Niowsha Fatemi - Machine Learning Research Assistant (HiWi)
Experience
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.
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.
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.
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, requirements, design, development, QA, and deployment—ensuring alignment with client goals and brand identity.
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.
Industry Experience
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Experienced in Information Technology, Professional Services, and Automotive.
Business Area Experience
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Experienced in Product Development, Business Intelligence, Project Management, Research and Development, Information Technology, and Strategy.
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.
Skills
Product & Strategy
- Roadmapping
- User Research
- A/b Testing
- Kpi Tracking
- Agile/scrum
- Backlog Management
Machine Learning & Data
- Pytorch
- Vae/mavae
- Time-series Analysis
- Forecasting Models
- Python
- Sql
- Data Preprocessing
- Model Evaluation
Iot & Embedded Systems
- Esp32 Programming
- Sensor Integration
- Real-time Data Pipelines
- Firebase
- Anomaly Detection
Software Development & Ui/ux
- React.js
- Javascript
- Redux
- Flutter
- Figma
- Ux/ui Design
- Usability Testing
Tools & Analytics
- Power Bi
- Excel
- Tableau (Basic)
- Jira
- Confluence
- Data Visualization
- Data Cleaning
Core Strengths
- Cross-functional Collaboration
- Analytical Problem-solving
- Technical Documentation
- Stakeholder Communication
Languages
Education
M.Sc. · Computer Science
B.Sc. · Computer Engineering
Certifications & licenses
Product Analytics Micro
Product Roadmapping
Product Strategy
Statistics
Experience
Expertise
Qualifications
Profile
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