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Learning Machines 101

Richard M. Golden, Ph.D., M.S.E.E., B.S.E.E.

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Smart machines based upon the principles of artificial intelligence and machine learning are now prevalent in our everyday life. For example, artificially intelligent systems recognize our voices, sort our pictures, make purchasing suggestions, and can automatically fly planes and drive cars. In this podcast series, we examine such questions such as: How do these devices work? Where do they come from? And how can we make them even smarter and more human-like? These are the questions that wil ...
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Hey folks. Mandy Kaplan here. I’d like to share a bit about my intentions and mission for MMAN if you’ll indulge me. You will? Huzzah! Look, I am a lot of things. I’m a writer, actress, mother, and lover of musicals and cats, but NOT Cats, The Musical. Give me a little bit of credit, would ya? So...throughout my life, I’ve been surrounded (and intrigued) by all things nerd. A sister who plays D&D, a Star Wars-obsessed husband, friends who love anime, comic books, video games, and...well, you ...
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This week on Make Me a Nerd, Mandy explores the world of the inkstained wretch in the complex world of graphic novels with comic book author Adam Rose. Having dipped her toes in the shallow end with lighter reads, Mandy bravely tackles the seminal work "The Watchmen," a graphic novel renowned for its intricate storytelling and mature themes. Adam, …
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This week, Mandy embarks on a mission to appreciate the appeal of Aliens, and a genre she admits to having little experience with. Her guide through this new territory is Darnell Smith, a longtime friend and self-proclaimed sci-fi expert. For their cinematic journey, Darnell selects James Cameron’s film, one he believes to be the pinnacle of the fr…
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This week on Make Me a Nerd, host Mandy Kaplan dives headfirst into the swirling vortex of Doctor Who with the help of returning guest and self-proclaimed "nerd-maker" Krissy Lenz. Mandy, still riding high from solving a real-life murder mystery, confesses her trepidation about tackling the sprawling universe of Doctor Who. But fear not, dear liste…
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This week on Make Me a Nerd, Mandy Kaplan dives headlong into the fascinating world of The Lord of the Rings with her guest, friend, and Tolkien superfan, Richard Hellstern. Despite her notably limited travel across Middle Earth, Mandy bravely boards the carriage with Gandalf and Frodo and manages to make a drinking game out of the trip. Surprising…
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On this episode of Make Me A Nerd, Mandy welcomes her longtime friend (and comic book expert!) Jimmy Aquino to the show. Jimmy dives deep into his lifelong love of all things nerd, from childhood cartoons to his impressive Batman tattoo. Then, Jimmy throws Mandy into the deep end with a truly unique Superman story: Superman Smashes the Klan by Gene…
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Mandy sits down with her producer, confidant, consigliere, part-time chef, and friend Pete Wright to dive into the wacky world of the 1984 cult classic, "The Adventures of Buckaroo Banzai Across the 8th Dimension." Discover the enduring charm and infectious sense of fun that has made this quirky sci-fi adventure a beloved favorite among its dedicat…
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Mandy embarks on a journey into the weird and wonderful world of Farscape with none other than the "geek girl authority" herself, Audrey Kearns. The two reminisce about their comedy days at Acme before diving headfirst into the uncharted territories of science fiction fandom. Audrey, a self-proclaimed shy daydreamer, reveals how her childhood overs…
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This week, Mandy welcomes an old friend and collaborator, the multi-talented Brian Bradley, to the show. The pair reminisce about their shared history at the sadly now-defunct Acme Comedy Theater. But what secrets lie hidden in the NDA-protected annals of their legal battles? Mandy and Brian remain tight-lipped. Brian, a lifelong devotee of all thi…
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This week in nerddom, Mandy Kaplan embarks on a pixelated journey to the 1980s with special guest Zehra Fazal, a renowned voice actor known for her roles in countless animated series and video games. Zehra, a self-proclaimed nerd with a penchant for retro gaming, guides Mandy through the world of Sierra Games' classic "King's Quest IV: The Perils o…
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In the latest installment of the podcast "Make Me a Nerd," host Mandy Kaplan ventures into the world of gaming with the help of guest and dear friend, Jonny Lee Jr. This week's mission? Tackling the fan-favorite Nintendo Switch game, Legend of Zelda: Breath of the Wild. Mandy, a self-proclaimed extrovert and musical theater aficionado, finds hersel…
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In this episode of "Make Me A Nerd," host Mandy Kaplan welcomes a special guest - her husband, Jeremy Klavens. The couple, married for nearly 18 years, takes listeners on a journey into the world of "Game of Thrones,” in which Jeremy delicately introduces Mandy to the complex wordplay of the title of the show vis a vis, well, characters who are try…
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This week, Mandy settles into the passenger seat of the old Impala with comedian and podcaster Krissy Lenz for a road trip down the highway of "Supernatural," the long-running TV series about two brothers hunting monsters across America and facing their daddy issues. Krissy, a self-proclaimed nerd and host of the Supernatural drinking game podcast,…
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Ever wonder what happens when you mix a sci-fi novice with a medium-level nerd and throw in some Star Wars? Well, buckle up, because that's exactly what this episode of "Make Me A Nerd" delivers. Mandy Kaplan, whose imagination may have gone the way of the Death Star years ago, sits down with podcaster Ocean Murff to chat about "Rogue One: A Star W…
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In this week's episode of "Make Me A Nerd," host Mandy Kaplan welcomes her friend and fellow podcaster Kyle Olson to discuss his deep love for all things Star Wars. Kyle, a self-proclaimed geek who considers his fandom a core part of his identity, shares his passion for George Lucas's groundbreaking 1977 space epic, Star Wars: A New Hope. As childr…
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This week, Mandy is joined by voice actor, writer and activist JP Karliak to discuss the animated Netflix series Castlevania. JP, a self-described "voiceover artist, queer activist, snappy dresser", has voiced characters like Morph in X-Men 97, Boss Baby, and Green Goblin on Spidey and His Amazing Friends. He also co-founded the organization Nerds …
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What does it mean to be a nerd today? That's the question explored in the premiere episode of Mandy Kaplan's new show, "Make Me A Nerd.” To help out, she’s joined by filmmaker and frequent collaborator Tommy Metz III who brings something he nerds all over: Marvel’s Legion on FX. First, it’s memory time. They reminisce about their own nerdy interest…
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Make Me a Nerd is a podcast for full-blown nerds and those who are nerd-curious. Its host, Mandy Kaplan, is a mainstream middle-aged mom who loves all things Football, Taylor Swift, and Housewives. Each week, she will be introduced to some form of nerdery way outside her comfort zone. By who, you ask? (we know it's whom, that was a "nerd test," and…
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This 86th episode of Learning Machines 101 discusses the problem of assigning probabilities to a possibly infinite set of outcomes in a space-time continuum which characterizes our physical world. Such a set is called an “environmental event”. The machine learning algorithm uses information about the frequency of environmental events to support lea…
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This 85th episode of Learning Machines 101 discusses formal convergence guarantees for a broad class of machine learning algorithms designed to minimize smooth non-convex objective functions using batch learning methods. In particular, a broad class of unsupervised, supervised, and reinforcement machine learning algorithms which iteratively update …
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In this episode of Learning Machines 101, we review Chapter 6 of my book “Statistical Machine Learning” which introduces methods for analyzing the behavior of machine inference algorithms and machine learning algorithms as dynamical systems. We show that when dynamical systems can be viewed as special types of optimization algorithms, the behavior …
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This particular podcast covers the material from Chapter 5 of my new book “Statistical Machine Learning: A unified framework” which is now available! The book chapter shows how matrix calculus is very useful for the analysis and design of both linear and nonlinear learning machines with lots of examples. We discuss how to use the matrix chain rule …
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The main focus of this particular episode covers the material in Chapter 4 of my new forthcoming book titled “Statistical Machine Learning: A unified framework.” Chapter 4 is titled “Linear Algebra for Machine Learning. Many important and widely used machine learning algorithms may be interpreted as linear machines and this chapter shows how to use…
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This particular podcast covers the material in Chapter 3 of my new book “Statistical Machine Learning: A unified framework” with expected publication date May 2020. In this episode we discuss Chapter 3 of my new book which discusses how to formally define machine learning algorithms. Briefly, a learning machine is viewed as a dynamical system that …
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This particular podcast covers the material in Chapter 2 of my new book “Statistical Machine Learning: A unified framework” with expected publication date May 2020. In this episode we discuss Chapter 2 of my new book, which discusses how to represent knowledge using set theory notation. Chapter 2 is titled “Set Theory for Concept Modeling”.…
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This particular podcast covers the material in Chapter 1 of my new (unpublished) book “Statistical Machine Learning: A unified framework”. In this episode we discuss Chapter 1 of my new book, which shows how supervised, unsupervised, and reinforcement learning algorithms can be viewed as special cases of a general empirical risk minimization framew…
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This particular podcast (Episode 78 of Learning Machines 101) is the initial episode in a new special series of episodes designed to provide commentary on a new book that I am in the process of writing. In this episode we discuss books, software, courses, and podcasts designed to help you become a machine learning expert! For more information, chec…
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In this 77th episode of www.learningmachines101.com , we explain the proper semantic interpretation of the Bayesian Information Criterion (BIC) and emphasize how this semantic interpretation is fundamentally different from AIC (Akaike Information Criterion) model selection methods. Briefly, BIC is used to estimate the probability of the training da…
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In this episode, we explain the proper semantic interpretation of the Akaike Information Criterion (AIC) and the Generalized Akaike Information Criterion (GAIC) for the purpose of picking the best model for a given set of training data. The precise semantic interpretation of these model selection criteria is provided, explicit assumptions are provi…
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