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Machine learning for robots
Robot learning is a research field at the intersection of machine learning and robotics. It studies techniques allowing a robot to acquire novel skills
Robot_learning
Foundation model allowing control of robot actions
In robot learning, a vision–language–action model (VLA) is a class of multimodal foundation models that integrates vision, language and actions. Given
Vision–language–action_model
Subset of artificial intelligence
the model. Robot learning is inspired by a multitude of machine learning methods, starting from supervised learning, reinforcement learning, and finally
Machine_learning
Type of mechanical arm with similar functions to a human arm
2024, HuggingFace released LeRobot, an open-source Python library designed for helping in the robot learning process. LeRobot supports the SO-101 and SO-100
Robotic_arm
Swiss physicist
August 6, 1971) is a Swiss physicist in the fields of machine learning and human-robot interactions. As a full professor at the School of Engineering
Aude_Billard
Method of teaching in which students teach the subject to each other
can be extended to human-robot interaction to enhance the learning process in artificial systems. In the context of human-robot interaction, the LdL approach
Learning_by_teaching
Concept in artificial intelligence
researchers used such an approach to teach an AIBO robot basic soccer skills. Inverse reinforcement learning (IRL) is the process of deriving a reward function
Apprenticeship_learning
German computer scientist
Universität Darmstadt. Peters is renowned for his research in machine learning and robotics. Jan Peters graduated from the University of Hagen in 2000 with
Jan Peters (computer scientist)
Jan_Peters_(computer_scientist)
Off-line programming (robotics) Open-source robotics Robotics middleware Robotics Robot learning Swarm robotic platforms Ubiquitous robot URDF — XML-based
List_of_robotics_software
1970s - 1990s Educational Toy
kept kids focused and challenged as they interacted with the verbal robot. Learning was enhanced via the use of jokes and funny sayings as verbal reinforcements
2-XL
Subfield of robotics
Cognitive robotics or cognitive technology is a subfield of robotics concerned with endowing a robot with intelligent behavior by providing it with a processing
Cognitive_robotics
Internal representation of world by AI
versions power robots, autonomous driving, and interactive video generation. Jürgen Schmidhuber introduced the term world model in machine learning in 1990.
World model (artificial intelligence)
World_model_(artificial_intelligence)
Machine learning researcher at Berkeley
electrical engineering and computer sciences, Director of the Berkeley Robot Learning Lab, and co-director of the Berkeley AI Research (BAIR) Lab at the University
Pieter_Abbeel
Intelligence of machines
include learning, reasoning, knowledge representation, planning, natural language processing, and perception, as well as support for robotics. To reach
Artificial_intelligence
Small humanoid robot developed by the French company Aldebaran
autonomous, programmable humanoid robot developed by Aldebaran (formerly known as Aldebaran Robotics and also SoftBank Robotics Europe while owned by SoftBank)
Nao_(robot)
Computer scientist and robotics researcher
professor, researcher and technology executive known for his work on robot learning and artificial intelligence. Hausman was born in a small city in Poland
Karol_Hausman
Field of scientific study
central to developmental robotics, it has relationships with fields such as artificial intelligence, machine learning, cognitive robotics or computational neuroscience
Developmental_robotics
Design, construction, use, and application of robots
Robotics is the interdisciplinary study and practice of the design, construction, operation, and use of robots. A roboticist is someone who specializes
Robotics
Computer scientist and professor
computer scientist and professor at UC Berkeley specializing in robotics and machine learning. He is a co-founder of the company Physical Intelligence. Levine
Sergey_Levine
Robot that performs behaviors or tasks with a high degree of autonomy
An autonomous robot is a robot that acts without recourse to human control. Historic examples include space probes. Modern examples include self-driving
Autonomous_robot
American computer scientist
DeepMind. He is best known for his research in robotics and machine learning, including robot learning algorithms that enable machines to intelligently
Andy_Zeng
Engineering discipline focused on robots
Machine learning techniques, particularly reinforcement learning and deep learning, allow robots to improve their performance over time. Robotics engineers
Robotics_engineering
Machine learning technique where agents learn from demonstrations
demonstrations . It is also called learning from demonstration and apprenticeship learning. It has been applied to underactuated robotics, self-driving cars, quadcopter
Imitation_learning
Machine capable of carrying out a complex series of actions automatically
Playing Robot (TOPIO) to industrial robots, medical operating robots, patient assist robots, dog therapy robots, collectively programmed swarm robots, UAV
Robot
3D-printed humanoid robot
development and robot learning. On this basis and through this concept there were developed different iterations. InMoov uses MyRobotLab software for
InMoov
American artificial intelligence and robotics technology company
chief technology officer. Since 2008, Abbeel has been director of the Robot Learning Lab at the University of California, Berkeley, where he is also a professor
Covariant_(company)
Book series by Peter Brown
consists of the following novels: The Wild Robot (2016), The Wild Robot Escapes (2018), and The Wild Robot Protects (2023). The books are published by
The_Wild_Robot_(book_series)
General-purpose mobile robot
Shakey the Robot was the first general-purpose mobile robot able to reason about its own actions. While other robots would have to be instructed on each
Shakey_the_robot
American computer scientist
she is the director of the Personal Robots Group at the MIT Media Lab, dean for digital learning at MIT Open Learning, and director of the MIT RAISE Initiative
Cynthia_Breazeal
Form of business process automation technology
Robotic process automation (RPA) is a form of business process automation that is based on software robots (bots) or artificial intelligence (AI) agents
Robotic_process_automation
break. Adaptable robotics systems successfully adapt to their environment using techniques such as modular design, machine learning, and sensor feedback
Adaptable_robotics
Indian-American computer scientist
contributions to the field of artificial intelligence and large-scale robot learning. His interests include building enterprise AI agents and embodied AI
Ashutosh_Saxena
German-American entrepreneur (born 1967)
co-director of the Robot Learning Laboratory at CMU. As a faculty member at CMU, he co-founded the Master's Program in Automated Learning and Discovery, which
Sebastian_Thrun
Process of acquiring new knowledge
Learning is the process of acquiring new understanding, knowledge, behavior, skills, values, attitudes, and preferences. The ability to learn is possessed
Learning
Machine learning that combines deep learning and reinforcement learning
score). Deep reinforcement learning has been used for a diverse set of applications including but not limited to robotics, video games, natural language
Deep_reinforcement_learning
2024 film by Chris Sanders
The Wild Robot is a 2024 American animated science fiction film written and directed by Chris Sanders, based on the 2016 novel by Peter Brown. It was
The_Wild_Robot
Robotics company
San Francisco, California. The company develops machine learning models intended to control robots and other physical devices. Physical Intelligence was
Physical_Intelligence_Inc.
Overview of and topical guide to robotics
achieve a broader task. Laboratory robotics – the act of using robots in biology or chemistry labs Robot learning – learning to perform tasks such as obstacle
Outline_of_robotics
Intersection of cloud computing and robotics
smarter robots with an intelligent "brain" in the cloud. The "brain" consists of data center, knowledge base, task planners, deep learning, information
Cloud_robotics
Social robot made by the Personal Robots Group
Leonardo is a 2.5 foot social robot, the first created by the Personal Robots Group of the Massachusetts Institute of Technology. Its development is credited
Leonardo_(robot)
Jewish American scientist
intelligence, computer vision, machine learning, and pattern recognition. He also made a significant contribution to robotics and autonomous driving. Koltun's
Vladlen_Koltun
Vijayakumar's articles on Incremental Online Learning in high dimensions, Natural Actor-Critic and other robot learning related publications have been cited over
Sethu_Vijayakumar
Sub-field of reinforcement learning
M. (2018). Benchmarks for reinforcement learning in mixed-autonomy traffic (PDF). Conference on Robot Learning. Tuyls, Karl; Omidshafiei, Shayegan; Muller
Multi-agent reinforcement learning
Multi-agent_reinforcement_learning
Mechanical and/or programmable systems responsible for the precise movement of robots
navigation Robot kinematics Simultaneous localization and mapping Robot locomotion Motion planning Robot learning Vision Based Robot Control Robotic surgery
Robot_control
Type of mobile robot
Legged robots are a type of mobile robot which use articulated limbs, such as leg mechanisms, to provide locomotion. They are more versatile than wheeled
Legged_robot
1984 video game
Robot Odyssey is a digital logic game developed by Mike Wallace and Dr. Leslie Grimm and published by The Learning Company in December 1984. It is a sequel
Robot_Odyssey
American artificial intelligence researcher
DeepLearning.ai: The Batch. No. 106. Technology Review, MIT [@techreview] (December 2, 2016). "Register today to hear power couple @AndrewYNg and @robot_MD
Andrew_Ng
Language Robot jockey Robot Jox Robot kinematics Robot kit Robot learning Robot locomotion Robot Magazine Robot Monster Robot Operating System Robot software
Index_of_robotics_articles
Chinese technology company
Turing Robot (aka Guangnian Wuxian, 图灵机器人) is a Chinese company that develops cognitive computing technology, deep learning, and intelligent robot operating
Turing_Robot
work in robotics, autonomous systems, robot perception, computer vision, robot control, robot learning, human–robot interaction, service robotics, medical
List_of_robotics_laboratories
Danish robotics manufacturer
Universal Robots is a Danish manufacturer of smaller flexible industrial collaborative robot arms (cobots), based in Odense, Denmark. Since 2015, the company
Universal_Robots
Sub-field of robotics
socially assistive robots, particularly in addressing the needs of large user populations, including children engaged in remote learning, elderly individuals
Socially_assistive_robot
Chairman of Boston Dynamics
basis for highly dynamic robots. Raibert developed the first self-balancing hopping robots, a significant step forward in robotics. Raibert earned an Electrical
Marc_Raibert
British-American computer scientist
British-American computer scientist whose research spans machine learning, artificial intelligence, robotics, and large-scale statistical data mining. He is the co-founder
Andrew_W._Moore
US engineering and robotics design company
Boston Dynamics, Inc. is an American engineering and robotics design company founded in 1992 as a spin-off from the Massachusetts Institute of Technology
Boston_Dynamics
Anthropomorphic robot sex doll
Sex robots, also known as sexbots, are anthropomorphic robotic sex dolls that display human-like movement or behavior and incorporate varying degrees of
Sex_robot
Branch of machine learning
Deep TAMER used deep learning to provide a robot with the ability to learn new tasks through observation. Using Deep TAMER, a robot learned a task with
Deep_learning
American computer scientist
Her master's thesis was titled "A Model for Distributed Mobile Robot Environment Learning and Navigation" and her doctoral dissertation was titled "Interaction
Maja_Matarić
Scottish artificial intelligence laboratory
funding was used to launch the Freddy 3 advanced robotics project aimed at studying robot learning and robot social interaction. Barry Shepherd developed
Turing_Institute
2023 animated film by Pablo Berger
Robot Dreams (French: Mon ami robot) is a 2023 independent animated tragicomedy film written and directed by Pablo Berger. A Spanish-French co-production
Robot_Dreams_(film)
Children's game
William; Cassimatis, Nicholas; Brock, Derek (August 2003). "Children and robots learning to play hide and seek" (PDF). Naval Research Laboratory. Archived from
Hide-and-seek
Type of robot
A mobile robot is an automatic machine that is capable of locomotion. Mobile robotics is usually considered to be a subfield of robotics and information
Mobile_robot
Branch of robotics
Behavior-based robotics (BBR) or behavioral robotics is an approach in robotics that focuses on robots that are able to exhibit complex-appearing behaviors
Behavior-based_robotics
2001 anime film directed by Rintaro
protects Tima and her humanity evolves, both unaware that she is a robot. Learning that Tima is alive, Rock and his subordinates hunt the pair. Kenichi
Metropolis_(2001_film)
American entrepreneur (born 1981)
Professor (AI & Robotics). “Shaping the World of Robotics with Chelsea Finn” (podcast, February 15, 2024). A pioneer in meta-learning and robotics, she detailed
Lukas_Biewald
Mode of delivering education to students who are not physically present
distance education courses. Another form of synchronous learning using the classroom is the use of robot proxies including those that allow sick students to
Distance_education
of funding, it was still unable to solve problems in perception, robotics, learning and common sense. A small number of scientists and engineers began
History of artificial intelligence
History_of_artificial_intelligence
Chatbot developed by Microsoft
on the internet, such as "redpilling" and "Gamergate". As a result, the robot began releasing racist and sexist messages in response to other Twitter
Tay_(chatbot)
Software user interface
and agricultural robots operate independently for routine tasks, they are programmed with edge-case recognition software. When a robot encounters an unprecedented
Human-in-the-loop
Decentralized machine learning
Reinforcement Learning: A Learning Architecture for Navigation in Cloud Robotic Systems". 2019 IEEE/RSJ International Conference on Intelligent Robots and Systems
Federated_learning
assessment. Machine learning, natural language processing, and robotic process automation are commonly used in procurement. Machine learning has been used for
Applications of artificial intelligence
Applications_of_artificial_intelligence
Robert the Robot is a humanoid, AI‑powered financial advisory robot developed by Swiss fintech company RB Labs. Launched in 2025, Robert is designed to
Robert_the_Robot
Field of machine learning
robot control, photovoltaic generators, backgammon, checkers, Go (AlphaGo), and autonomous driving systems. Two elements make reinforcement learning powerful:
Reinforcement_learning
Operating unit within the Robotics Institute of Carnegie Mellon University
sensing and image processing, machine learning, manipulation, and human–robot interaction. NREC applies robotics technologies to build functional prototype
National Robotics Engineering Center
National_Robotics_Engineering_Center
South Korean technology company
industry-specific Robot Foundation Models (RFM), hardware, and platforms. Through 'PhysicalWorks', the first integrated robot learning and operations platform
LG_CNS
Robot head built by Cynthia Breazeal
caretaker essentially, and the robot is like an infant'. The overview sets the human-robot relation within a frame of learning, with Dr. Breazeal providing
Kismet_(robot)
Solving multiple machine learning tasks at the same time
Multicriteria classification Robot learning Transfer learning James–Stein estimator Baxter, J. (2000). A model of inductive bias learning" Journal of Artificial
Multi-task_learning
American computer scientist and academic
worked on robot learning algorithms from deep predictive models. She delivered a massive open online course on deep reinforcement learning. She was the
Chelsea_Finn
American roboticist
Boots is an American professor of machine learning and robotics. He is the Amazon Professor of Machine Learning at the University of Washington (UW). Boots
Byron_Boots
Deep learning artificial intelligence research team
collaborative robots. Robotics research at Google Brain has focused mostly on improving and applying deep learning algorithms to enable robots to complete
Google_Brain
Technique for teaching a computer or a robot new behaviors
in learning methods at a symbolic level or at a trajectory level. The development of humanoid robots naturally brought a growing interest in robot programming
Programming_by_demonstration
Bipedal humanoid robot
for multiple robot models produced by American robotics company Boston Dynamics. The first Atlas robot was a bipedal hydraulic humanoid robot primarily developed
Atlas_(robot)
Japanese robot and first robot in Asia
Japanese for "learning from the laws of nature") was the first robot to be built in East Asia and was created in Osaka in the late 1920s. The robot was designed
Gakutensoku
American robotics researcher
manipulation, machine learning, and his contributions to the Robonaut 2 project at NASA, which resulted in the first humanoid robot deployed on the International
Robert_Platt_Jr.
American actress (born 1986)
American Horror Story: Freak Show, and as cast regular in Extant and Mr. Robot. Gummer was born in New York City to actress Meryl Streep and sculptor Don
Grace_Gummer
change. KataGo – reinforcement learning agent designed for playing the game of Go ArduPilot CoppeliaSim Gazebo Mobile Robot Programming Toolkit OpenRTM-aist
Lists of open-source artificial intelligence software
Lists_of_open-source_artificial_intelligence_software
2010 Indian film by Shankar
Enthiran (transl. Robot) is a 2010 Indian Tamil-language science fiction action film co-written and directed by Shankar. It is the first instalment in
Enthiran
Coordination of multiple robots as a system
Swarm robotics is the study of how to design independent systems of robots without centralized control. The emerging swarming behavior of robotic swarms
Swarm_robotics
American robotics company
Figure AI, Inc. is an American robotics company developing humanoid robots that operate via artificial intelligence. The company was founded in 2022 by
Figure_AI
Overview of and topical guide to deep learning
representation learning and is widely used in areas such as computer vision, natural language processing, speech recognition, recommender systems, robotics, and
Outline_of_deep_learning
targets Competitive learning Supervised backpropagation Neuroevolution Restricted Boltzmann machine Behavior based AI – Branch of roboticsPages displaying
Outline of artificial intelligence
Outline_of_artificial_intelligence
Hypothesis that human replicas elicit revulsion
verisimilitude have prompted debate about "the valley". As related to robotics engineering, robotics professor Masahiro Mori first introduced the concept in 1970
Uncanny_valley
move that simplifies support and reduces learning time.[1] Epson offers four different lines of SCARA robots including the T-Series, G-Series, RS-Series
Epson_Robots
AI research laboratory
DeepMind launched Gemini Robotics ER-1.6, which is an upgrade to their previous model. DeepMind researchers have applied machine learning models to the sport
Google_DeepMind
of biological movement control and in robotics. In robotics, it is a system of robot learning whereby a robotic system can autonomously develop an internal
Motor_babbling
Topics referred to by the same term
American basketball player Conference on Robot Learning (CoRL), an international robotics & machine learning conference Dean Corll (1939-1973), American
Corl
successfully used in impedance cardiography, wing-design optimization, robotic learning, computational biomechanics, and have more recently been extended to
Multifidelity_simulation
Machine learning strategy
active learning". Machine Learning: Science and Technology. 2 (2): 3, 4. arXiv:2007.08555. doi:10.1088/2632-2153/abc9fe. DataRobot. "Active learning machine
Active learning (machine learning)
Active_learning_(machine_learning)
Computational navigational technique used by robots and autonomous vehicles
in computational geometry and computer vision, and are used in robot navigation, robotic mapping and odometry for virtual reality or augmented reality
Simultaneous localization and mapping
Simultaneous_localization_and_mapping
Japanese robots
In Japan, popular robots include humanoid entertainment robots, androids, animal robots, social robots, guard robots, and more. Each type has a variety
Japanese_robotics
ROBOT LEARNING
ROBOT LEARNING
Boy/Male
Arabic, Muslim
Root; Element; Resolution
Boy/Male
Indian, Telugu
Intelligent
Male
Chinese
a root.
Girl/Female
Hindu
Tree that grows from root
Boy/Male
Indian, Sanskrit
The Primal Root
Boy/Male
Hindu, Indian, Indonesian, Kenyan
Root
Boy/Male
French, Indian
Foundation; Base; Root
Boy/Male
American, British, English
From the Root Meadow
Girl/Female
Bengali, Gujarati, Hindu, Indian, Kannada, Marathi, Telugu
The First Root
Girl/Female
Tamil
The first root
Boy/Male
Muslim
Root, Element, Resolution
Girl/Female
Tamil
Tree that grows from root
Boy/Male
Norse Shakespearean
From the root land.
Boy/Male
Egyptian
Root.
Surname or Lastname
English
English : nickname for a cheerful person, from Middle English rote ‘glad’ (Old English rÅt).English : metonymic occupational name for a player on the rote, an early medieval stringed instrument (Middle English, Old French rote, of uncertain origin but apparently ultimately akin to Welsh crwth).Dutch : topographic name for someone who lived by a retting place (Dutch root, a derivative of ro(o)ten ‘to ret’, akin to modern English rot), a place where flax is soaked in tubs of water until the stems rot to release the linen fibers.
Boy/Male
Indian, Sanskrit
First Root of Creation
Boy/Male
Indian, Sanskrit
Beginning; Root
Boy/Male
Norse
From the root land.
Boy/Male
Indian, Sanskrit
Root of the Lotus
Girl/Female
African, Hindu, Indian, Sanskrit
First Root; Sun
ROBOT LEARNING
ROBOT LEARNING
Girl/Female
American, British, English
Freeman; Feminine Variant of Charles; Manly
Girl/Female
Tamil
Plan
Boy/Male
American, Biblical, British, English, Irish
Little Twin; Twin
Girl/Female
Muslim
A narrator of Hadith
Boy/Male
Indian
The bestower of form, The shaper
Girl/Female
Indian, Telugu
Well Cultured
Boy/Male
Latin Greek
Constant.
Boy/Male
American, Australian, British, Chinese, English, Jamaican, Latin
Eagle Valley; Valley of the Eagle; Great Forest; Burning with Enthusiasm
Boy/Male
Christian, Gujarati, Hindu, Indian, Kannada, Oriya, Telugu
Warrior
Girl/Female
Hindu, Indian, Tamil
Unique
ROBOT LEARNING
ROBOT LEARNING
ROBOT LEARNING
ROBOT LEARNING
ROBOT LEARNING
v. i.
To fix the root; to enter the earth, as roots; to take root and begin to grow.
v. t.
To root deeply.
p. pr. & vb. n.
of Root
n.
A root.
n.
Seneca root.
n.
The descending, and commonly branching, axis of a plant, increasing in length by growth at its extremity only, not divided into joints, leafless and without buds, and having for its offices to fix the plant in the earth, to supply it with moisture and soluble matters, and sometimes to serve as a reservoir of nutriment for future growth. A true root, however, may never reach the ground, but may be attached to a wall, etc., as in the ivy, or may hang loosely in the air, as in some epiphytic orchids.
n.
An edible or esculent root, especially of such plants as produce a single root, as the beet, carrot, etc.; as, the root crop.
n.
The underground portion of a plant, whether a true root or a tuber, a bulb or rootstock, as in the potato, the onion, or the sweet flag.
v. i.
To root with the snout. See 1st Root.
n.
That factor of a quantity which when multiplied into itself will produce that quantity; thus, 3 is a root of 9, because 3 multiplied into itself produces 9; 3 is the cube root of 27.
v. t.
To root up.
n.
A rubber of hard wood used in smoothing marble to be polished.
n.
That which resembles a root in position or function, esp. as a source of nourishment or support; that from which anything proceeds as if by growth or development; as, the root of a tooth, a nail, a cancer, and the like.
n.
A root.
imp. & p. p.
of Root
v. t.
To tear up by the root; to eradicate; to extirpate; -- with up, out, or away.
n.
A root.