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Mathematical, Physical and Life Sciences (MPLS)

The Mathematical, Physical and Life Sciences (MPLS) Division is one of the four academic divisions of the University of Oxford. We have over 6,000 students and research staff, and generate over half of our funding from external research grants.
The MPLS Division's 10 departments and 3 interdisciplinary units span the full spectrum of the mathematical, computational, physical, engineering and life sciences, and undertake both fundamental research and cutting-edge applied work. Our research addresses major societal and technological challenges and is increasingly interdisciplinary in nature. We collaborate closely with colleagues in Oxford across the medical sciences, social sciences and humanities.
Today's scientific research not only crosses traditional subject boundaries, but also transcends national boundaries: MPLS scientists collaborate with researchers from around the world, and play leading roles in many international projects.

Series associated with Mathematical, Physical and Life Sciences (MPLS)

A Mathematician's Holiday
Ada Lovelace Symposium - Celebrating 200 Years of a Computer Visionary
Algebra of Programming
Back Garden Biology
Big Questions - with Oxford Sparks
Building a Business: Moving Your Product to the Market
Caging Schrödinger's Cat - Quantum Nanotechnology
Careers in Chemistry: Academia
Careers in Chemistry: Beyond Academia
Chemistry for the Future: Clean Energy
Chemistry for the Future: Human Health
Chemistry for the Future: Incredible Machines
Chemistry for the Future: Meet the Scientists
Chemistry for the Future: Solar Fuels
Chemistry for the Future: Strange Substances and Structures
Chemistry Spotlight Lectures
Christmas Science Lectures
Computer Science
Cultural Heritage Forum
Darwin 200
Department of Engineering Science Centenary Lectures
Department of Engineering Science Lectures
Department of Materials
Department of Statistics
Earth Sciences
Enterprising Women
Exploring Spoken Word Data in Oral History Archives
Federated Logic Conference (FLoC) 2018
Good Natured
Hinshelwood Lectures 2018 - Soft Interfaces: A Journey Across Scales
Hinshelwood Lectures 2019 - Shedding New Lights to Light-Matter Interactions
Inside Oxford Science
International Conference on Functional Programming 2017
Mathematical Institute
Models of Consciousness
Musical Abstracts
Open Science
Oxford Physics Academic Lectures
Oxford Physics Public Lectures
Oxford Physics Research
Oxford Physics Short Talks and Introductions
Oxford Sparks: bringing science to life
Proving the Negative (PTNPod): Swanning About in Cyber Security
Quantum Mechanics
Scientific Computing for DPhil Students
So you want to study Chemistry?
Stargazing
Strachey 100: an Oxford Computing Pioneer
Study Skills
Sutton Trust Chemistry Summer School
The Hinshelwood Lectures: Bioinspired Materials
The Medtronic Lectures in Biomedical Engineering
The Oxford Reproducibility School
The Oxford Solid State Basics
The Physics of Fine-Tuning
The Secrets of Mathematics
The World of Art
Theoretical Physics - From Outer Space to Plasma
Valentine's Day at Oxford
# Episode Title Description People Date
1003 Community conservation with Caleb Ofori-Boateng Welcome to Good Natured, a Conservation Optimism podcast, where you can join us for uplifting chats that shine a light on conservation challenges. In each episode, we interview an inspiring conservationist. Caleb Ofori-Boateng 20 May 2020
1002 Smartphones v COVID 19 Smartphones will help save lives. Smartphones' value is exaggerated. What is the reality? And, as ever, what is the Maths behind it all? Leading Network Scientist Renaud Lambiotte downloads the facts in this Oxford Mathematics Public Lecture. Renaud Lambiotte 19 May 2020
1001 Creative Commons Garden Safari: The Bug Five! Did you know that just five groups of insects dominate your garden? And can you tell the difference between bugs and beetles? Lindsey Turnbull 12 May 2020
1000 Creative Commons Seeds of Change In this episode we take a look at the strange life-cycle of ferns and find out why they are so dependent on water. Lindsay Turnbull 10 May 2020
999 Creative Commons Hot as mustard. In this episode we look closely at Garlic mustard or Jack-by-the-hedge, a very common plant throughout the UK. Lindsay Turnbull 04 May 2020
998 Creative Commons One is the magic number Back Garden Biology takes a closer look at the insects in the garden including the solitary bee. Lindsay Turnbull 27 Apr 2020
997 Creative Commons Stinker! In this episode we look at the cuckoo pint, which has an unusual flower with the central part, called a spadix, releasing a stench that to our nostrils is quite revolting. Lindsay Turnbull 20 Apr 2020
996 Creative Commons Queen Bee Learn how to identify common garden bees and find out why they never seem to stay still. Lindsay Turnbull 20 Apr 2020
995 How do mathematicians model infectious disease outbreaks? Models. They are dominating our Lockdown lives. But what is a mathematical model? We hear a lot about the end result, but how is it put together? What are the assumptions? And how accurate can they be? Robin Thompson 15 Apr 2020
994 Creative Commons The Lillies of the Fields The beautiful snake's-head fritillary is the flower of Oxfordshire. In this episode we look closely at the flowers it produces. Lindsay Turnbull 13 Apr 2020
993 Oxford Mathematics 2nd Year Student Lecture - Differential Equations 2 Oxford Mathematician Peter Howell starts the second part of the 2nd year Differential Equations course which focuses on boundary problems. Peter Howell 09 Apr 2020
992 Creative Commons Deceived with ornament Plants attract pollinators through their colourful flowers but some plants aren't quite what they seem. Lindsay Turnbull 06 Apr 2020
991 Medicine and Physiology in the Age of Dynamics Medicine and Physiology in the Age of Dynamics: Newton Abraham Lecture 2020 Alan Garfinkel 02 Apr 2020
990 Oxford Mathematics Public Lecture: Alan Champneys - Why pedestrian bridges wobble: Synchronisation and the wisdom of the crowd So much noise, so many opinions. Perhaps time for Occam's Razor to start its scientific shaving? Alan Champneys 31 Mar 2020
989 Creative Commons Sex and the single primrose In early spring, primroses and cowslips can be found in many gardens and parks. Their yellow flowers are certainly beautiful, but they also hold a secret: they come in two different types that can only mate with each other. Lindsay Turnbull 26 Mar 2020
988 Machine learning techniques in modern quantum-mechanics experiments In this talk, Dr Elliott Bentine shall discuss how recent experiments have exploited machine-learning techniques, both to optimize the operation of these devices and to interperet the data they produce. Elliott Bentine 22 Mar 2020
987 Machine Learning and String Theory Professor Andre Lukas will discuss how string theorists have started to use methods from data science - particularly machine learning - to analyse the vast landscape of string data. Andre Lukas 22 Mar 2020
986 An Introduction to deep learning Professor Ard Louis gives a basic introduction to deep learning for physicists and addresses a few questions such as: Is the hype around deep learning justified, or are we about to hit some fundamental limitations? Ard Louis 22 Mar 2020
985 Welcome by Ian Shipsey Head of the Department of Physics Ian Shipsey give an update on the department and introduces the next three talk on 'AI in Physics'. Ian Shipsey 22 Mar 2020
984 Maths and Stats in Action – Real-time Analysis to Understand the Novel Coronavirus Providing a whirlwind tour of the quantitative analyses currently underway to understand the transmission and control of the novel coronavirus (2019-nCOV). Recorded on 31st January 2020. Christl Donnelly, Robin Thompson, Christophe Fraser 11 Mar 2020
983 Oxford Mathematics 3rd Year Student Lecture - Mathematical Models of Financial Derivatives Our latest student lecture features the first lecture in the third year course on Mathematical Models of Financial Derivatives from Sam Cohen where we hear that the role of derivatives is not to make money but to avoid being exploited. Sam Cohen 02 Mar 2020
982 Oxford Mathematics 1st Year Student Lecture - Linear Algebra II Our latest student lecture features the first lecture in the second term introductory course on Linear Algebra from leading Oxford Mathematician James Maynard. James Maynard 02 Mar 2020
981 Oxford Mathematics Public Lecture: Ian Griffiths - Cheerios, iPhones and Dysons: going backwards in time with fluid mechanics How do you make a star-shaped Cheerio? How do they make the glass on your smartphone screen so flat? And how can you make a vacuum filter that removes the most dust before it blocks? Ian Griffiths 26 Feb 2020
980 Enterprising Women: Lunch and Learn - Tara Sabre Collier Tara Sabre Collier shares insights into her work as a Global Strategist and Social Entrepreneur Tara Sabre Collier 25 Feb 2020
979 A Problem for Lambert Lecture at 65th Birthday Symposium for Lambert Meertens, 22nd January 2010 Richard Bird 24 Feb 2020
978 An Introduction to the Theory of Lists Lectures at Utrecht University, 16th and 17th December 1986. Richard Bird 24 Feb 2020
977 Oxford Mathematics Public Lectures - Carlo Rovelli  - Spin networks: the quantum structure of spacetime from Penrose's intuition to Loop Quantum Gravity Carlo Rovelli delivers The Roger Penrose Lecture on the Quantum structure of Spacetime. Carlo Rovelli 16 Jan 2020
976 IceCube: Opening a New Window on the Universe from the South Pole Particle Physics Christmas Lecture, hosted by Prof. Daniela Bortoletto, Head of Particle Physics and senior members of the department with guest speaker, Professor Francis Halzen. Daniela Bortoletto, Francis Halzen 20 Dec 2019
975 Oxford Mathematics Christmas Public Lecture: Chris Budd - Why does Rudolf have a shiny nose? From the unfairness of voting on TV shows to how Santa gets down so many narrow chimneys. Chris Budd take a mathematical look at the traditions of Christmas. Chris Budd 19 Dec 2019
974 Can one Define Intelligence as a Computational Phenomenon? Can we build on our understanding of supervised learning to define broader aspects of the intelligence phenomenon. Strachey Lecture delivered by Leslie Valiant. Lesley Valiant 11 Dec 2019
973 Jon Chapman - Waves and resonance: from musical instruments to vacuum cleaners, via metamaterials and invisibility cloaks Via guitars, clarinets and a musical saw to the noise reduction in a vaccum cleaner, Jon Chapman explains the role of waves in the sounds we hear and don't hear. Jon Chapman 02 Dec 2019
972 Oxford Mathematics 2nd Year Student Lecture - Quantum Theory Our latest student lecture is the first in the Quantum Theory course for second year students. Fernando Alday reflects on the breakdown of the deterministic world and describes some of the experiments that defined the new Quantum Reality. Fernando Alday 02 Dec 2019
971 Oxford Mathematics London Public Lecture: Timothy Gowers - Productive generalization: one reason we will never run out of interesting mathematical questions In our Oxford Mathematics London Public Lecture Tim Gowers uses the principle of generalization to show how mathematics progresses in its relentless pursuit of problems. Tim Gowers, Hannah Fry 27 Nov 2019
970 Oxford Mathematics Newcastle Public Lecture: Vicky Neale - in Maths Mathematics has no place for emotion, its practitioners are positively unemotional. True? Well, no. In fact 10 out of 10 untrue. Mathematics and mathematicians are also on the emotional rollercoaster. Vicky Neale is one of them. Vicky Neale 27 Nov 2019
969 The First Image of a Black Hole Professor Heino Falcke of Radboud University, Nijmegen delivers the 19th Hintze Lecture - reviewing the latest results of the Event Horizon Telescope, its scientific implications and future expansions of the array Heino Falcke 19 Nov 2019
968 Creative Commons Strachey Lecture - The Windmills of Your Mind: Reflections of a Career in Computer Science Research Dame Wendy Hall reflects on her career in computer science research - from intelligent tutoring systems, through multimedia and open hypermedia, to the semantic web, web science, and social machines. Wendy Hall 19 Nov 2019
967 Oxford Mathematics 2nd Year Student Lecture - Differential Equations 1 We continue with our series of Student Lectures with this first lecture in the 2nd year Course on Differential Equations. Philip Maini 04 Nov 2019
966 Oxford Mathematics 1st year Student Lecture - Introductory Calculus In our latest student lecture we would like to give you a taste of the Oxford Mathematics Student experience as it begins in its very first week. Dan Ciubotaru 04 Nov 2019
965 Oxford Mathematics Public Lectures: David Sumpter - Soccermatics: could a Premier League team one day be managed by a mathematician? What do you need to win the Premier League? Money? Sure. Good players? Yup. A great manager? It helps. Mathematics? Really? 100%. David Sumpter 04 Nov 2019
964 Cosmic acceleration revealed by Type la supernovae? In this talk Subir Sarkar will explain how deflagration supernovae have been used to infer that the Hubble expansion rate is accelerating, and critically assess whether the acceleration is real and due to `dark energy’. Subir Sarkar 01 Nov 2019
963 Supernova Explosions and their Role in the Universe In this talk, Philipp Podsiadlowski will explain how this energy (sometimes) creates a visible fireball, before going on to explain the role of supernovae in the production of the heaviest elements in the periodic table. Philipp Podsiadlowski 01 Nov 2019
962 What makes stars go bang? In this talk, James Binney will outline the physics that leads to prodigeous release of energy in core-collapse and deflagration supernovae. James Binney 01 Nov 2019
961 Creative Commons John Barnden - Consciousness, metacausation and metadynamism One in a series of talks from the 2019 Models of Consciousness conference. John Barnden 13 Oct 2019
960 Creative Commons Pedro Mediano - Moving beyond integration and differentiation in measures of neural dynamics One in a series of talks from the 2019 Models of Consciousness conference. Pedro Mediano 13 Oct 2019
959 Creative Commons Inês Hipólito - Generative models of the mind: neural connections and cognitive integration One in a series of talks from the 2019 Models of Consciousness conference. Inês Hipólito 13 Oct 2019
958 Creative Commons Gustav Bernroider - Neural sense relations and consciousness: a diagrammatic approach One in a series of talks from the 2019 Models of Consciousness conference. Gustav Bernroider 13 Oct 2019
957 Creative Commons Marc Ebner - A communication-based model of consciousness One in a series of talks from the 2019 Models of Consciousness conference. Marc Ebner 13 Oct 2019
956 Creative Commons Diana Stanciu - An ESR model of consciousness One in a series of talks from the 2019 Models of Consciousness conference. Diana Stanciu 13 Oct 2019
955 Creative Commons Aïda Elamrani - Inputs, outputs, and meta-models One in a series of talks from the 2019 Models of Consciousness conference. Aïda Elamrani 13 Oct 2019
954 Creative Commons Chetan Prakash - Structure Invention by Conscious Agents One in a series of talks from the 2019 Models of Consciousness conference. Chetan Prakash 13 Oct 2019
953 Creative Commons Quanlong Wang - Modelling consciousness divisions in ZW-calculus One in a series of talks from the 2019 Models of Consciousness conference. Quanlong Wang 13 Oct 2019
952 Creative Commons Pierre Baudot - Information cohomology and probabilistic topos for consciousness modeling: from elementary perception to machine learning One in a series of talks from the 2019 Models of Consciousness conference. Pierre Baudot 13 Oct 2019
951 Creative Commons Paul Baird - A model for perceptual states One in a series of talks from the 2019 Models of Consciousness conference. Paul Baird 13 Oct 2019
950 Creative Commons Mauro D’Ariano - Awareness: an operational theoretical approach One in a series of talks from the 2019 Models of Consciousness conference. Mauro D’Ariano 13 Oct 2019
949 Creative Commons Anita Mehta - Chasing memories One in a series of talks from the 2019 Models of Consciousness conference. Anita Mehta 13 Oct 2019
948 Creative Commons Ramón Guevara Erra - Statistical mechanics of consciousness: maximization of information content of neuronal networks is associated with conscious awareness One in a series of talks from the 2019 Models of Consciousness conference. Ramón Guevara Erra 13 Oct 2019
947 Creative Commons Michael Silberstein - Quantum mechanics and the consistency of conscious experience One in a series of talks from the 2019 Models of Consciousness conference. Michael Silberstein 13 Oct 2019
946 Creative Commons Yakov Kremnitzer - Quantum collapse models and awareness One in a series of talks from the 2019 Models of Consciousness conference. Yakov Kremnitzer 13 Oct 2019
945 Creative Commons Adrian Kent - Searching for Physical Models of the Evolution of Consciousness One in a series of talks from the 2019 Models of Consciousness conference. Adrian Kent 13 Oct 2019
944 Creative Commons Ian Durham - Toward a formal model of free will One in a series of talks from the 2019 Models of Consciousness conference. Ian Durham 13 Oct 2019
943 Creative Commons Peter Lloyd - Automata-theoretic approach to modelling consciousness within mental monism One in a series of talks from the 2019 Models of Consciousness conference. Peter Lloyd 13 Oct 2019
942 Creative Commons Tim Palmer - Creativity and Consciousness: A Consequence of the Brain’s Extraordinary Energy Efficiency? One in a series of talks from the 2019 Models of Consciousness conference. Tim Palmer 13 Oct 2019
941 Creative Commons Jonathan Mason - Expected Float Entropy Minimisation: A Relationship Content Theory of Consciousness One in a series of talks from the 2019 Models of Consciousness conference. Jonathan Mason 13 Oct 2019
940 Creative Commons Aaron Sloman - Why current AI and neuroscience fail to replicate or explain ancient forms of spatial reasoning and mathematical consciousness? One in a series of talks from the 2019 Models of Consciousness conference. Aaron Sloman 13 Oct 2019
939 Creative Commons Pedro Resende - Sketches of a mathematical theory of qualia One in a series of talks from the 2019 Models of Consciousness conference. Pedro Resende 13 Oct 2019
938 Creative Commons Peter Grindrod - Large scale simulations of information processing within the human cortex: what “inner life” occurs? One in a series of talks from the 2019 Models of Consciousness conference. Peter Grindrod 13 Oct 2019
937 Creative Commons Camilo Miguel Signorelli - Consciousness interaction, from experiments to a multi-layer model One in a series of talks from the 2019 Models of Consciousness conference. Camilo Miguel Signorelli 13 Oct 2019
936 Creative Commons Sean Tull - Generalised integrated information theories One in a series of talks from the 2019 Models of Consciousness conference. Sean Tull 13 Oct 2019
935 Creative Commons Stuart Hameroff - Anesthetic action on quantum terahertz oscillations in microtubules supports the Orch OR theory of consciousness One in a series of talks from the 2019 Models of Consciousness conference. Stuart Hameroff 13 Oct 2019
934 Creative Commons Sir Roger Penrose - AI, Consciousness, Computation, and Physical Law One in a series of talks from the 2019 Models of Consciousness conference. Roger Penrose 13 Oct 2019
933 Creative Commons Xerxes Arsiwalla - Computing Meaning from Conceptual Structures in Integrated Information Theory One in a series of talks from the 2019 Models of Consciousness conference. Xerxes Arsiwalla 13 Oct 2019
932 Creative Commons Adam Barrett - Integrated information theory: a perspective on `weak’ and `strong’ versions One in a series of talks from the 2019 Models of Consciousness conference. Adam Barrett 13 Oct 2019
931 Creative Commons Johannes Kleiner - On the Mathematical Basis of Models of Consciousness One in a series of talks from the 2019 Models of Consciousness conference. Johannes Kleiner 13 Oct 2019
930 Creative Commons The Many Universes of Quantum Materials Professor Stephen Blundell explores the many universes of quantum materials for the 2019 Quantum Materials Public Lecture. Stephen Blundell 07 Oct 2019
929 Gravitational Waves and Prospects for Multi-messenger Astronomy Professor Barry C Barish gives a talk on the quest for the detection of gravitational waves. Barry C. Barrish 30 Jul 2019
928 Finding aliens – An update on the search for life in the Universe Bill Diamond, President & CEO The SETI Institute gives an an update on the search for life in the Universe. Hosted by Ian Shipsey, Head of Physics. Bill Diamond, Ian Shipsey 30 Jul 2019
927 Oxford Mathematics Open Days Part 3. Applied Mathematics at Oxford Our Open Days are intended to give an insight in to Maths at Oxford, whether you are a potential applicant or are just curious. Dominic Vella 10 Jul 2019
926 Oxford Mathematics Open Days Part 2. Pure Mathematics at Oxford In this talk Vicky Neale gives a glimpse of the undergraduate Pure Maths courses through the lens of elliptic curves. Vicky Neale 10 Jul 2019
925 Oxford Mathematics Open Days Part 1. Introduction to Mathematics In this talk, Admissions Guru James Munro explains how we teach, how you can apply and what your Oxford mathematical life might be like. James Munro 10 Jul 2019
924 Design and Testing of Advanced Tidal System Turbine Arrays Richard Willden MEng PhD, Professor of Engineering Science, EPSRC Fellow, gives a mini-lecture as part of the 2019 annual Lubbock lecture event. Richard Willden 09 Jul 2019
923 Thermally Induced Lateral Buckling of Subsea Pipelines Chris Martin BE, MA DPhil, Professorial Research Fellow, Fellow of Mansfield College, gives a mini-lecture on the 2019 Lubbock event. Chris Martin 09 Jul 2019
922 2019 Maurice Lubbock Lecture: Engineering at the crossroads: Lessons from History and a 21st-Century Vision from Across the Channel Where is engineering going? Revolutions in knowledge, new challenges such as those raised by the digital revolution and the environmental crisis call for innovation in engineering education and professional practice. Sophie Mougard, Antoine Picon 09 Jul 2019
921 Enterprising Women: Lunch and Learn – Dr Martine Abboud, Department of Chemistry Dr Martine Abboud talks about her scientific journey as a first-generation graduate, how to maintain life-work balance and the various enterprise-related opportunities a science researcher can access in Oxford. Martine Abboud 09 Jul 2019
920 Enterprising Women: Lunch and Learn – Prof Angela Russell, Department of Organic Chemistry Find out how Prof Angela Russell combines the worlds of business and research through Oxtem, a company she co-founded, and still find time for family life. Angela Russell 09 Jul 2019
919 Cherwell-Simon Memorial Lecture: The XENON Project: at the forefront of Dark Matter Direct Detection What is the Dark Matter which makes 85% of the matter in the Universe? We have been asking this question for many decades and used a variety of experimental approaches to address it, with detectors on Earth and in space. Elena Aprile 08 Jul 2019
918 Oxford Mathematics Public Lectures: John Bush - Walking on water: from biolocomotion to quantum foundations In this Public Lecture, which contains more technical content than our norm, John Bush presents seemingly disparate topics which are in fact united by a common theme and underlaid by a common mathematical framework. John Bush 28 Jun 2019
917 Is Dark Matter Made of Black Holes The 2019 Halley lecture Marc Kamionkowski 04 Jun 2019
916 The Role of Gas in Galaxy Evolution Professor Jacqueline van Gorkom delivers the 18th Hintze Lecture. Jacqueline van Gorkom 03 Jun 2019
915 Oxford Mathematics Public Lectures: Marcus du Sautoy - The Creativity Code: how AI is learning to write, paint and think In this fascinating and provocative lecture, Marcus du Sautoy both tests our ability to distinguish between human and machine creativity, and suggests that our creativity may even benefit from that of the machines. Marcus du Sautoy 03 Jun 2019
914 Oxford Mathematics Public Lectures: Graham Farmelo - The Universe Speaks in Numbers An old-fashioned tale of tale of romance and estrangement, of hope and despair. Graham Farmelo 21 May 2019
913 ... from collisions to the Higgs boson To study the Higgs boson at the LHC we also need to understand how highly energetic quarks and gluons interact, among themselves and with the Higgs. Fabrizio Caola 16 May 2019
912 From protons to collisions… We learn about the Higgs Boson and its interactions at the LHC by examining the debris produced by colliding protons head-on at unprecedented high energies. Lucian Harland-Lang 16 May 2019
911 What the Large Hadron Collider is telling us about the Higgs sector and its new interactions Over the past two years, CERN’s Large Hadron Collider (LHC) has started to directly probe a qualitatively new class of interactions, associated with the Higgs boson. Gavin Salam 16 May 2019
910 Oxford Mathematics 1st Year Student Lecture: Analysis III - Integration The third in our popular series of filmed student lectures takes us to Integration. This is the opening lecture in the 1st Year course. Ben Green 09 May 2019
909 Search for the Electron EDM Using Molecular Ions 4th and final lecture in the Hinshelwood 2019 lecture series Jung Ye 30 Apr 2019
908 Quantum Matter and Atomic Clocks 3rd lecture in the Hinshelwood 2019 series Jun Ye 30 Apr 2019
907 A Quantum Gas of Polar Molecules 2nd lecture in the Hinshelwood 2019 series Jun Ye 30 Apr 2019
906 General introduction - Control of Light: Frequency Comb Spectroscopy from IR to UXV 1st lecture in the Hinshelwood 2019 series Jun Ye 30 Apr 2019
905 The oldest light in the Universe In this short stargazing talk, Luke Jew looks at the topic - The oldest light in the Universe. Luke Jew 05 Apr 2019
904 Strachey Lecture - Doing for our robots what evolution did for us Professor Leslie Kaelbling (MIT) gives the 2019 Stachey lecture. The Strachey Lectures are generously supported by OxFORD Asset Management. Leslie Kaelbling 29 Mar 2019