DATA SCIENCE
Transforms raw data into actionable insights through advanced analytics, driving smarter decision-making
DATA VISUALISATION
Converts complex data into engaging visuals, making trends and insights easily accessible and understandable
DEEP LEARNING
Uses neural networks to learn from large datasets in areas like image recognition and natural language understanding.
SPORT ANALYTICS
Analyzes game data to enhance performance, optimize strategies, and give teams a competitive advantage
About
Data Sports Strategist: Transforming Numbers into Winning Strategies
Hello, I’m Jérémie.
With a robust background in telecommunications and over six years of experience in the field, I’ve transitioned into data science, where I now focus on harnessing the power of data to drive meaningful insights and innovations.
I started my career in telecommunications engineering, where I developed a strong foundation in data analysis and system optimization. This technical expertise provided a solid base for my shift into data science, where I now apply advanced analytical techniques to solve complex problems and deliver actionable solutions.
Driven by a passion for sports, I’ve combined my data science skills with my enthusiasm for the field, specializing in sports analytics. My expertise includes developing predictive models, crafting detailed scouting reports, and creating advanced performance metrics to enhance team strategies and player evaluations.
Currently, I work on a variety of projects that integrate machine learning, computer vision, and natural language processing to provide deep insights and support decision-making in sports. From analyzing player performance and opponent tactics to generating comprehensive data visualizations, my goal is to empower teams and organizations with data-driven strategies.
For more information or discussion on how data science can drive your next project forward, please follow the link below and feel free to use the contact form.
PYTHON
Enables efficient data processing and algorithm development with its programming environment
PANDAS
Used for cleaning and analyzing data, enabling quick insights and efficient data handling
TENSORFLOW
Applied to build and train complex deep learning models for predictive analytics
PYTORCH
Provides a flexible framework for building and optimizing deep learning models
Skills and Expertise
As a Data Scientist with extensive experience in Machine Learning, Computer Vision, Natural Language Processing (NLP), and Sports Analytics, I offer a comprehensive suite of services designed to meet your data-driven needs. Here’s a closer look at my key areas of expertise.
Machine Learning
Algorithm Development: Proficient in designing and implementing a wide range of machine learning algorithms, including supervised and unsupervised learning models.
Predictive Modeling: Expertise in developing predictive models to forecast trends, identify patterns, and provide actionable insights.
Model Evaluation: Skilled in model evaluation to ensure robustness and accuracy.
Computer Vision
Image Processing: Advanced techniques in image preprocessing and feature extraction to enhance and analyze visual data.
Object Detection and Tracking: Experience in building models for object detection and recognition using cutting-edge algorithms like YOLO, SSD, and Faster R-CNN.
Segmentation: Expertise in developing and deploying segmentation systems for various applications using models like SAM
Natural Language Processing
Text Analysis: Proficient in sentiment analysis, and topic modeling to extract valuable insights from unstructured text data.
Language Models: Skilled in creating and fine-tuning language models such as BERT, GPT, and transformer-based architectures for diverse NLP tasks.
Chatbots & Conversational Agents: Experience in developing intelligent chatbots and conversational agents to enhance customer interactions and automate responses.
Sports Analytics
Scouting Reports: Expertise in crafting detailed scouting reports that provide in-depth analysis of individual players, including their strengths, weaknesses, and potential for improvement.
Advanced Performance Metrics: Skilled in developing and applying sophisticated metrics and models to assess and quantify player and team performance.
Opponent Analysis: Skilled in creating comprehensive reports for analyzing opposing teams, focusing on their tactical tendencies, strengths, and weaknesses to inform strategic planning.
Data Integration: Experience in integrating and analyzing diverse sports data from various sources, including player statistics and game logs.
Deep Learning
Machine Learning Model Development and Training Solutions
Offer a comprehensive service for generating and training machine learning models tailored to various applications. This includes developing custom models for a range of tasks such as classification, regression, and clustering. The service provides expertise in utilizing advanced techniques and frameworks, with computer vision as a notable example. For instance, we can implement models for image detection using YOLO and tracking with ByteTrack, among other tasks. Our approach ensures that models are trained to meet specific client needs, leveraging state-of-the-art methodologies to deliver effective and scalable machine learning solutions.
LLM
Custom Chatbot Development
Offer a comprehensive solution for creating a tailored chatbot that can effectively utilize client documents. This service leverages Retrieval-Augmented Generation (RAG) technology to enhance the chatbot’s ability to retrieve and integrate information from a variety of sources. The chatbot can be configured to work with different types of documents, including CSV files, databases, text or Word files, and PDFs. Langchain is used to facilitate the integration of these documents into the chatbot’s knowledge base, ensuring it provides accurate and contextually relevant responses based on the client’s specific data. The goal is to create a highly functional and adaptable chatbot that meets the unique needs of the client by utilizing their existing documents and data resources.
Sports Analytics
Advanced Tactical Insights to Boost Team Performance
The service offers detailed tactical analysis reports to support football teams in match preparation and strategy development. It involves analyzing comprehensive match data to pinpoint opponents’ strengths, weaknesses, and tactical patterns.
The process includes collecting and processing relevant match statistics, conducting thorough tactical analysis, and generating reports with actionable insights. These insights are designed to assist coaching staff in refining game plans and strategies, ultimately aiming to enhance team performance and secure a competitive edge.
Projects
Here is a summary of my recent projects: developing a chatbot that answers questions using its own documents, creating a player scouting system, building and training xG models, and designing metrics based on xTreat. Each project highlight my approach to addressing specific needs with practical and effective solutions.
Document-Based Chatbot
Creation of a customized chatbot capable of answering questions using information from its own documents, enhancing interaction and data retrieval
Player Scouting System
Development of a comprehensive scouting system to analyze and evaluate football players, leveraging data-driven insights for recruitment and performance assessment
xG Model Development and Training
Build and train Expected Goals (xG) models to assess and predict player and team performance based on statistical analysis
Creation of Metrics Based on xTreat
Develop specialized metrics derived from xTreat to provide deeper insights and analytics for improved decision-making and performance evaluation
Send me a message
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