Maxim Lakin

Hi I'm a deep learning engineer focused on statistical modeling, optimization, generative models and bayesian methods, simulations, reinforcement learning, planning and control, forecasting and predictive modeling, recommendations, and anomaly detection

Here are some projects I've done in the past:

• Built an A3C reinforcement learning model to optimize gas production on multi-well pad using time-series, computer vision, and a physics-based simulator for training, testing, and validation.

• Developed a computer vision and reinforcement pipeline for an battle bot competition between fully autonomous and human controlled bots using Unity Agents, Tensorflow, OpenCV

• Developed hierarchical scene understanding recognition model capable of tracking variable number of objects in multiple configurations

• Built a multi-armed bandit model for online control bootstrapping exploration with historical data to control heating in a system with difficult to simulate high sensitivity to initial conditions