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Milan Gunasekera's Projects

arviz icon arviz

Exploratory analysis of Bayesian models with Python

berrynet icon berrynet

Deep learning gateway on Raspberry Pi and other edge devices

info5555_fhir_webapp icon info5555_fhir_webapp

Web application for displaying vitals data, using the FHIR (Fast Healthcare Interoperability Resources) RESTful API

kalman-and-bayesian-filters-in-python icon kalman-and-bayesian-filters-in-python

Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.

mit-deep-learning icon mit-deep-learning

Tutorials, assignments, and competitions for MIT Deep Learning related courses.

pandas icon pandas

Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures similar to R data.frame objects, statistical functions, and much more

pytorch-pretrained-bert icon pytorch-pretrained-bert

πŸ“–The Big-&-Extending-Repository-of-Transformers: Pretrained PyTorch models for Google's BERT, OpenAI GPT & GPT-2, Google/CMU Transformer-XL.

reinforcement-learning icon reinforcement-learning

Implementation of Reinforcement Learning Algorithms. Python, OpenAI Gym, Tensorflow. Exercises and Solutions to accompany Sutton's Book and David Silver's course.

rl-adventure-2 icon rl-adventure-2

PyTorch0.4 implementation of: actor critic / proximal policy optimization / acer / ddpg / twin dueling ddpg / soft actor critic / generative adversarial imitation learning / hindsight experience replay

sprinkler_interface icon sprinkler_interface

Create a web-based graphical user interface that can make turning on sprinklers across my backyard more intuitive. Currently using HYDROFLASH controller, which has 16 unique sprinkler channels, controlled over local network

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