Hassan CHOUHAD
Aix En Provence,Bouches Du Rhone
Summary
Dynamic Data Scientist with a proven track record at DMS Logistics, excelling in predictive modeling and feature engineering. Expert in Python and machine learning, I leverage strong problem-solving skills to drive impactful data-driven solutions. Successfully enhanced model performance, achieving significant accuracy improvements while deploying scalable applications using Docker and Kubernetes.
Overview
5
5
years of professional experience
Work History
Data Scientist
Freelance
01.2024 - 01.2025
- Development of a model to predict the condition of a valve using time series data (VIF)
- Development of a model for forecasting car price and insurance risk and predicting the ideal customer profile (Forse AI)
- Development of a model for predicting dental implant corrosion using electrochemical data (PhD project)
- Development of a model for optimizing water treatment experimental designs (PhD project)
Data Scientist and AI Researcher
DMS Logistics
Marseille, Bouches Du Rhone
02.2023 - 10.2023
- Flask API application for predicting container dwell time and estimating fuel consumption
- Preparing data for analysis by cleaning, transforming, and feature extracting
- Feature engineering to enhance model performance and retrieve pertinent data
- Hyperparameter tuning to maximize the prediction power of models and refine them
- ETL Efficient data gathering, storage, and retrieval through the use of SQL and MongoDB
- Writing modular Python programs that adhere to the DevOps philosophy
- Deploying applications on Kubernetes using Docker containers, and scale securely using SSH servers
- A data-driven approach and strong problem-solving abilities to address challenging business problems
- Expertise in using efficient data visualization techniques to visualize and interpret results
- Accurate estimation of container dwell time by predictive modeling based on machine learning (XGBoost and neural networks)
- Creating an Evidence-Based Approach and verifying a Proof of Concept
- Extensive model validation and assessment is necessary to guarantee dependable and superior outcomes
- Thorough explanation of the Flask API's endpoints, parameters for input and output, and examples of usage
- Creating a proof of concept to use ChatGPT and OpenAI to create meeting minutes
Freelance, Teaching Programming
CESI Ecole d'ingénieurs
Aix En Provence
09.2022 - 01.2023
- Teaching two modules (signal processing, and embedded systems) to engineering students
- Coaching students individually and collectively in the planning and execution of projects related to signal processing and embedded systems
- Provide technical and academic guidance to help students solve problems encountered during project development
- Regularly monitoring student progress, organizing follow-up meetings and providing feedback to improve project quality
PhD Researcher, Data Scientist
AMVALOR / STIL Marposs
Aix En Provence
03.2019 - 02.2022
- Detect and classify defects on 4K pixel images using CNN, transfer learning for increasing the model performance to reach 70% accuracy on test data
- Defect localization on images using MaskRCNN to perform an instance segmentation
- Predicting the surface roughness of machined parts with Neural Networks and ensemble methods (Random Forest, GBoost, XGBoost) using scikit-learn, visual-code, Jupyter notebook and other data science libraries
- Applying a model's comparison in terms of model's errors and the processing time
- Dimensionality reduction of the dataset using the PCA method and finding correlation matrix
- Analysis and post-processing of raw data using Matlab and MountainsMap
- Managing and producing ideas for data collection, data analysis, and Machine Learning model building for classification and prediction
- Writing an EDA with jupyter-notebook for statistics analysis, data analytics and data visualization
- Exhaustive scientific research on Calculus, linear algebra, and the mathematical theories behind the machine learning algorithms
- Met pertinent milestones while managing multiple projects at once.
- Conducted literature reviews to support research projects and identify new areas of exploration.
- Implemented quality control procedures to ensure the integrity of experimental data.
- Collaborated with cross-functional teams to advance research projects.
- Presented findings at internal meetings as well as externally at industry events or conferences.
- Documented all laboratory activities in compliance with established standards and regulations.
- Participated in weekly team meetings to discuss progress towards project goals and collaborate on solutions.
- Engaged in continuous learning to stay abreast of advances in the scientific field.
Intern Embedded Systems Engineer
IZI systems
Casablanca
08.2018 - 12.2018
- Building and Design of an access control system based on professional skills
- Building the system's hardware with Raspberry-Pi
- Development of Python code for access management
- Exploitation of the APIs from a PHP web application developed by the project manager
- Creation of a MySQL database
- Wrote and submitted reports on industry trends, prompting managers to develop business plans.
- Collaborated closely with team members to achieve project objectives and meet deadlines.
- Identified areas for improvement, narrowing focus for decision-makers in making necessary changes.
Intern for Graduation Project
Nextronic
Casablanca
03.2018 - 06.2018
- Development of a web application for bus fleet management
- Analysis and adaptation of two Open-Source applications (IoT platform Thingsboard and Traccar)
- UML design for modeling the functions and use cases
- Design of database models with Sails.JS, and MongoDB after trying the SpringBoot
Intern
BET-ingénierie
Casablanca
01.2017 - 02.2017
- Building an educational prototype related to home automation
- Simulation of the electronic model with Proteus ISIS
- Development of the script with C to upload it on
- Implemented strategies to take advantage of new opportunities.
- Created plans to propose solutions to problems related to efficiency, costs or profits.
Education
Ph.D. - engineering sciences (AI applied for proactive quality control)
Arts Et Métiers
Aix En Provence03-2022
Master of Science - Big Data and Internet of things
Arts Et Métiers
Casablanca07-2018
Professional Certificate of Competence - Embedded Systems
Arts Et Métiers
Casablanca01.2017
Bachelor of Science - applied physics, Electronics
College of Sciences
Casablanca06-2014
Skills
- Python
- MATLAB
- Java
- C
- SQL
- R
- NoSQL
- Linux
- Windows
- MacOS
- API development
- Feature Extraction
- Feature engineering
- Machine learning
- Deep learning
- Computer Vision
- Transfer learning
- Clustering
- Dimensionality reduction
- Statistical Analysis
- Data visualization
- Classification
- Regression
- TimeSeries
- NLP
- Git
- Docker
- Kubernetes
- CI/CD
- Github Action
- Jenkins
- MySQL
- ORACLE
- MongoDB
- CASSANDRA
- Neo4j
- Spark
- PySpark
- SparkSQL
- SparkMLlib
- Hadoop
- YARN
- HIVE
- Hbase
- Google Cloud Platform
- Scaleway
- Scikit-learn
- TensorFlow
- Anaconda
- Visual Studio Code
- Jupyter
- Vim
- JIRA
- Office 365
- Cloudera
- OpenAI
- LLMs
- OpenCV
- Keras
- Pytorch
Languages
Arabic
First Language
English
Advanced (C1)
C1
French
Proficient (C2)
C2
Certification
- IBM Data Science Professional Certificate - IBM.
- Building Cloud Native and Multi Cloud Applications.
- Build a Chatbot to Analyze PDF Files using LLM.
- Docker Essentials: A Developer Introduction.
Work Availability
monday
tuesday
wednesday
thursday
friday
saturday
sunday
morning
afternoon
evening
swipe to browse
Work Preference
Work Type
Full TimeContract WorkWork Location
RemoteHybridImportant To Me
Career advancementWork-life balanceCompany CultureFlexible work hoursPersonal development programsStock Options / Equity / Profit SharingInterests
Hiking
Calesthenics
Reading
Timeline
Data Scientist
Freelance
01.2024 - 01.2025
Data Scientist and AI Researcher
DMS Logistics
02.2023 - 10.2023
Freelance, Teaching Programming
CESI Ecole d'ingénieurs
09.2022 - 01.2023
PhD Researcher, Data Scientist
AMVALOR / STIL Marposs
03.2019 - 02.2022
Intern Embedded Systems Engineer
IZI systems
08.2018 - 12.2018
Intern for Graduation Project
Nextronic
03.2018 - 06.2018
Intern
BET-ingénierie
01.2017 - 02.2017
Ph.D. - engineering sciences (AI applied for proactive quality control)
Arts Et Métiers
Master of Science - Big Data and Internet of things
Arts Et Métiers
Professional Certificate of Competence - Embedded Systems
Arts Et Métiers
Bachelor of Science - applied physics, Electronics
College of Sciences
Similar Profiles
Robert BartlettRobert Bartlett
Close protection officer at FreelanceClose protection officer at Freelance
Micheline DASSI YEVEDOMicheline DASSI YEVEDO
Accompagnement Familial À L’étranger – Mise À Jour at FreelanceAccompagnement Familial À L’étranger – Mise À Jour at Freelance
Leen AhmadLeen Ahmad
Nutritionist at FreelanceNutritionist at Freelance
SelvaPrincy MarialouisSelvaPrincy Marialouis
ISO Consultant | Auditor | Risk Assessor at FreelanceISO Consultant | Auditor | Risk Assessor at Freelance
Alexandra SealAlexandra Seal
Business owner at Mana Coffee SARLBusiness owner at Mana Coffee SARL