Toby Johnstone

Developing state of the art tools for structure based drug design

Part of Inria SCOOL team producing cutting-edge research on Reinforcement Learning and bandit problems. Worked on leveraging local structure of Markov Decision Processes for more efficient exploration and learning. Paper presented at NeurIPS 2022 DeepRL Workshop.

Construction of yield curves in C++ and study of model risk associated with pricing of interest rate derivatives

Using OCR, face recognition and classic image processing techniques to identify athletes in a high volume data set of photos

Tutoring English, providing mock orals for students preparing the competitive entrance examinations of the Grandes Ecoles

Multidisciplinary Scientific Education. Applied Mathematics: Probabilities, Optimization, Statistics, Stochastic Calculus; Computer Science: Advanced Algorithms, Topological Data Analysis, Machine Learning; Economics: Macroeconomics, International Trade