Niowsha F.

Machine Learning Research Assistant (HiWi)

Berlin, Germany

Experience

Jan 2025 - Present
1 year

Machine 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 months

Product 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 years

IoT 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 years

Frontend 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 years

Product & 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
Advanced
English
Advanced

Education

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Master of Science, Computer Science · Computer Science

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Bachelor of Science, Computer Engineering · Computer Engineering

Certifications & licenses

Product Analytics Micro

Product Roadmapping

Product Strategy

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