

My only known language is Python so choosing an API was simple. APIs exist for C++, Javascript, and Python.
#Project haven sc2 software
The starting point was learning the software stack that I had to use, ie. Since reinforcement learners can learn from their past actions, and the API at this time did not support loading in of replays for imitation learning, despite the fact that large replay datasets did exist, I was unable to make use of those and had to focus on pure reinforcement learning. The starting point of this project is not gathering data, unlike many other data-science projects. The beauty of the reinforcement learner problem is that a good reinforcement learner should be able to learn the game without any programmer domain knowledge and because of that be able to teach itself without any domain specific hacks and also find it's own novel solutions to problems that humans haven't thought of yet. I'm very excited to delve deeper into the world of reinforcement learning, commonly regarded to be the possible holy grail of AI in terms of having the potential to be a general learner, and to possibly make a 'best in the world' player and do the same thing that AI has done to games like Chess and Go. So far, progress by DeepMind has been tight-lipped with few publications apart from the initial statement of using Starcraft II as a testbed for developing AI, but the APIs have been released to the public and projects have been encouraged. In particular, a well-known name in AI and especially reinforcement learning, DeepMind is taking a forefront position by developing APIs to give a computer agent access to play the game. Given the complexity of the game (refer to the bottom section: Introduction To The Game for an overall description of the game), it represents a testbed for testing reinforcement learning artificial intelligence, and given the complexity, it is expected that a successful AI will be revolutionary. Starcraft II Asynchronous Advantage Actor Critic reinforcement learner for PySCII API version 1.1

Updates will come relatively frequently as this is updated. This is a work in progress and the AI can be started by way of calling python deepmind_api_modified/pysc2/bin/agent.py This hasn't been tested on other systems and may not work. Branch has been modified to support the learning Agent.

On behalf of the council and Alliance Leisure, ISG is delivering SC2, a successor to the Rhyl Sun Centre.Starcraft II A3C learning agent First off, credits go to Steven Brown, and Jaromir, for their tutorials.Īs is, PySC2 branch version 7a04e74 is installed via anaconda on Ubuntu 16.04.
#Project haven sc2 upgrade
The £25m investment programme on Rhy’s seafront also includes the Pavilion Theatre, which underwent a £2.4m upgrade ,again delivered by Ion and Wynne, in early 2018. The 30,000 sq ft hotel was delivered on the East Parade car park site. Some demolition is required on site.ĭevelopments completed so far include a Travelodge, which Ion and its contractor Wynne Construction handed over last month. The Welsh Government confirmed in late 2018 that it is to contribute £2.5m to the local authority to acquire and develop the site, which formerly housed a market and the Savoy Hotel. Ion is also working with Denbighshire County Council as part of a wider scheme to transform Rhyl’s town centre. Ion has said that “our vision is to create a new and contemporary market complementing the ongoing regeneration of Rhyl Waterfront”. The site covers around 97,000 sq ft and is being promoted as an opportunity for a market development combining retail, arts and crafts, along with food and drink, residential and a civic hub. Developer Ion has selected shedkm as main architect on its Queens Market project in Rhyl’s West Parade.
