Niowsha F.-Machine Learning Research Assistant (HiWi)
Check rate
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
See which departments and functions this freelancer has contributed to most.
Experienced in Product Development, Research and Development, Business Intelligence, Project Management, 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
Frequently asked questions
Have questions? Find more information here.
Niowsha is based in Berlin, Germany.
Niowsha speaks the following languages: German (Advanced), English (Advanced).
Niowsha has at least 8 years of experience. During this time, Niowsha has worked in at least 5 different roles and for 3 different companies. The average length of individual experience is 2 years and 7 months. Note that Niowsha may not have shared all experience and actually has more experience.
Based on recent experience, Niowsha would be well-suited for roles such as: Machine Learning Research Assistant (HiWi), Product Management Intern, IoT Project Developer.
Niowsha's most recent position is Machine Learning Research Assistant (HiWi) at DIGIT.
In recent years, Niowsha has worked for DIGIT, ProductRoad, and Freelance.
Niowsha is most experienced in industries like Information Technology, Professional Services, and Automotive.
Niowsha is most experienced in business areas like Product Development, Research and Development, and Business Intelligence. Niowsha also has some experience in Project Management, Information Technology, and Strategy.
Niowsha has recently worked in industries like Information Technology and Automotive.
Niowsha has recently worked in business areas like Product Development, Research and Development, and Project Management.
Niowsha holds a Master in Computer Science and a Bachelor in Computer Engineering.
Niowsha has 3 certificates. These include: Product Analytics Micro, Product Roadmapping, and Product Strategy.
The availability of Niowsha needs to be confirmed.
Daily rate distribution
The rates shown represent the typical market range for freelancers in this position based on recent contracts on our platform.
Average rates for similar positions
Rates are based on recent contracts and do not include FRATCH margin.
The average daily rate is the mean of all daily rates from recent contracts of comparable freelancers on our platform.
The median daily rate is the middle value of all daily rates — half of comparable freelancers charge less, half charge more. Unlike the average, it is barely affected by outliers.
Calculated based on our freelancers’ daily rates as of 7 Sep 2026. Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.
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