RANIA BOUGUESRI

Evaluation and Monitoring AI and LLM in production Deploiement on AWS GreenGrass Edge platform

▪ Building AI solutions for Computer Vision and Time series forecasting use cases. ▪ Optimizing and deploying models in edge devices. ▪ Reviewing and integrating innovative techniques from the literature. Edge Computing, Machine Learning ,Computer Vision, Inference and model Serving . Main Projects : - Handled a Retail use case to count people in a supermarket and analyzing their gender and age demographics: Object detection, OpenCV, OpenVino , Model Optimization( quantization and pruning), Ffmprg, MQTT, React Native, Docker **This project helped the startup to be awarded the Best Startup in Abudhabi AI Connect 2022 Event. -Implemented a Predictive Maintenance Use case For Oil & Gaz company Sonatrach: Built a model that can predict remaining useful life for a machine : LSTM, Keras, TensorFlow, Time series data, OpenVINO, Model Compression , Docker... -Integrated an Urban Growth Detection Model with satellite images, in partnership with ASAL (Algerian Space Agency): Segmentation model, VGG16, pytorch, ... - Participated in TII Infrared Tracking Challenge for autonomous vehicles: Finetunning YOLOv8, Tracking with ocsort and reidentification with Mask R-CNN ... - Mentored interns working on an Annomaly detection in Retail project and a Federated Learning and data privacy theory project.

Develop a ChatBot that can negotiate with children and convince them to share an item like a balloon: NLP, ParlAI, finetuning, Negotiation task, flask app.

Sarcasm detection in tweets using deep learning . Demonstrated the effectiveness of using neural networks with different Word Embeddings for identifying sarcastic texts accurately. Comparing the results with two finetuned transformer-based models, and testing a new Data augmentation approach. Impact on business: Improving the sentiment analysis systems' precision when retrieving data to understand users' social media activities. Derive added value in IS management and provide targeted advertising strategies.