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  1. AIOpenAIMachine Learning UnconferenceCompanies: OpenAIThe latest information about the Unconference is now available at the Unconference wiki, which will be periodically updated with more information for attendees.
  2. AIOpenAIConcrete AI safety problemsCompanies: OpenAIWe (along with researchers from Berkeley and Stanford) are co-authors on today’s paper led by Google Brain researchers, Concrete Problems in AI Safety. The paper explores many research problems around ensuring that modern machine learning systems operate as intended.
  3. AIOpenAIGenerative modelsCompanies: OpenAIThis post describes four projects that share a common theme of enhancing or using generative models, a branch of unsupervised learning techniques in machine learning. In addition to describing our work, this post will tell you a bit more about generative models: what they are, why they are important, and where they might be going.
  4. EducationOpenAIAdversarial training methods for semi-supervised text classificationCompanies: OpenAIOpenAI Abstract Adversarial training provides a means of regularizing supervised learning algorithms while virtual adversarial training is able to extend supervised learning algorithms to the semi-supervised setting. However, both methods require making small perturbations to numerous entries of the input vector, which is inappropriate for sparse high-dimensional inputs such as one-hot word representations. We extend
  5. EducationOpenAIOpenAI Gym BetaCompanies: OpenAIWe’re releasing the public beta of OpenAI Gym, a toolkit for developing and comparing reinforcement learning (RL) algorithms. It consists of a growing suite of environments (from simulated robots to Atari games), and a site for comparing and reproducing results.