Tag: Technical blogs

Benefits of modular approach – generalization

August 09, 2020 ResearchTechnical blogs

Usually, in Deep Learning, the tasks are solved by a big monolithic Artificial Neural Network.

Read more

Workshop on Collective Meta-Learning and the Benefits of Deliberation

June 08, 2020 ResearchTechnical blogs

There seem to be at least two views on the topic of multi-agentness/collectivity in badger, depending on whether we are talking about the potential of badger vs. the technical details of how learning in badger occurs, i.e. the why and.

Read more

Trainability of Badger – Why is Badger so hard to train?

To understand why Badger is hard to train, we need to understand first how Badger learns, using a toy task. We try to understand the plateaus, what happens during this period, and why the plateaus are there in the first.

Read more

GoodAI’s ToyArchitecture published in PLOS ONE

Research in Artificial Intelligence (AI) has focused mostly on two extremes: either on small improvements in narrow AI domains, or on universal theoretical frameworks which are often uncomputable, or lack practical implementations.

Read more

Internal Badger Workshop – Summary

We recently organized an internal workshop with a number of external collaborators to advance the progress of various challenging topics related to the Badger architecture. In this post, we would like to share the posed questions and the outcomes of the nine.

Read more

Distributed Evolutionary Computation on Deep Reinforcement Learning Tasks

April 30, 2020 ResearchTechnical blogs

Currently, we are experimenting with an experimental setup proposed in our Badger paper. One of the areas of explorations is an evaluation of suitability of various training settings: supervised learning, Deep Reinforcement Learning (RL), and evolutionary optimization.

Read more

Neural Networks in Unity using Native Libraries

March 11, 2020 ResearchTechnical blogs

This guide shows how to use Pytorch’s C++ API to use neural networks in Unity. We can use this with existing Python-based models, by freezing the execution trace into a binary file that is loaded by the library at runtime.

Read more

Implementation of Generative Teaching Networks for PyTorch

March 11, 2020 ResearchTechnical blogs

At GoodAI, we’re interested in multi-agent architectures that can learn to rapidly adapt to new and unseen environments we expect the behavior and adaptation to be learned through communication of homogeneous units inside a single agent, allowing for better generalization.

Read more

Task Representation for Badger

February 26, 2020 ResearchTechnical blogs

The idea of the Badger architecture is to make a learning agent with increased generality by virtue of allowing task-specific learning to occur in the activations of an extensible pool of ‘experts’ who all share the same weights.

Read more

Join GoodAI

Are you keen on making a meaningful impact? Interested in joining the GoodAI team?

View open positions

Business

Have a project or an idea you’d like to collaborate on? Interested in what GoodAI can do for you?

Start working with us