Emmanuel Bonnet's Projects
Robust machine learning for responsible AI
Robyn is an experimental, automated and open-sourced Marketing Mix Modeling (MMM) package from Facebook Marketing Science. It uses various machine learning techniques (Ridge regression with cross validation, multi-objective evolutionary algorithm for hyperparameter optimisation, gradient-based optimisation for budget allocation etc.) to define media channel efficiency and effectivity, explore adstock rates and saturation curves. It's built for granular datasets with many independent variables and therefore especially suitable for digital and direct response advertisers with rich dataset.
An extremely fast Python linter, written in Rust.
Python implementation of the rulefit algorithm
ruptures: change point detection in Python
sbt, the interactive build tool
scikit-learn: machine learning in Python
scikit-learn-mooc
:robot::zap: 50 scikit-learn tips
Jupyter notebooks from the scikit-learn video series
A machine learning package for streaming data in Python. The other ancestor of River.
Graph Algorithms
Synthetic Data Generation for tabular, relational and time series data.
Statistical data visualization in Python
Code and data for "Measuring and Narrowing the Compositionality Gap in Language Models"
Unsupervised text tokenizer for Neural Network-based text generation.
Sentiment Analysis through Deep Learning with Keras and Python, published by Packt
A flexible, high-performance serving system for machine learning models
A game theoretic approach to explain the output of any machine learning model.
Generate 3D objects conditioned on text or images
π
Shapash makes Machine Learning models transparent and understandable by everyone
To allow the sharing of API keys to create a free OpenAI API.
It is a simple python flask prediction server which continuously listens a model directory and loads on modification.
Simple Python Codes for routine tasks
Transformers for Classification, NER, QA, Language Modelling, Language Generation, T5, Multi-Modal, and Conversational AI
Differential privacy validator and runtime
πSmile detection with Keras π. Uses OpenCV to detect and crop faces and Keras to check if the face is smiling.
Snowflake Cookbook, published by Packt
Solutions to coding problems that can occur through high-tier interviews & preparation advices for them.