UF Health MedEd Cast podcast

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TechSurge: Deep Tech VC Podcast

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

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1:14:43

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 mathematical concepts that power 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…

UF Health MedEd Cast

Megosztás

Sorozat kép•Feed

Earn CME credits while learning about trending clinical topics and research advances from UF Health Shands Hospital experts.

124 epizódok

#Shands #Clinical #Topics #Research #Fitness #UF Health Shands Hospital #Health and Well-Being #Hospitality

UF Health MedEd Cast

updated körülbelül egy éve

Megosztás

Sorozat kép•Feed

Earn CME credits while learning about trending clinical topics and research advances from UF Health Shands Hospital experts.

124 epizódok

#Shands #Clinical #Topics #Research #Fitness #UF Health Shands Hospital #Health and Well-Being #Hospitality

Minden epizód

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UF Health Education Intervention Program for Adolescent Pitchers

5 weeks

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Preventing Overuse Injuries: What Parents Need to Know This episode dives into the critical issue of overuse injuries in adolescent baseball pitchers. Dr. Ryan Roach discusses key risk factors, the importance of proper mechanics, and actionable advice for parents and coaches to help keep young athletes safe.…

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Understanding Radiosurgery

5 weeks

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In this episode, Drs. Friedman and Bova help listeners understand the radiosurgery paradigm, discuss the kinds of tumors that can be treated with radiosurgery, and explain the role that UF Health has played in the development of radiosurgery.

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Results of Endovascular Graft Aortic Repair in Mixed Connective Tissue Disease (Heritable Aortic Disease) Patients: Is it Time to Change the Guidelines: In What Circumstance is Endovascular Repair…

7 weeks

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In this interview, Drs. Scali and Spratt discuss how the historical norms are being challenged for connective tissue disease patients (CTD) and endovascular repair.

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What’s New in the UF Pediatric Intestinal Rehabilitation Program

7 weeks

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The panelists review common conditions leading to pediatric intestinal failure. They will also discuss the importance of multidisciplinary care that children receive as patients of the UF Pediatric Intestinal Rehabilitation Program.

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New Treatment Options for Inappropriate Sinus Tachycardia (IST)

7 weeks

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In this episode, Drs. Beaver and Xiang provide an introduction of new treatment options for IST: Inappropriate Sinus Tachycardia.

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Update on Surgical Management of Pediatric Obstructive Sleep Apnea

8 weeks

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Untreated obstructive sleep apnea in children can be associated with growth, developmental, and cardiopulmonary complications. Surgical options to treat OSA in children are constantly evolving, from not only new techniques on the traditional adenotonsillectomy to newer surgical techniques in older children.…

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Focal Therapy For Prostate Cancer

12 weeks

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In this podcast, Tarik Benidir, M.D., a urologic oncologist at UF Health, argues that focal therapy is revolutionizing the treatment of prostate cancer. He emphasizes the importance of patient selection criteria, potential risks and benefits, and optimal treatment pathways. Stay ahead of the curve with the latest updates on focal therapy techniques, such as cryotherapy, HIFU, and irreversible electroporation, showcasing how they can change patient experiences and treatment results.…

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Updates on Treatment Options for HHT

12 weeks

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In this episode, Drs. Ataya and Justice provide an overview of diagnostic criteria, workup evaluations, and medical treatment, including surgical options, for HHT nosebleeds. They also discuss future direction of HHT research and treatment options.

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Phrenic Nerve Stimulator and Sleep Apnea

12 weeks

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In this episode, Drs. Konecny and Syed discuss state of the art treatments of sleep apnea and heart disease at UF Health, including identifying high rates of sleep apnea in patients with cardiovascular disease, understanding the difference between obstructive sleep apnea and central sleep apnea, identifying the limitations of traditional treatments for sleep apnea in cardiovascular patients, the phrenic nerve stimulator as an alternative treatment for central sleep apnea, and the collaboration between sleep medicine and cardiology to lead to successful treatment.…

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The Utility of 3D Gait Analysis in the Treatment of Pediatric Neuromuscular Conditions

13 weeks

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In this interview, Dr. Norrell provides key information about children with neuromuscular disorders, such as cerebral palsy, spina bifida, hereditary spastic paraplegia, chromosomal disorders, and children with gait abnormalities, such as toe-walking. This is great content for physical therapists, primary care physicians and neurologists who may be interested in having their patients evaluated for improved coordination and optimization of care.…

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Major Reconstruction of the Head and Neck – Defect-Oriented Approach to Free Tissue Transfer

14 weeks

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Dr. Austin Lam identifies considerations to employ when assessing reconstructive options for aerodigestive tract defects and other soft tissue defects within the head and neck, describing advantages and drawbacks of various commonly employed free tissue options and how to select the most ideal free flap for a given defect.…

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Cardiac Amyloidosis

15 weeks

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Cardiac amyloidosis used to be a disease with no treatment and poor outcomes. Now we have new treatment options, new ways to make the diagnosis, and much improved outcomes. Unfortunately, this disease is still very under-diagnosed, often until patients are in the late stages of the disease. Dr. Parker shares a brief update on how cardiac amyloidosis develops, and how it's diagnosed and treated in the modern era.…

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The Effect of Smoking on Outcomes after Total Shoulder Arthroplasty

16 weeks

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Jonahtan Wright, MD reviews the effect of smoking on functional outcomes and implant survival of anatomical total shoulder arthroplasty. He and his team sought to compare functional outcomes and survival between non-smokers, former smokers, and current smokers who underwent anatomical total shoulder arthroplasty (aTSA) in a large cohort of patients. Our study suggests that smoking has a negative effect on aTSA functional outcomes that may persist even after quitting.…

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Urologic Management of Spina Bifida in Pediatric Patients

18 weeks

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We discuss some of the main urologic goals for our pediatric patients with spina bifida. In addition to different treatment options and management considerations, we address the importance of multidisciplinary care.

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Sialendoscopy: Understanding Its Benefits and Limitations in Treating Salivary Gland Disorders

19 weeks

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Thomas Schrepfer, M.D., discusses what sialendoscopy is, how it works as a minimally invasive technique, and the benefits and limitations in treating salivary gland disorders.

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