Hosna (M.) Monavar
Data Scientist
Experience
Data Scientist
VelpTEC GmbH
Data Scientist
IT-Street GmbH
- Developed and deployed ML/DL models (e.g., LSTMs, gradient boosting) for time-series forecasting and energy price forecasting, improving trading strategies and operational planning through robust data pipelines and engineered features.
- Led data preparation and performed model validation using Python and SQL to deliver actionable insights in volatile energy markets.
ML Consultant
TechPark
- Designed and advised on ML/DL solutions including predictive models, NLP, computer vision, and recommendation systems aligned with client-specific goals and data profiles.
Applied Researcher/Assistant Professor
University of Bu-ali Sina
- Led research initiatives applying advanced data analytics to landscape ecology and environmental modeling.
- Conducted rigorous environmental studies using machine learning and statistical methods to interpret complex ecological data.
- Designed and delivered university-level courses in advanced data analytics, fostering student expertise in data-driven problem solving.
Visiting Researcher
Nofima
- Developed chemometric and statistical models (e.g., PCA, LDA, PLSR) for spectral data analysis, collaborating on quality control systems and implementing ML pipelines with domain-specific preprocessing (e.g., Savitzky-Golay filtering), feature selection, and robust validation techniques (e.g., cross-validation, RMSE, R, IQR, Mahalanobis distance).
Industries Experience
See where this freelancer has spent most of their professional time. Longer bars indicate deeper hands-on experience, while shorter ones reflect targeted or project-based work.
Experienced in Agriculture (8 years), Education (8 years), Information Technology (5.5 years), Energy (1.5 years), Chemical (1 year), and Food and Beverage (1 year).
Business Areas Experience
The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.
Experienced in Research and Development (10 years), Information Technology (8 years), Business Intelligence (2.5 years), Operations (1.5 years), and Quality Assurance (1 year).
Summary
Data Scientist and AI Engineer with extensive experience applying machine learning, statistical modeling, and geospatial analytics in complex data environments. Proven track record in managing interdisciplinary projects, building predictive models, and implementing data pipelines using remote sensing and IoT data. Strong programming skills in Python, and AI-driven problem solving. Passionate about scalable AI, cloud platforms, and sustainable tech solutions.
Skills
- Machine Learning And Deep Learning Methods.
- Programming & Data Science: Python (Pandas, Numpy, Scikit-learn, Tensorflow, Opencv), Sql, Matlab
- Machine Learning & Modeling: Supervised / Unsupervised Learning, Time-series Forecasting, Neural Networks (Cnns, Lstms), Anfis, Optimization Techniques
- Data Processing & Analysis: Pandas, Numpy, Scipy, Opencv, Tensorflow, Scikit-learn
- Geospatial & Remote Sensing: Sentinel-1/2, Modis, Landsat, Google Earth Engine (Gee), Gdal, Rasterio, Fiona, Geopandas
- Data Visualization: Power Bi
- Version Control & Reporting
Languages
Education
University of Tehran
PhD in Information Technology for Precision Agriculture · Information Technology for Precision Agriculture · Tehran, Iran, Islamic Republic of
University of Tehran
M.Sc. in Mechatronics in Agriculture · Mechatronics in Agriculture · Tehran, Iran, Islamic Republic of
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