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Nathravorn/README.md

Etienne Boisseau

Data Scientist | Machine Learning, NLP, Optimization

Hi there! 👋 I'm a Data Scientist passionnate about automation and optimization.

My specialization is in Natural Language Processing (NLP).

Project Portfolio

Here are a few examples of recent projects with my clients:

  • 🧠 Neural Network Optimization for Large-scale Inference: Using state-of-the-art neural network optimization methods, optimizing data flow and minimizing idle time, we managed to divide the cost of inference by 6 for large NLP models.
  • 🚚 Logistics Incident Detection and Prediction: The client needed an incident detection system that would have a 0% false-negative rate - meaning it knew when to call upon a human for any ambiguous case. We were able to achieve this thanks to a rigourous data processing, data quality control and monitoring pipeline.
  • 🌐 Simulating a Social Network: We built a unique algorithm for simulating user messages on a social network. The text content of the posts was machine-generated using a novel algorithm allowing for unprecedented control over the nature, theme, and emotion of the text. This system powered an innovative immersive experience, which was used in a crisis management course at a top French university.

See more at my project portfolio.

Links

Tech Stack

My favorite technologies to build projects.

Data Science & Data Analysis

Pandas Numpy SciPy Plotly Matplotlib Seaborn Dash

Machine Learning, Deep Learning

Scikit-Learn PyTorch PyTorch-Lightning TensorFlow Keras Huggingface Gensim Flair

Software Engineering

Python Bash git Ubuntu Jupyter Pytest

Data Engineering & MLOps

Docker Kubernetes Elasticsearch Kibana

Operations Research and Optimization

CVXPY Gurobi CPLEX HiGHS

Scraping and Automation

Selenium Playwright PyAutoGUI BeautifulSoup

Pinned Loading

  1. monitoring-tree-growth-from-space monitoring-tree-growth-from-space Public

    Monitoring the growth of a managed forest in Uruguay using Radar Satellite images

    Jupyter Notebook

  2. neural_note_linking neural_note_linking Public

    Categorize bits of text by how similar they are using neural language models

    Python 3