Recommended expert
Marwa Hamrouni-Computer Vision Project
Check rate
Experience
Computer Vision Project
Position Summary
Computer Vision Project
Industries
Automotive
Business Areas
Product Development
Research and Development
- Developed a convolutional neural network (ConvNet)-based model that achieved 95% accuracy in traffic sign recognition and classification.
- Programming language: Python 3.7.
- Libraries: Numpy, matplotlib, scikit-learn, scikit-image.
- Deep learning framework: Tensorflow.
NLP Project
Position Summary
NLP Project
Industries
Information Technology
Business Areas
Information Technology
Research and Development
- Created and compared the performance of three different models for patent application classification.
- The first two models use different word representations, while the third is based on a pre-trained language model.
- Accuracy improved significantly—from 60% with the baseline model (using GloVe embeddings) to 88% with the pre-trained model.
- Programming language: Python 3.7.
- Word representation: GloVe word embeddings, pre-trained domain-specific embeddings.
- Pre-trained language model: Google AI's BERT.
- Python’s libraries: Pandas, Numpy.
- Deep learning framework: Tensorflow.
Passau, Germany
Master’s thesis at the University of Passau
University of Passau
Position Summary
Master’s thesis at the University of Passau at University of Passau
Industries
Education
Business Areas
Research and Development
- Depth information is extracted from RGB images using Generative Adversarial Networks (GANs).
- The generator follows an encoder-decoder architecture.
- A pre-trained EfficientNet model is used as the encoder backbone for feature extraction, while the decoder is implemented as a fully convolutional neural network.
- In the first approach, Conditional GANs (CGANs) are trained in a supervised manner using single RGB images paired with corresponding ground truth depth maps for both training and testing.
- The second approach employs a GAN-based architecture trained in an unsupervised fashion using stereo image pairs without ground truth depth maps, but at test time, only single RGB images with depth maps are used.
Skills
- Programming Languages: Python, C, C++, Matlab, Sql (Postgresql)
- Tools: Jupyter Notebook, Visual Studio Code
- Os: Linux, Windows 7/10
- Vcs: Git
Languages
Arabic
Advanced English
Advanced French
Advanced German
Intermediate Education
Oct 2018 - Feb 2022
University of Passau
Master's degree · Computer Science · Passau, Germany
Oct 2014 - Aug 2017
International Multidisciplinary School of Sousse
Electrical Engineering · Sousse, Tunisia
Sep 2011 - Jun 2014
Higher Institute of Computer Science and Mathematics
Bachelor's degree · Electronics and Communication; Technology · Monastir, Tunisia
Statistics
Experience
Total positions 3
Global Experience
Countries worked in 1 (Germany)
Primary country Germany
Qualifications
Highest degree Master
Profile
Created
Frequently asked questions
Have questions? Find more information here.
Marwa is based in Munich, Germany.
Marwa speaks the following languages: Arabic (Advanced), English (Advanced), French (Advanced), German (Intermediate).
Based on recent experience, Marwa would be well-suited for roles such as: Computer Vision Project, NLP Project, Master’s thesis at the University of Passau.
Marwa's most recent position is Computer Vision Project.
Marwa holds a Master in Computer Science from University of Passau, a Bachelor in Electrical Engineering from International Multidisciplinary School of Sousse and a Bachelor in Electronics and Communication; Technology from Higher Institute of Computer Science and Mathematics.
Marwa is immediately available for suitable projects.
Marwa's rate depends on the specific project requirements. Please use the Meet button on the profile to schedule a meeting and discuss the details.
To hire Marwa, click the Meet button on the profile to request a meeting and discuss your project needs.
Daily Rate Distribution
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The rates shown represent the typical market range for freelancers in this position based on recent contracts on our platform.
Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.
Average rates for similar positions
Rates are based on recent contracts and do not include FRATCH margin.
1000
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Daily rate avg. 791 €
Daily rate avg. 791 €
The average daily rate is the mean of all daily rates from recent contracts of comparable freelancers on our platform.
1000
750
500
250
Median rate 800 €
Median rate 800 €
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.
Actual rates may vary depending on seniority level, experience, skill specialization, project complexity, and engagement length.
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