DevOps
💼 Career
👨🔬 EDF R&D - Data Scientist Location: Palaiseau, France Dates: 09/2019 - 01/2024 Skills: NLP, Image Recognition, Data Cleaning and Analysis, Anomaly Detection, DevOps Recommandation : José Lopes, Manager at EDF R&D, Paris-Saclay Projects: Development of LLMs + QAretrieval with embeddings to build a conversational question-answer agent using research articles. (Langchain, Transformers, Gradio) Development of an NLP model to process texts entered in a form, distribute them and automatically pre-fill in the appropriate fields. (Sentence Transformers, Nltk, Regex) Anomaly detection on images of BT equipment, with a paper published in an international conference. MAP score of 87%. (Yolov5, Opencv, Pytorch) Reliability study and anomaly detection on energy storage systems. (Reliability, Tslearn, Pycox) Creation of a digital twin for the EDF information system. (Elasticsearch, Reliability) Anomaly detection for predictive maintenance from aerial HTA network images using a convolutional neural network. (Opencv, Pytorch, Yolov3) Prediction of the number of customer outages during storms. (Scikit-learn) Prediction of incidents in the distribution network during storms through the integration of machine learning models and reliability models. (R, Pycox) 🛠️ ENEDIS - Engineering Apprentice Location: Angers, France Dates: 10/2018 - 09/2019 Skills: Data Analysis, VBA, Portfolio Management, Unsupervised Learning Projects: Automation of the portfolio management of a BERE BT and associated data visualization. (VBA) Data analysis for machine learning to anticipate outages in smart networks. (R, EDA : Exploratory Data Analysis) Investigation of electrical voltage drops using unsupervised learning. (R, Clustering)
💡 Key Skills
Data Science & Machine Learning Machine Learning (Sklearn) NLP & Generative AI (Transformers, Spacy, NLTK) Computer Vision (TensorFlow, PyTorch, Transformers) Data Visualization (Dash, Gradio, Streamlit, Plotly, Seaborn, Kibana) Python Development (FastAPI, Django) Data Engineering Elasticsearch: Full-text Search and Analytics at Scale Airflow: Workflow Automation and Data Pipeline Management SQL: Database Management and Query Optimization DevOps & Cloud Computing Linux and Bash: Setting up virtual machines and more Git: Versioning, CI/CD, and Collaborative Work AWS: Cloud Computing and Cloud Storage SonarQube CI/CD: Industrialization of IT tools Docker: Containerization of industrial projects Docker-Compose: Container orchestration
