The converse, however, is not true.

Large amounts of labeled data are typically required to train deep learning models.

Deriving conditional and marginal distributions using conjugacy relationships can be time consuming and error prone. In this paper, we propose a strategy for automating such derivations. Unlike previous systems which focus on relationships between pairs of random variables, our system (which we call Autoconj) operates directly on Python functions that compute log-joint distribution functions. Autoconj provides support for conjugacy-exploiting algorithms in any Python-embedded PPL. This paves the way for accelerating development of novel inference algorithms and structure-exploiting modeling strategies.

Neural Information Processing Systems http://nips.cc/

Parameterizing the approximate posterior of a generative model with neural networks has become a common theme in recent machine learning research.

A central problem to understanding intelligence is the concept of generalisation. This allows previously learnt structure to be exploited to solve tasks in novel situations differing in their particularities.

We study the problem of off-policy policy evaluation (OPPE) in RL.

A reciprocal recommendation problem is one where the goal of learning is not just to predict a user's preference towards a passive item (e.g., a book), but to

Tremendous progress has been made in the development of reinforcement learning (RL) algorithms for tasks where the input consists of images.

When you purchase through links in our articles, we may earn a small commission. Hold onto your hats, folks, because this Black Friday security cam deal might just take the cake. Specifically, this blockbuster Black Friday bundle includes the second-generation Blink Video Doorbell and an Outdoor 4 security cam, the latter of which comes with the Blink Sync Module Core that bridges the two devices to your Wi-Fi network. Normally, that pair of Blink cameras would run you $139.98, but for Black Friday week, you can grab them both for $37.99 . The Blink Video Doorbell boasts HD-quality video with a head-to-toe view, perfect for spotting packages on your doorstep.