I'm

Samia

The best

Data Scientist, Machine Learning Engineer

Projects I Completed

Portfolio

  • All
  • Deep Learning
  • Generative AI
  • Computer Vision
  • Data Science & Machine Learning
  • More on Github
Computer Vision based Defect Assessment of Pump Impellers.
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Built using the Technologies & Tools:

Computer VisionTensorflow-KerasConvolutional NetworksDjangoAzure App Services & DevOpsGitDeep LearningGithub Actions

Visual Quality Inspection of Products using Deep Learning
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Built using these Technologies & Tools

Computer VisionMulticlass Image ClassificationKeras-TensorflowCNNsAzure DevOps & App ServicesGitDockerDjango

Imbalanced Image Dataset Augmentation using Convolutional Generative Adversarial Networks
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Built using these Technologies & Tools

CGANsTensorFlow - KerasCGANs - CNNsImage ProcessingImage GenarationImage AugmentationStreamlit

Image Denoising for Quality Enhancement using Convolutional AutoEncoders
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Built using these Technologies & Tools

Deep Convolutional Denoising AutoEncoderstensorflow-KerasGitImage Similarity MetricsImage ProcessingDeep Learning

Machine Failure Prediction: ML Pipeline using Azure ML Services
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Built using these Technologies & Tools

Azure ML ServicesMLOPsMachine LearningScikitLearnMLFLOWDocker

Client Satisfaction using Machine Learning: Comparative Results
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Built using these Technologies & Tools

Machine LearningScikit LearnStreamlitPredictive AnalyticsClassificationCustomer Analytics

AutoEncoders for Image Compression and Reconstruction
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Built using the Technologies & Tools:

Computer VisionTensorflow-KerasConvolutional NetworksGitDeep LearningJupyter

Applied Machine Learning Projects to diverse Domains
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Built using these Technologies & Tools

Computer VisionMulticlass Image ClassificationKeras-TensorflowCNNsAzure DevOps & App ServicesGitDockerDjango

Image Processing Techniques using Tensorlfow, PyTorch and OpenCV
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Built using the Technologies & Tools:

Computer VisionTensorflow-KerasConvolutional NetworksPytorchOpencvJupyter

GeometricVision: Shape Generation and Classification: Dataset Simulation
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Built using these Technologies & Tools

Computer VisionMulticlass Image ClassificationKeras-TensorflowCNNs


Jobs I have Completed

Work Experience

Machine Learning Developer – Applied Research / Industrial AI

Miltenyi Biotec

Cologne, Germany | September 2025 – Present

Project: Applied Machine Learning and Data Processing for Biotech and Laboratory Systems

Achievements:

Developed machine learning and data processing pipelines for scientific and laboratory data under industrial and regulated constraints.

Designed and implemented Python-based automation scripts to process, validate, and analyze large-scale experimental datasets.

Applied computer vision and statistical learning methods to extract meaningful features from complex biological and measurement data.

Collaborated with biologists, engineers, and QA teams to translate experimental requirements into robust ML solutions.

Contributed to scalable and maintainable codebases following best practices for testing, documentation, and reproducibility.

Supported model evaluation, optimization, and deployment workflows aligned with industrial reliability and quality standards.

Skills: Biotechnology & Life Sciences Applied Machine Learning Scientific Data Processing Python Automation Pipelines Computer Vision Data Validation Industrial AI

Machine Learning Developer - Research Associate and Teaching Assistant

RWTH AACHEN University

Aachen, North Rhine-Westphalia, Germany | June 2024 – August 2025

Project: Machine Learning for EBSD Analysis of Defect Phases

Achievements:

Algorithm Development for Processing and Alignment of EBSD Patterns Data using Image processing and Computer Vision Methods.

Within a Materials Engineering Group, Developing Computer Vision Methods for Defect Detection in Nickel Alloys using Electron Backscatter Diffraction Data

Developing scripts and automation pipelines in Python and shell for simulation tasks and large-scale data processing.

Designing and implementing machine learning workflows for unsupervised feature extraction to support spatial analysis and microstructure characterization.

Writing scalable code for scientific applications and ML, managing cluster jobs with Slurm.

Leading an Experimental class for Bachelor's Students in Materials Engineering .

Skills: Materials Engineering, Metallurgy Software Development and Automation Python, Shell PyTorch Scikit-Learn Deep Learning AutEncoders

Machine Learning Developer - Data Scientist

FADERCO SPA

Algiers, Algeria | February 2023 – July 2023

Project: Market Segmentation using Deep Learning

Achievements:

Enhanced Sales insights in 2 departments, business development and marketing via Deep Learning-based Market Segmentation reaching a 75% reduction in human intervention in the process.

Modernized segmentation by uniting +27 features in revenue, demand, and supply data and building an AutoEncoder combined with Kmeans in Keras-Tensorflow, and Scikit Learn.

Reached highly Separable 94% and 0.79% and Interpretable Customer Segments through 2 distinct Models implemented on carefully engineered sets of Binary and Categorical features.

Developed a robust architecture using TensorFlow and sci-kit-learn (sklearn) to enable efficient market segmentation based on customer data.

Skills: Market Segmentation Customer Analytics Python Tensorflow-Keras Scikit-Learn Deep Learning Generative AI AutEncoders


Artificial Intelligence Instructor -Consultant

Samsung Electronics through GomyCode

Algiers, Algeria | July 2022 – December 2022

Project: Samsung Innovation Campus Scholarship: Artificial Intelligence Course

Achievements:

Conducted 270+ hours of workshops for 15 students, covering fundamental topics in Python, Data Science, Machine, Deep Learning, Tensorflow, Computer Vision, NLP, and Mathematics.

Obtained a 98% satisfaction rate as Instructor and Mentor, collaborating with 3 teams on final AI projects in Tourism, Well-Being, and Healthcare ensuring quality delivery to Samsung Jury.

Enforced the Samsung Innovation Campus 10 Chapters curriculum by incorporating the latest advancements and practices in the lectures and Fostering an atmosphere of Interactive Learning.

Skills: Solid Understanding of Machine & Deep Learning Fundamentals Presentation & Public Speaking Communication & Teamwork Adaptability and OrganizationLeadership and Mentorship Curriculum Development


Data Scientist

Amaya AG

Algiers, Algeria | November 2021 – December 2021

Project: Time Series Forecasting of Environmental Factors affecting Crop Growth

Achievements:

Attained a 95% accuracy in forecasting environmental factors impacting crop growth for 3-day predictions leading to data and model-centric decisions that affect agricultural actions.

Raised model performance by 20% through a comprehensive study of linearity, decomposition, and stationarity, ensuring robust, stable predictions and a more reliable predictive model.

Implemented and fine-tuned a Keras LSTM model, reducing Mean Absolute Error by 25%.

Skills: LSTM - RNN Networks Time Series Forecasting Deep Learning Tensorflow-Keras Data Science & AnalyticsPredictive Analytics


Ignitus Platform

Ignitus

Remote | November 2021 – December 2021

Project: Predictive Modeling for Customer Behavioral Analysis

Achievements:

Developed a 98% accurate Customer Analytics Model for Premium Enrollment Prediction.

Extracted actionable insights from 50k users’ records behavior data as descriptive Analytics.

Deployed and Delivered a user-friendly Streamlit App, that can enable a 50% reduction in time required for data processing, interpretation, and making future predictions on new-coming users.

Skills: Machine Learning streamlit Python Scikit-LearnData Science & AnalyticsPredictive Analytics


Content and Community Manager

Wejehni

Algeria | July 2020 – November 2021

Project: Higher Education Majors & Career Paths

Contributed to the success of thousands of students by addressing their concerns and queries related to university majors and higher education choices. Through active community engagement, we fostered an environment of support and knowledge sharing.

Played a vital role in building awareness about the significance of early-age decision-making in higher education. Encouraged students to make informed choices that align with their passions and goals.

Authored informative articles and crafted visual content that resonated with our audience. Leveraged storytelling techniques to make complex topics accessible and engaging.

Skills: Storytelling Effective Digital Communication Community ManagementGraphic DesignContent Creation


Digital Marketing Assistant & Content Creator

Opticharge

Algeria | December 2019 – March 2020

Project: Web Content Creation in 3 Languages & Representation in the National Production Fair

Generated highly relevant and engaging content aligned with the company's core values and objectives.

Crafted content in three languages (Arabic, English, French) to cater to a diverse target audience, enhancing brand visibility and audience engagement.

Proudly represented OptiCharge at a national fair, showcasing the company's services. Engaged with potential customers, fostering valuable connections, and playing a pivotal role in promoting brand awareness and trust.

Skills: Communication & Public Speaking Storytelling Presentation Skills


Web Content Creator - Wordpress

Sylabs

Algiers, Algeria | Summer 2019

Project: Mapping of the Algerian Entrepreneurship Ecosystem

SYLABS provided me with a rich learning experience, where I acquired valuable knowledge spanning Business, Marketing, Entrepreneurship, and Startups. This multidisciplinary exposure allowed me to gain insights into diverse aspects of the business world.

Conducted extensive research and analysis on the Algerian entrepreneurship ecosystem, mapping key players and startups.

Utilized WordPress to publish and manage website content, ensuring a user-friendly and visually appealing online presence.

Attended trainings organized by the company to enhance skills in content creation, digital marketing, and entrepreneurship.

Skills: Communication Business Acumen Entrepreneurship Acumen Wordpress - CMS


What is my Degree

Education

Master's Degree in Applied Mathematics-Applied Statistics (Sep 2021 - Jul 2023)

University of Science & Technology Houari Boumediene - Algiers, Algeria

Relevant Courses:

- Supervised Learning - Unsupervised Learning - Generalized Linear Models
- Classification - Regression - Clustering - Dimensionality Reduction
- Data Analysis - Data Mining - Time Series Analysis and Forecasting
- Information Theory - Statistical Inference - Probabilistic Models - Simulation Modeling


Bachelor's Degree in Mathematics and Computer Science (Sept 2018 - July 2021)

University of Science & Technology Houari Boumediene - Algiers, Algeria

Relevant Courses:

- Algorithmic Problem Solving - Data Structures - C Programming
- Linear Algebra - Multivariate Analysis - Numerical Analysis
- Computer Architecture - Operating Systems -


How I Develop My skills

Contineous Learning & Development

Intro to Generative & Large Language Models

Issued by: Google Cloud (2023)

Skills: LLMs Prompt Tuning

Tensorflow Specialization

Issued by: DeepLearning.AI (2021)

Skills: Tensorflow-Keras Computer VisionCNNs, RNNs, LSTMs Sequence Models Time Series & Forecasting NLP

Databases & SQL for Data Science

Issued by: IBM (2020)

Skills: SQL RDBMS

Generative Adversarial Networks

Issued by: DeepLearning.AI (2023)

Skills: GANs Image-to-Image Translation WGANs - DCGANs Controllable Generation

Crash Course Python

Issued by: Google Cloud (2020)

Skills: Python Object-Oriented Programming

Software Engineering for Data Scientists

Issued by: Datacamp (2021)

Skills: OOP Maintainability & Reproducibility Unit TestingDocumenting

MLOPs Data & Model Lifecyle

Issued by: DeepLearning.AI (2022)

Skills: Data Pipelines Model Pipelines Project Scoping and Design

IBM Data Science Professional Specialization

Issued by: IBM (2020)

Skills: Machine & Deep Learning Data Analysis & Visualization Data Science

Python for AI Development

Issued by: IBM (2020)

Skills: Python OOP


Slides

Projects Presentations

Generative Modeling Workshop: International Women's Day 2023
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Predictive Maintenance Project Presentation
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Object Reconstruction: Paper Reading Presentation:
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What I recommend

Books


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