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Data Scientist - Expertise in Computer Vision and Diverse Industries 👨‍💻🔍

Data Scientist

Welcome to my GitHub repository! I am a seasoned data scientist with over 9 years of professional experience in various industries, including insurance, video surveillance, cybersecurity, and telecommunications. Throughout my career, I have leveraged my expertise in computer vision to develop innovative solutions that address complex challenges in these domains.

Skills and Expertise

  • Data Science: With a solid foundation in statistics, mathematics, and machine learning, I possess a comprehensive understanding of data science principles and methodologies. I am proficient in designing and implementing predictive models, classification algorithms, and clustering techniques to solve a wide range of problems.

  • Computer Vision: My primary focus and expertise lie in computer vision. I have successfully applied computer vision techniques to industries such as insurance, video surveillance, and cybersecurity. I am adept at developing computer vision models, image recognition algorithms, and object detection systems to extract meaningful insights from visual data.

  • Image Processing: I have extensive knowledge of image processing techniques, including image enhancement, filtering, segmentation, and feature extraction. I am skilled at leveraging these techniques to preprocess and transform raw visual data into meaningful representations for downstream analysis.

  • Deep Learning: Deep learning is a powerful tool in my repertoire. I have worked extensively with convolutional neural networks (CNNs), recurrent neural networks (RNNs). I have experience in model architecture design, hyperparameter tuning, and transfer learning to achieve state-of-the-art performance.

  • Data Visualization: I believe in the power of visual storytelling. I am proficient in using data visualization libraries like Matplotlib, Seaborn, and Plotly to create clear and compelling visualizations that effectively communicate insights and trends in complex datasets.

Projects

Here are some notable projects I have worked on in diverse industries:

  1. Insurance Fraud Detection: Developed a computer vision-based fraud detection system for an insurance company. Applied image analysis techniques to identify suspicious patterns and anomalies in insurance claims, leading to significant reductions in fraudulent activities.

  2. Video Surveillance for Security: Designed and implemented a video surveillance system using computer vision algorithms for enhancing security measures. Developed real-time object detection and tracking models to monitor and alert on suspicious activities, ensuring effective threat prevention.

  3. Cybersecurity Threat Detection: Leveraged computer vision techniques to analyze network traffic data and identify potential cyber threats. Developed models to detect abnormal network behavior and flag potential security breaches, aiding in proactive cybersecurity measures.

  4. Telecommunications Network Optimization: Applied computer vision algorithms to optimize telecommunications network infrastructure. Developed models for analyzing satellite imagery and identifying optimal tower placements, resulting in improved network coverage and performance.

Contact Me

I am always eager to collaborate on exciting data science projects or discuss the latest trends in computer vision across diverse industries. Feel free to reach out to me through the following channels:

Let's connect and explore the possibilities of data science and computer vision in various domains together! 🚀

Michou's Projects

fairmot icon fairmot

A simple baseline for one-shot multi-object tracking

yolov8_tracking icon yolov8_tracking

Real-time multi-object tracking and segmentation using YOLOv8 with DeepOCSORT and OSNet

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