Jay van Zyl @ ecosystem.Ai

Jay van Zyl @ ecosystem.Ai

Learning a Hierarchy

We’ve developed a hierarchical reinforcement learning algorithm that learns high-level actions useful for solving a range of tasks, allowing fast solving of tasks requiring thousands of timesteps. Our algorithm, when applied to a set of navigation problems, discovers a set of high-level actions for walking and crawling in different directions,

The Essential NLP Guide for data scientists (with codes for top 10 common NLP tasks)

Introduction Organizations today deal with huge amount and wide variety of data – calls from customers, their emails, tweets, data from mobile applications and …
The post The Essential NLP Guide for data scientists (with codes for top 10 commo…

Fundamentals of Deep Learning – Activation Functions and When to Use Them?

Introduction Internet provides access to plethora of information today. Whatever we need is just a Google (search) away. However, when we have so much …
The post Fundamentals of Deep Learning – Activation Functions and When to Use Them? appear…

Generalizing from Simulation

Our latest robotics techniques allow robot controllers, trained entirely in simulation and deployed on physical robots, to react to unplanned changes in the environment as they solve simple tasks. That is, we’ve used these techniques to build closed-loop systems rather than open-loop ones as before. The simulator need not match

Generalizing from Simulation

Our latest robotics techniques allow robot controllers, trained entirely in simulation and deployed on physical robots, to react to unplanned changes in the environment as they solve simple tasks. That is, we’ve used these techniques to build closed-loop systems rather than open-loop ones as before. The simulator need not match

The Art of Story Telling in Data Science and how to create data stories?

Introduction The idea of storytelling is fascinating; to take an idea or an incident, and turn it into a story. It brings the idea …
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