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Understanding the Elegant Math Behind Modern Machine Learning 1:14:43

منذ 5 أيام1:14:43

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Artificial intelligence is evolving at an unprecedented pace—what does that mean for the future of technology, venture capital, business, and even our understanding of ourselves? Award-winning journalist and writer Anil Ananthaswamy joins us for our latest episode to discuss his latest book Why Machines Learn: The Elegant Math Behind Modern AI . Anil helps us explore the journey and many breakthroughs that have propelled machine learning from simple perceptrons to the sophisticated algorithms shaping today’s AI revolution, powering GPT and other models. The discussion aims to demystify some of the underlying math that powers modern machine learning to help everyone grasp this technology impacting our lives, even if your last math class was in high school. Anil walks us through the power of scaling laws, the shift from training to inference optimization, and the debate among AI’s pioneers about the road to AGI—should we be concerned, or are we still missing key pieces of the puzzle? The conversation also delves into AI’s philosophical implications—could understanding how machines learn help us better understand ourselves? And what challenges remain before AI systems can truly operate with agency? If you enjoy this episode, please subscribe and leave us a review on your favorite podcast platform. Sign up for our newsletter at techsurgepodcast.com for exclusive insights and updates on upcoming TechSurge Live Summits. Links: Read Why Machines Learn, Anil’s latest book on the math behind AI https://www.amazon.com/Why-Machines-Learn-Elegant-Behind/dp/0593185749 Learn more about Anil Ananthaswamy’s work and writing https://anilananthaswamy.com/ Watch Anil Ananthaswamy’s TED Talk on AI and intelligence https://www.ted.com/speakers/anil_ananthaswamy Discover the MIT Knight Science Journalism Fellowship that shaped Anil’s AI research https://ksj.mit.edu/ Understand the Perceptron, the foundation of neural networks https://en.wikipedia.org/wiki/Perceptron Read about the Perceptron Convergence Theorem and its significance https://www.nature.com/articles/323533a0…

The Constraints Collective

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Our mission is to improve learning environments in sport, education, medicine, law enforcement and the military, by translating the often-dense theoretical language of academia to a form that makes sense for practitioners to apply in their context.

37 حلقات

#Podcasting Education #Constraints Collective

The Constraints Collective

updated منذ 9 ساعات

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37 حلقات

#Podcasting Education #Constraints Collective

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#37 Tom Coyd MBE, World Cup winning coach 1:21:07

منذ 9 hours1:21:07

1:21:07

Tom Coyd is an English rugby league player and wheelchair rugby league coach. He plays for Medway Dragons in the London and South East Rugby League and is the head coach of London Roosters and the England national wheelchair rugby league team. In the King's 2023 Birthday Honours he was appointed Member of the Order of the British Empire for services to wheelchair rugby league football. Tom Coyd's first coaching experience with the national side was in 2018 when he joined as an assistant coach. He was promoted to head coach in 2020. In November 2022 he led England to victory in the 2021 Wheelchair Rugby League World Cup final. Coyd was awarded an MBE for services to wheelchair rugby league in the King's 2023 Birthday Honours. At the 2023 Man of Steel Awards, Coyd was named the Wheelchair Super League Coach of the Year. At the 2023 UK Coaching Awards, he won the "Greatest Coaching Moment" award for sporting events between 1 November 2022 and 20 November 2023 with the World Cup victory, narrowly surpassing Sarina Wiegman's World Cup campaign with the England women's national football team which cumulated in the 2023 FIFA Women's World Cup final. Made of Steel: Wheelchair Rugby’s Fiercest Rivalry https://www.bbc.co.uk/iplayer/episode/m001r9zl/storyville-made-of-steel-wheelchair-rugbys-fiercest-rivalry…

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#36 Rob Gray, skill acquisition specialist 1:19:46

منذ 8 أيام1:19:46

1:19:46

Rob completed his BA in Psychology at Queen’s University and his MS and PhD in Experimental Psychology at York University. After receiving his PhD in 1998, he worked as a Research Scientist for Nissan Motor Corporation in Cambridge, MA, USA. In 2001 he was appointed as an Assistant Professor in the newly formed Applied Psychology Program at Arizona State University. In 2006 he was appointed Associate Professor and Program Head. Since 2005 he has also worked part-time as a Research Psychologist for the United States Air Force. From January-June 2010 he was appointed as a Visiting Professor in Sport Sciences at the University of the Mediterranean in France. From 2010-2014 he was a Reader (Associate Professor) in Perception & Action in the School of Sport, Exercise & Rehabilitation Sciences at the University of Birmingham, UK. His research focuses on perceptual-motor control with a particular emphasis on the demanding actions involved in driving, aviation, and sports. His goal is to conduct basic research that can be applied towards the improvement of training, simulation, accident prevention and human-machine interface development within these contexts. In 2007 he was awarded the Distinguished Scientific Award for Early Career Contribution to Psychology from the American Psychological Association and the Earl Alluisi Award for Early Career Achievement in the Field of Applied Experimental & Engineering Psychology.…

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#35 Football legend, Pete Sturgess 1:11:06

منذ 16 يومًا1:11:06

1:11:06

Pete Sturgess has dedicated his life to football coaching and coach development. Pete retired in March 2023 after working at the FA for 17 years. The majority of his tenure leading the way in coaching young children in the Foundation Phase. He has long been internationally recognised as an expert in his field and his retirement year saw him recognised formally for his contribution to football, coaching and sport. In honour of the influence Pete has had on coaches in the region, the Lancs FA renamed their 3G pitch to become the Pete Sturgess Hub. In October 2023, Pete was inducted into the Coach Development Hall of Fame at St George’s Park where his photo sits beside some of the other greats in coach education and in December 2023, Pete received a Lifetime Achievement Award at the Annual UK Coaching Awards. We were truly honoured to have Pete join us for episode 35. Check out Pete's website https://www.thesessioncollective.co.uk/…

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#34 Skill acquisition specialist, Adam Gorman 1:14:41

منذ 26 يومًا1:14:41

1:14:41

Adam is currently working as a Senior Lecturer in Skill Acquisition at QUT. Adam completed his PhD through the University of Queensland under the supervision of Professor Bruce Abernethy and Professor Damian Farrow. His thesis investigated the capability of expert basketball players to extract information from the patterns of play that exist in a typical basketball game. Adam's previous work experience includes 4 years as a Physical Education teacher in British and Australian secondary schools, as well as 10 years working at the Australian Institute of Sport (AIS) in Canberra, Australia, as a Senior Skill Acquisition Specialist. Adam's employment at the AIS involved working with a range of sports including basketball, netball, water polo, volleyball, rowing, swimming, and athletics. Adam's research interests cover a diverse range of topics, but most notably focus upon the areas of representative design of practice sessions, scaling of equipment for junior sport, performance analysis, manipulating constraints to enhance skill acquisition, and analysing the underlying factors that contribute to expertise in the sports domain. Adam continues to work with a number of different sports and sporting organisations ranging from elite sport through to junior and developmental levels. ResearchGate: https://www.researchgate.net/scientific-contributions/Adam-D-Gorman-53522550 Representative design: Does the addition of a defender change the execution of a basketball shot? https://www.researchgate.net/publication/305888649_Representative_design_Does_the_addition_of_a_defender_change_the_execution_of_a_basketball_shot…

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#33 Olympic boxing coach Jona Bronswijk 1:01:09

منذ 5 weeks1:01:09

1:01:09

Jona Bronswijk is a boxing coach working with the Dutch Olympic boxing squad. He is interested in practice and training designs that are informed by the constraints led approach. Jona is also studying for a masters degree in sport coaching science.

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#32 Combat Shooting with Kane Middleton and Jack Bale 1:04:30

منذ 6 weeks1:04:30

1:04:30

Dr Kane Middleton is an Associate Professor of Sport and Occupational Biomechanics within the Discipline of Sport and Exercise Science and the Sport, Performance, and Nutrition Research Group. Kane also serves as La Trobe University's Academic Program Director for the La Trobe - Sheffield Hallam joint PhD program. He completed his PhD in Sports Biomechanics at The University of Western Australia and has previously held post-doctoral positions at The University of Western Australia and the University of Wollongong. Jack Bale is a PhD student at La Trobe University. He is interested in the Ecological Dynamics Framework and its application to combat shooting, where he is uniquely positioned to combine his sports science background with extensive experience as an ISSF rifle shooter. Jack has shot for Great Britain at European Championships, World Cups, and the World Championships. He is actively applying his shooting knowledge by coaching ISSF rifle athletes in Australia, from athletes just starting out to those aiming for success on the world stage.…

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#31 Martyn and Ian discuss 'Reframing the learning and performance relationship' 59:32

منذ 7 weeks59:32

59:32

In this episode with discuss learning and performing in sport. For too long, learning and performing have been viewed as separate processes—train, then apply. But is that truly how we skilfully engage in competitive situations? In this episode we suggest learning and performing are a symbiotic process. If you’re not learning while performing or performing while learning, are you truly progressing? We discuss this theme from a motor learning and skill adaptation perspective and explore how to create environments that balance exploration (learning) and execution (performing). This approach can develop problem solvers who can adapt, attune, and thrive under real-world conditions. Papers discuss in the episode. Learning and performing: What can theory offer high performance sports practitioners? https://socibracom.com/bjmb/index.php/bjmb/article/view/280 An ecological dynamics approach to motor learning in practice: Reframing the learning and performing relationship in high performance sport https://www.sciencedirect.com/science/article/pii/S2667239122000089…

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#30 Sport coaching and the dynamics of talent development with Christian Thue Bjørndal 1:27:04

منذ 8 weeks1:27:04

1:27:04

Christian Thue Bjørndal is an Associate Professor at the Department of Sport and Social Science. He has a Master’s Degree in Sports Coaching and Sport Psychology from NIH and received in 2017 his PhD from research focusing on the dynamics of talent development in Norwegian handball. Christian is interested in interdisciplinary perspectives on athlete learning and development in sport with a special emphasis on sociocultural perspectives and ecological dynamics. He has extensive coaching experience from youth and elite handball and is certified EHF Master Coach.…

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#29 Craig Morris (Olympic paddlesport coach) returns for the second time 1:13:17

منذ 11 weeks1:13:17

1:13:17

Returning for a second time this week is Craig Morris, who has been a British Canoe Slalom performance coach for the past 20 years. Craig started his career as a pathway development lead in the Olympic sport of Canoe Slalom, he found a home in coaching at the age of 23. The process of co-creation in the pursuit of growth and performance enthralled and drove him to work tirelessly to learn more of himself, others and the concept of learning itself. Many years later as personal coach to multiple Olympic, World and European medal winning individuals his adventure horizons continue to expand. The passion to carry his learning as a leader and coach in Olympic Sport guides him into new environments with new challenges including individual and team consultancy, executive coaching and mentoring and much more. Enjoy the show!…

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#28 Futsal Coaching with Sion Kitson 1:08:46

منذ 12 weeks1:08:46

1:08:46

Sion has been involved in futsal since 2004. As a player he represented Great Britain at two World University Games and played International futsal for Wales for 5 years. Captaining his country and scoring at international level are his proudest playing moments. He has also had the honour of coaching the England & Wales U19s as well as the England U21s and being assistant coach for the Men’s senior team over the last 5 years. Sion has worked in the sport sector for the past 15 years; with the FA a Coach Educator, mentor & Development Officer, for Sport England leading their work on coaching, and is now with England Hockey supporting the implementation of their talent system. He is never happier than when spending time with his family exploring new places, or being on the futsal court working with players (something he is particularly looking forward to resuming over the next 12 months with the national programme). Sion is an advocate of creating opportunity for young players to achieve beyond what they thought was possible. He enjoys listening to the High Performance podcast and learning from high performing individuals from across the sport & the business world in order to further develop himself in service of the Game he loves. Link to the video mentioned in the episode. https://youtu.be/XfWU62xfNmQ?feature=shared Enjoy!…

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#27 The International Motor Skills Acquisition Conference 29:19

منذ 13 weeks29:19

29:19

This week we are joined Timo Jaakkola, Sami Kalaja, and Pauliina Vastamäki, organisers of the The International Motor Skills Acquisition Conference. We discuss the forthcoming conference that will run from March 26th to 28th, 2025. Full conference details in the link below. Link to conference registration Event Registration - Kisakallio…

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#26 Adventure with Eric Brymer 1:12:11

منذ 14 weeks1:12:11

1:12:11

Eric Brymer is an AHPRA registered psychologist, endorsed sport and exercise psychologist and board approved supervisor. He is also a chartered psychologist with the British Psychological Society and Associate Professor at Southern Cross University. Eric is interested in the psychology of performance, wellbeing and learning in adventure and nature-based contexts. His research is particularly focused on the impact of adventure and the human-nature relationship on health and wellbeing and the design of effective interventions. Enjoy!…

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#25 Georgia Askew - Para Sport Skill Acquisition Specialist 1:03:21

منذ 15 weeks1:03:21

1:03:21

Georgia Askew is a skill acquisition specialist with Para Table Tennis, Australia. She is also a Ph.D. candidate at Queensland University of Technology, Brisbane, studying the integration of skill acquisition with paralympic coaches and athletes. Georgia is also a Melbourne Storm fan! Links to Georgia's academic publications https://www.frontiersin.org/journals/sports-and-active-living/articles/10.3389/fspor.2022.848735/full https://journals.humankinetics.com/view/journals/iscj/11/1/article-p154.xml https://www.taylorfrancis.com/chapters/edit/10.4324/9781003184430-8/role-skill-acquisition-coach-athlete-development-paralympic-sport-ross-pinder-daniel-powell-stephen-hadlow-georgia-askew-ra%C3%B4ul-oudejans Enjoy the show.…

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#24 A life in Rugby Union with Jim McKay 1:21:24

منذ 16 weeks1:21:24

1:21:24

Jim McKay is an Australian professional rugby union football coach. He has held head coaching positions across the world including Brisbane City (Australia), Cornish Pirates (UK) and Kobelco Steelers (Japan), and assistant coaching positions with the Queensland Reds (winning premierships in 2011 and 2021), and the Australian Wallabies Rugby Union Football team. Jim uses theory and data to inform his coaching practice and is a lifelong learner. Links to Jim's papers are here: Practicing Unstructured Play in Team Ball Sports: A Rugby Union Example https://journals.humankinetics.com/view/journals/iscj/5/3/article-p273.xml An Ecological Insight Into the Design and Integration of Attacking Principles of Play in Professional Rugby Union: A Case Example https://journals.humankinetics.com/view/journals/iscj/8/3/article-p394.xml?content=abstract Enjoy the show!…

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#23 Nonlinearity (in coaching, talent development and coach development) with Alex Lascu 1:13:17

منذ 17 weeks1:13:17

1:13:17

Dr Alex Lascu is a skill acquisition amateur (lover of) and researcher at the University of Canberra and Victoria University. Their love of learning and development is currently being explored with WA Cricket, in the hopes of helping every coach start, and continue, their own learning journeys to help young people love sport for a lifetime. Dr Alex also runs the https://skillacqlascu.com/ website. Enjoy! Check out the The Constraints Collective Patreon site at patreon.com/TheConstraintsCollective…

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