated REST APIs and optimized state management using Redux, reducing development cycles by up to 40%.
- Led end-to-end project delivery, including requirements, design, development, QA, and deployment, ensuring alignment with client goals and brand identity.
Jan 2018 - Dec 2020
3 yearsProduct & Technology Consultant
Freelance
- Advised clients on product strategy, solution design, and technology adoption by analyzing business needs, data patterns, and system requirements.
- Conducted product audits, user flow evaluations, and competitive research to identify opportunities for optimization and growth.
- Developed prototypes, technical recommendations, and implementation roadmaps to support decision-making and guide product development.
- Collaborated with engineering and product teams to refine requirements, troubleshoot issues, and ensure successful deployment of digital solutions.
Summary
Analytical and cross-functional Product & Technology professional with experience spanning machine learning research, product management, IoT systems, and front-end development.
Skilled in transforming complex technical insights into user-centric solutions, driving feature roadmaps, and improving digital product performance through data analysis, experimentation, and iterative design.
Languages
German
AdvancedEnglish
AdvancedEducation
Lorem ipsum dolor sit amet
Master of Science, Computer Science · Computer Science
Lorem ipsum dolor sit amet
Bachelor of Science, Computer Engineering · Computer Engineering
Certifications & licenses
Product Analytics Micro
Product Roadmapping
Product Strategy
Need a freelancer? Find your match in seconds.
Try FRATCH GPT More actions
Similar Freelancers
Discover other experts with similar qualifications and experience
- English
- Deutsch
2025 © FRATCH.IO GmbH. All rights reserved.