Achref Soua Email & Phone Number

Savigny-sur-Orge, FR

Tunisia

Tunisia

• Devised a human gait data collection mechanism leveraging Arduino Nano 33 and IMU sensors.
• Enhanced data reliability through advanced mathematical filters and denoisingautoencoders, ensuring the precision of data input.
• Engineered feature development and calculated knee angles through sensor fusion techniqueslike Kalman and Madgwick filtering.
• Tested various deep learning models such as GRU, LSTM, CNN, and CNN-LSTM.
• Optimized model hyperparameters using Optuna, GridSearch, and Weights & Biases.
• Championed the CNN model based on superior efficiency and latency.

Tunis, Tunisie

• Scraped and processed data of 200 meals and their macros from various nutrition sources,structuring it effectively.
• Architected a hybrid recommendation system for diet planning, uniquely tailored to customergoals and data, leveraging a blend of collaborative and content-based filtering.
• Incorporated supervised and reinforcement learning techniques, specificallyQ-Learning algorithms, into the recommendation system.
• Boosted solution quality by 17% by implementing evolutionary computing techniques,including Particle Swarm Optimization.

Mahdia, Tunisie

• Compiled 30,000 lines of textual data through meticulous web scraping.
• Built and trained a BERT model for sentiment analysis of customer reviews,leading to precise customer sentiment understanding.
• Developed an intuitive dashboard to visualize sentiment distribution for each review,providing actionable insights for business improvement.

Master'S Degree, Information Technology

Activities and Societies: AIESEC BardoAt ESPRIT, my academic journey was centered around the practical and theoretical domains of Data.

Pre-Engineering Degree, Chemical Physics

Activities and Societies: AIESEC RUSPINA