Evolutionary computation

Evolutionary robotics

Evolutionary robotics is an embodied approach to Artificial Intelligence (AI) in which robots are automatically designed using Darwinian principles of natural selection. The design of a robot, or a subsystem of a robot such as a neural controller, is optimized against a behavioral goal (e.g. run as fast as possible). Usually, designs are evaluated in simulations as fabricating thousands or millions of designs and testing them in the real world is prohibitively expensive in terms of time, money, and safety. An evolutionary robotics experiment starts with a population of randomly generated robot designs. The worst performing designs are discarded and replaced with mutations and/or combinations of the better designs. This evolutionary algorithm continues until a prespecified amount of time elapses or some target performance metric is surpassed. Evolutionary robotics methods are particularly useful for engineering machines that must operate in environments in which humans have limited intuition (nanoscale, space, etc.). Evolved simulated robots can also be used as scientific tools to generate new hypotheses in biology and cognitive science, and to test old hypothesis that require experiments that have proven difficult or impossible to carry out in reality. (Wikipedia).

Video thumbnail

Robotics is a team sport

Robotics is a team sport, bringing together people with varied and sometimes surprising skill sets—from marine helicopter mechanics and machine learning PhDs, to puppeteers and chocolate-makers. Meet some of the X team who are teaching robots how to learn, and hear why diverse perspective

From playlist Robotics

Video thumbnail

Biobots: The Scientists Building Robots Inspired By Nature's Design [4K] | The Age of Robots | Spark

Mankind has always looked at nature to solve problems, taking a cue from the solutions that biological systems have refined through natural selection. In this episode we look at a robotic plant that mimics the mechanics of plant roots, and dive underwater to see robots inspired by fish. -

From playlist Age of Robots

Video thumbnail

Is the future of surgery robotic?

Surgery is a field that requires a lot of focus and precision. Indeed, there can be no mistakes in surgical operating rooms and surgeons can use all the help they can get. This is where surgical robots come into play. Perhaps the most famous surgical robot is the Da Vinci robot. That mac

From playlist Radical Innovations

Video thumbnail

How are robots built?

Robots have been used in every aspect of manufacturing for years. But now, they are leaving the factory floor and learning to become better at everyday tasks than humans. Learn about how current technology is allowing robots to assist humans in all aspects of human life and see how they

From playlist Radical Innovations

Video thumbnail

Digital 101: Robotics, Drones, and Autonomous Vehicles

Technological advancements in software and hardware engineering have enabled the deployment of robots in highly unstructured environments, greatly enhancing what humans can accomplish safely and productively. Drones have become cheap to produce at scale and have become equipped with advanc

From playlist Artificial Intelligence

Video thumbnail

Manufacturing robots are going to revolutionize the workplace

These manufacturing robots can make sushi and produce motorbikes. They are going to speed up the production process. Find out more information at https://bit.ly/3L1EeHP To get the latest science and technology news, subscribe to our newsletter “The Blueprint” at https://bit.ly/3BDdN5e

From playlist Radical Innovations

Video thumbnail

The robot that transforms at will

Researchers in the US have created a modular robot which can analyse its environment and reconfigure itself to overcome obstacles and achieve tasks. Find out more in this Nature Video. Read the paper here: http://robotics.sciencemag.org/lookup/doi/10.1126/scirobotics.aat4983

From playlist Technology

Video thumbnail

This sleek bionic hand improves over time

This smart bionic hand learns and gets better the more you use it. 🤓 🎥 @Esper Bionics #engineering

From playlist Radical Innovations

Video thumbnail

Evolution through Large Language Models

Install NLP Libraries https://www.johnsnowlabs.com/install/ Register for Healthcare NLP Summit 2023: https://www.nlpsummit.org/#register Watch all NLP Summit 2022 sessions: https://www.nlpsummit.org/nlp-summit-2022-watch-now/ Presented by Joel Lehman, Researcher at Stochastic Labs Th

From playlist NLP Summit 2022

Video thumbnail

Stanford Seminar - Computer-designed organisms - Josh Bongard

Josh Bongard University of Vermont April 22, 2020 View the full playlist: https://www.youtube.com/playlist?list=PLoROMvodv4rMWw6rRoeSpkiseTHzWj6vu #computer #computers

From playlist Stanford EE380-Colloquium on Computer Systems - Seminar Series

Video thumbnail

Get Excited - The Robots Are Evolving!

Do machines have what it takes to evolve? Will the future be filled with robots capable of faster, more efficient and more complex designs than we could ever come up with? We have a question for YOU. Does evolutionary robotics get you excited for the future? Share your thoughts in the com

From playlist Real Life Sci-Fi!

Video thumbnail

7 robots exploring the space life

Robots have conquered the earth and they are now looking to space. You’ve probably heard of rovers Perseverance and Curiosity but there are plenty more robots helping astronauts and engineers in space. They’re in the International Space Station, and out, and about in space and they bring

From playlist Radical Innovations

Video thumbnail

PB2 - Population-Based Bandit Optimization

Notion Link: https://ebony-scissor-725.notion.site/Henry-AI-Labs-Weekly-Update-July-15th-2021-a68f599395e3428c878dc74c5f0e1124 Chapters 0:00 Introduction 2:41 Hyperparameter Optimization 3:44 Population-Based Training 6:12 Evolution + Bayesian Optimization 8:54 ASHA 10:48 Results Thanks

From playlist AI Weekly Update - July 15th, 2021!

Video thumbnail

Josh Bongard - A xither of xenobots: demolishing dichotomous thinking with synthetic proto-organisms

Recorded 17 February 2022. Josh Bongard of the University of Vermont presents "A xither of xenobots: demolishing dichotomous thinking with synthetic proto-organisms" at IPAM's Mathematics of Collective Intelligence Workshop. Learn more online at: http://www.ipam.ucla.edu/programs/workshops

From playlist Workshop: Mathematics of Collective Intelligence - Feb. 15 - 19, 2022.

Video thumbnail

Meta-Learning through Hebbian Plasticity in Random Networks (Paper Explained)

#ai #neuroscience #rl Reinforcement Learning is a powerful tool, but it lacks biological plausibility because it learns a fixed policy network. Animals use neuroplasticity to reconfigure their policies on the fly and quickly adapt to new situations. This paper uses Hebbian Learning, a bio

From playlist Papers Explained

Video thumbnail

The First Robot Swarm, and Evolution's Misfit

Hank shares the nuts-and-bolts of the world’s first robot swarm, and explains what the creepy, cute and extinct animal known as Hallucigenia can teach us about evolution. Hosted by: Hank Green ---------- Messages from our Subbable subscribers: Sawwit: Reddit For Video http://sawwit.org

From playlist Uploads

Video thumbnail

The Master Algorithm | Pedro Domingos | Talks at Google

Machine learning is the automation of discovery, and it is responsible for making our smartphones work, helping Netflix suggest movies for us to watch, and getting presidents elected. But there is a push to use machine learning to do even more—to cure cancer and AIDS and possibly solve ev

From playlist AI talks

Video thumbnail

What We Can Learn From 10,000 Pack-Hunting Spiders

The first 100 people to download Endel by clicking the link below will get a free week of audio experiences! https://app.adjust.com/b8wxub6?campaign=scishow_june&adgroup=youtube Most spiders are solitary creatures, but a few species group up instead, creating giant colonies where they li

From playlist Biology

Video thumbnail

‘Octobot’ is the world’s first soft-bodied robot

Flexible machine goes where no robot has gone before. Learn more: http://www.sciencemag.org/news/2016/08/octobot-world-s-first-soft-bodied-robot

From playlist Robots, AI, and human-machine interfaces

Video thumbnail

History of science and biology, post-WWII (1945+)

This video describes several broad scale trends in science and culture that have led to the present. The contributions of Mayr, Simpson, Kimura, Ohta, Hennig, Pauling, Zuckerkahdl, Gould, and Dawkins are described. Lastly, an incomplete list of the hottest topics in evolutionary biology to

From playlist TAMU: Bio 312 - Evolution | CosmoLearning Biology

Related pages

Evolutionary algorithm | Neural network | Embodied cognition | Evolutionary computation | Crossover (genetic algorithm)