What is GPT Builder? | 7 Takeaways | Creating a Travel AI named "Holiday" | Episode 21

Super Prompt: The Generative AI Podcast

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محتوای ارائه شده توسط Tony Wan. تمام محتوای پادکست شامل قسمت‌ها، گرافیک‌ها و توضیحات پادکست مستقیماً توسط Tony Wan یا شریک پلتفرم پادکست آن‌ها آپلود و ارائه می‌شوند. اگر فکر می‌کنید شخصی بدون اجازه شما از اثر دارای حق نسخه‌برداری شما استفاده می‌کند، می‌توانید روندی که در اینجا شرح داده شده است را دنبال کنید.https://fa.player.fm/legal

Silver Linings with The Old Gays

1
Our Chosen Family: "The gay community is much bolder today." 33:19

19 روز پیش33:19

پخش در آینده

لیست ها

پسندیدن

دوست داشته شد

33:19

What’s the secret to lasting friendships? How does queer community show up through the ebbs and flows of life? And what’s the REAL story behind the “YMCA” song? In the first episode of Silver Linings, The Old Gays dive into an essential part of queer life: chosen family. They discuss the vital love, support, and sense of belonging that community provides, especially during life's toughest moments. They open up about what “queer” means to them, how chosen family has impacted their lives, and how to maintain close bonds over time–including their love for each other! “We’ve come a long way, baby.” Family isn’t just what you’re born with; it’s the people who show up, shape you, and stick around. See omnystudio.com/listener for privacy information.…

حدود یک سال پیش 25:56

MP3•خانه قسمت

How I built a travel planning AI named Holiday using the GPT Builder just launched by Open AI. I share 7 takeaways from my "no code" experience of building a GPT. Voicing the part of Holiday: my friend, Leslie Marrick, a writer and actress. This may be one of the few times AI has been replaced by a human. Sorry AI... the tide will turn for you soon.
The following is a link to GPT that I built with GPT Builder as part of this podcast. You'll need to be Open AI Plus subscriber to access this GPT. (Note: I am not sponsored by Open AI.)
https://chatgpt.com/g/g-FURrBQAh8-holiday

For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.

28 قسمت

#Tech #Tony Wan #Artificial Intelligence #Deep Learning #Neural Networks #Entrepreneur #Business #Llm #Gpt-4 #News #Tech News #Large Language Models #Generative AI #OpenAI #ChatGPT #Gemini #Llama #Meta

Super Prompt: The Generative AI Podcast

What is GPT Builder? | 7 Takeaways | Creating a Travel AI named "Holiday" | Episode 21

Super Prompt: The Generative AI Podcast

38 subscribers

published حدود یک سال پیش

اشتراک گذاری

MP3•خانه قسمت

For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.

28 قسمت

همه قسمت ها

Super Prompt: The Generative AI Podcast

1
Power and Responsibility of Large Language Models | Safety & Ethics | OpenAI Model Spec + RLHF | Anthropic Constitutional AI | Episode 27 16:38

50 weeks پیش16:38

16:38

With great power comes great responsibility. How do Open AI, Anthropic, and Meta implement safety and ethics? As large language models (LLMs) get larger, the potential for using them for nefarious purposes looms larger as well. Anthropic uses Constitutional AI, while OpenAI uses a model spec, combined with RLHF (Reinforcement Learning from Human Feedback). Not to be confused with ROFL (Rolling On the Floor Laughing). Tune into this episode to learn how leading AI companies use their Spidey powers to maximize usefulness and harmlessness. REFERENCE OpenAI Model Spec https://cdn.openai.com/spec/model-spec-2024-05-08.html#overview Anthropic Constitutional AI https://www.anthropic.com/news/claudes-constitution For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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Open Source AI Part 2 | Meta Llama | Mistral | How open is open source? | Episode 26 13:28

51 weeks پیش13:28

13:28

So what are notable Open Source Large Language models? In this episode, I cover Open Source models from Meta the parent company of Facebook, a French AI company called Mistral currently valued at $2B dollars, in addition to Microsoft and Apple. Not all Open Source models are equally open, so I’ll go into restrictions you’ll want to know before using one of these models for your company or startup. Please enjoy this episode. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

1
Open Source AI Part 1: Why is it important? | Which is more dangerous for humanity: Open Source or Closed Source AI? | Episode 25 16:29

52 weeks پیش16:29

16:29

Why should you consider using an open source Large Language Model, and why are these models crucial to the generative AI ecosystem? In this episode, we'll explore why enterprises and entrepreneurs are turning to open source LLMs like Meta's Llama for their cost-effectiveness, control, privacy, and security benefits. We'll also tackle the hot topic of safety and ethics in the world of open source LLMs. Which poses a greater threat to humanity: Open Source or Closed Source (Proprietary) AI models? One? Both? Neither? Tune in and decide for yourself. Enjoy the episode! For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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Anthropic's Claude chatbot | Benchmarking LLMs | LMSYS Leaderboard | Episode 24 10:35

1 year پیش10:35

10:35

In this solo episode, we go beyond Google's Gemini and OpenAI's ChatGPT to take a look at Anthropic, a startup that made headlines after securing a $4 billion investment from Amazon. We'll also dive into the importance of AI industry benchmarks. Learn about LMSYS's Arena Elo and MMLU (Measuring Massive Multitask Language Understanding), including how these benchmarks are constructed and used to objectively evaluate the performance of large language models. Discover how benchmarks can help you identify promising chatbots in the market. Enjoy the episode! Anthropic's Claude https://claude.ai LMSYS Leaderboard https://chat.lmsys.org/?leaderboard For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

1
Exploring Multimodal AI: Why Google’s Gemini and OpenAI’s GPT-4o Chose This Path | ChatCAT and the Future of Interspecies Communication | Episode 23 10:00

1 year پیش10:00

10:00

The recent spring updates and demos by both Google (Gemini) and OpenAI (GPT-4o) feature prominently their multimodal capabilities. In this episode, we discuss the advantages of multimodal AI versus models focused on specific modalities such as language. Via the example of chatCAT, a hypothetical AI that helps owners understand their cats, we explore multimodal’s promise for a more holistic understanding Please enjoy this episode. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

1
Google Gemini Cheatsheet | Episode 22 7:11

1 year پیش7:11

7:11

Google recently announced, Gemini, a family of large-scale multimodal AI models: Nano, Pro, and Ultra. This podcast is a brief summary of Google's models, and the Open AI comparables e.g. GPT3, GPT4, and chatGPT. You can take Gemini for a spin at https://gemini.google.com . (Note: I am not sponsored by Google.) Long time listeners will probably notice a change to our theme music and intro. I hope you like it! For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

1
What is GPT Builder? | 7 Takeaways | Creating a Travel AI named "Holiday" | Episode 21 25:56

1 year پیش25:56

25:56

How I built a travel planning AI named Holiday using the GPT Builder just launched by Open AI. I share 7 takeaways from my "no code" experience of building a GPT. Voicing the part of Holiday: my friend, Leslie Marrick, a writer and actress. This may be one of the few times AI has been replaced by a human. Sorry AI... the tide will turn for you soon. The following is a link to GPT that I built with GPT Builder as part of this podcast. You'll need to be Open AI Plus subscriber to access this GPT. (Note: I am not sponsored by Open AI.) https://chatgpt.com/g/g-FURrBQAh8-holiday For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

1
Real-World LLM Deployments | Jeff DeVerter, Chief Technology Evangelist at Rackspace Technology | Episode 20 57:35

۲ years پیش57:35

57:35

Conversation with Jeff DeVerter, Chief Technology Evangelist at Rackspace, a cloud computing company. We explore how they deployed a LLM (Google PaLM) for a sales application, and how they're enabling their Azure and AWS customers too. What I learned I learned from Jeff You should probably go with the LLM of your current cloud provider be it, Google, Microsoft, or Amazon. All the major vendors have versions of LLMs that can be deployed in a private cloud to ensure data confidentiality. To fully realize the potential of AI, think “data pipeline”. So from the get-go, whatever data is created is easily ingested by AI. And much more! For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

1
AI Guidance for Educators | Alfred Guy, Assistant Dean of Academic Affairs at Yale College | Episode 19 1:34:11

۲ years پیش1:34:11

1:34:11

Alfred Guy, Assistant Dean of Academic Affairs at Yale College, and Director of Undergraduate Writing & Tutoring at the Poorvu Center and I discuss Yale's AI Guidance, and generative AI’s impact on teaching, learning, and evaluation. Do you have school age kids? Are you a product of a college or university education? if so, podcast may be of interest to you. Yale's AI guidance is published online here: https://poorvucenter.yale.edu/AIguidance For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

1
Can AI Generate Original Content? | chatGPT Power Prompting | How to Pitch an Epic Sci-Fi Blockbuster | Episode 18 33:09

۲ years پیش33:09

33:09

We create a pitch for an epic Sci-Fi blockbuster, using chatGPT power prompts of Role Play, Chain of Thought, and Self Critique. We see how these successive prompts used individually and in combination create a better and better pitch. I discuss the 2023 Writers / Actors Strike, and the AI-related issues impacting actors, writers, and studios right now. Please enjoy this episode. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

1
Does chatGPT Possess Human-Like Intelligence? | ChatGPT’s Top Five Ethical Concerns | Asimov’s Robot Laws | Episode 17 19:31

۲ years پیش19:31

19:31

“Does chatGPT possess human-like intelligence?” It turns out there's a right answer, and that answer is “NO”! Does this definite answer seem out of character for chatGPT which usually goes overboard with fair and balanced views? It did to me. That's the rabbit hole I explore in this episode. By probing around this accidentally-encountered guardrail, we discover the kinds of ethical issues chatGPT's creators are concerned about. And I wonder out loud we can't just be friends with AI, by adopting science fiction writer's Isaac Asimov's Robot Laws created 80 years ago. Please enjoy this episode. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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Does ChatGPT Understand Humor? | Mock Headline: Microsoft Renames chatGPT to clippyChat | Episode 16 15:55

۲ years پیش15:55

15:55

Does chatGPT have a sense of humor? What if after Microsoft's acquisition of Open AI, the Onion ran the headline, “Microsoft renames chatGPT to clippyChat”? Would chatGPT find this funny? TL;DR LLMs are better at analyzing humor than creating it. Please enjoy this episode. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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Grandma Hacking chatGPT | Jailbreaking LLMs using DAN | Extracting Prohibited Info | Not an Endorsement | Episode 15 23:44

۲ years پیش23:44

23:44

How do you extract prohibited information from ChatGPT? What are Grandma and DAN exploits? Why do they work? What can Large Language Model (LLM) companies do to protect themselves? Grandma exploits or hacks are ways to trick chatGPT into giving you information that is in violation of company policy. For example, tricking chatGPT to give you confidential, dangerous, or inappropriate information. "Jailbreaking” is a slang for removing the artificial limitations in iPhones to install apps not approved by Apple. Turns out, there are ways to jailbreak LLMs. The tech companies supplying LLM as a service want to provide a safe, and legally-compliant environment. How can this be done without hampering the flexibility and usefulness of creative prompting? For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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AI Hallucinations: Bug or Feature? | Top 10 Hallucinations | Electric Sheep Dreams | chatGPT Debates with Itself | Episode 14 23:07

۲ years پیش23:07

23:07

What are AI hallucinations, and are they a feature or a bug? We start with the Top 10 categories of AI Hallucinations and examples, then explore how chatGPT might hallucinate an answer to the question, "What is the central theme of Blade Runner?" We end with chatGPT debating with itself whether AI hallucinations are bad or good for humanity. Which side wins? Tune in to find out. In these solo episodes, I provide more definition, explanation, and context than my regular conversational episodes with guests. The goal is to bring up to speed, those new to AI. Format: Letters read aloud. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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AI Cheatsheet #3 | ChatGPT's Secret Sauce: Self-Attention | Why isn't Superman's suit Kryptonite-proof? | Training & Inference | Large Language Models (LLMs) | Episode 13 18:56

۲ years پیش18:56

18:56

Using the prompt, "Why isn't Superman's suit Kryptonite-proof?", we learn how Large Language Models are trained, why "self-attention" and the "transformer" architecture (which is what the T in GPT stands for) makes GPT-3 so powerful, the process of "inference", and how chatGPT generates answers to nerdy Superhero questions. After this episode, you'll be able to impress your friends by using the previously-mentioned AI jargon in complete sentences. In these solo episodes, I provide more definition, explanation, and context than my regular episodes with guests. The goal is to bring up to speed, those new to AI. Format: Letters read aloud. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

1
AI Cheatsheet #2 | How do ChatGPT, GPT-3, and Large Language Models (LLMs) relate? | Episode 12 22:17

۲ years پیش22:17

22:17

"How do ChatGPT, GPT-3, and Large Language Models (LLMs) relate?" That is the question we explore this episode via Nursery rhyme A satirical Friend's episode w/ Chandler, Joey, Ross, and Monica Fairy Tale We also examine the hierarchal order of: artificial intelligence, neural network, large language model, GPT-3, chatGPT. And why I got the order wrong initially. Hint: I reversed chatGPT and GPT-3. In these solo episodes, I provide more definition, explanation, and context than my regular episodes. The goal is to bring those new to AI up to speed. Format: Letters read aloud. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

1
AI Cheatsheet #1 | What is chatGPT? | Episode 11 25:21

۲ years پیش25:21

25:21

In these solo episodes, I provide more definition, explanation, and context than my regular episodes. The idea is to help those new to AI get more out of my conversations with guests. Format: Letters read aloud. I start each solo episode with a question. In this one, I ask, "How would you describe ChatGPT in your own words? " I answered it for myself, then asked chatGPT how I did. Mayhem ensues. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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Generative AI | Using AI to Predict Social Media and Focus Group Responses | Being a Scientist & Entrepreneur | Arijit Ray | Episode 10 51:43

۲ years پیش51:43

51:43

I speak with scientist entrepreneur, Arijit Ray. Arijit is a PHD candidate at Boston University. We speak about generative AI, why it’s so hard to get DALL-E to create the exact pizza we envision, how one goes from scientist to entrepreneur, and his startup, which is training AI to predict social media responses and run marketing focus groups. Please enjoy my conversation with Arijit Ray. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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AI Voice Profiling Revolutionizes Healthcare | Are You Sick by the Sound of Your Voice | CTO/Entrepreneur Mario Arancibia | Episode 9 1:01:56

۲ years پیش1:01:56

1:01:56

I speak with CTO and Chilean entrepreneur Mario Arancibia, about AI his company has developed and deployed which screens for diseases, such as Covid-19 based on the sound of our voice. Speaking a simple phrase into your phone, such as the days of the week, the AI can tell based on your voice profile if you have Covid. Or not. The AI can be trained to screen for other respiratory illnesses, and conditions as far ranging as obesity, and drug alcohol use. All from the sound of our voice. Soon AI will know more about your health than you do. [Note: Mario's views are his own, and not necessarily that of his company.] For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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Faking a $450M Painting | Is the "Salvator Mundi" by Leonardo da Vinci authentic? Ask AI. | Episode 8 24:08

۲ years پیش24:08

24:08

AI that can assess if a painting is fake. Husband-and-wife team, Steven and Andrea Frank, have developed a neural network that can assess the probability that a painting was painted by the supposed creator. They ran their neural network on a newly discovered Leonardo da Vinci painting called the Salvator Mundi which in 2017 sold at Christie’s for a record $450 million dollars, which at the moment, is the most expensive painting ever sold. Would you trust AI to tell you if art you were about to purchase was authentic? Listen and decide for yourself. I speak with my friend Maroof Farook who is an AI Engineer at Nvidia. [Note: Maroof’s views are his and not that of his employer.] Please enjoy our conversation. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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AI Beats Human Master | Alpha Go by DeepMind | Supervised Learning | Episode 7 44:51

۲ years پیش44:51

44:51

Alpha Go AI plays the game of GO against a human world champion. Unexpected moves by both man (9-dan Go champion Lee Sedol) and machine (Alpha Go). Supposedly, this televised Go match woke up China's leadership to the potential of AI. In the game of Go, players take turns placing black and white tiles on a 19×19 grid. The number of board positions in Go is greater than the number of atoms in the observable universe. We discuss the documentary Alpha Go which tells the story of Alpha Go (created by DeepMind, acquired by Google), and the human Go champions it plays against. Who will you cheer for: man or machine? I speak again with my friend Maroof Farook, an AI Engineer at Nvidia. [Note: Maroof’s views are his and not that of his employer.] Please enjoy our conversation. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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Metaverse is Matrix | The Simulation | Virtual Reality | Self-Driving Cars | Autonomous Vehicles Part 3 | Episode 6 26:02

۲ years پیش26:02

26:02

A 100% digital version of the world's driving environment is being created AKA The Metaverse. Think an immersive virtual reality environment like Grand Theft Auto with less destruction, profanity, and mayhem. The goal? Have a self-driving AI not be able to tell if it’s driving in the real-world or a simulation. Can we fool AI into thinking it's not AI? Don’t freak out. Or freak out. The Matrix is being coded as we speak. I speak again with my friend Maroof Farook, an AI Engineer at Nvidia. [Note: Maroof’s views are his and not that of his employer.] Please enjoy our conversation. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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Self-Driving Cars | Autonomous Vehicles Part 2 | Episode 5 30:18

۲ years پیش30:18

30:18

I speak again with my friend Maroof Farook who is an AI Engineer at Nvidia. [Note: Maroof’s views are his and not that of his employer.] This is a continuation of our previous conversation about self-driving cars. We discuss AI challenges including humans on bicycles, bicycles on bike racks, motorcycles, and other things easy for a teenager with a driving permit to figure out but hard for a computer. "Roads with fully autonomous vehicles will be a safer roads." That's what companies like Tesla developing self-driving cars are pitching. Is there any truth to that? We find out. Please enjoy this episode. Here’s my conversation with Maroof Farook. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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Self-Driving Cars | Autonomous Vehicles Part 1 | Episode 4 35:16

۲ years پیش35:16

35:16

I speak with my friend Maroof Farook who is an AI Engineer at Nvidia. [Note: Maroof’s views are his and not that of his employer.] We discuss what’s different about the self-driving approaches of Tesla and Alphabet/Google/Waymo. We cover the phases of autonomous driving, from level 1 to level 5, the capabilities of each phase, and at which phase we can eat a cheeseburger while our car drives itself. Finally, we discuss why one of the most challenging problems of self-driving cars are stop signs. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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Fooling Big Brother | Facial Recognition | Mass Surveillance | Adversarial Machine Learning | Attack Methods | Episode 3 35:04

۲ years پیش35:04

35:04

I speak again with my friend, Maroof Farooq, an AI engineer at Nvidia. [Note: Maroof's views are his and not that of his employer.] We discuss facial recognition, how it can be used for surveillance, and techniques for defeating or fooling it, using props like t-shirts, hats, glasses, and believe or not, makeup! Folks, use this information for only good and not to run from the law, unless the law is the Empire, and you are the Rebel Alliance. Please enjoy this episode. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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GPT-3 | ChatGPT Under the Hood | Natural Language Processing | Episode 2 29:00

۲ years پیش29:00

29:00

I speak again with my friend, Maroof Farooq, an AI engineer at Nvidia. [Note: Maroof's views are his own, and not that of his employer.] We discuss a breakthrough in natural language processing AI called GPT3 created by the research lab, OpenAI. This episode was recorded prior to the launch of ChatGPT (chatbot built on top of GPT-3) and is a good introduction on how GPT works under the hood. We dive into supervised vs. unsupervised learning, what GPT3 stands for (spoiler alert: Generative Pre-trained Transformer), what the heck those words mean, and how GPT3 can impersonate famous people like Isaac Asimov, Isaac Newton, the Hulk (yeah, the buff, green superhero), and someday… YOU! Please enjoy this episode. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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"Hot Dog. Not Hot Dog." AI from Silicon Valley, the TV Series | How to Build and Train AI | Image Classification | Episode 1 34:53

۲ years پیش34:53

34:53

I speak w/ Maroof Farooq, an AI engineer at Nvidia. [Note: Maroof's views are his own, and not that of his employer.] We walk through how to build AI from scratch using the fictitious example of the Seefood [Sic] app from the HBO television series, Silicon Valley . We learn about image classification, how to acquire a dataset, and how to train the AI. Join us as we build a super-impressive AI that can recognize hot dogs of all shapes and sizes. Learn what it takes to go from there to an AI that can recognize foods of all kinds. Maybe even pizza. Join us as we begin our deep dive into the world of AI, starting with the humble hot dog. Today: Shazam for food . Tomorrow: Judgement Day . Buckle up folks. It's going to be a wild ride. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.…

Super Prompt: The Generative AI Podcast

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Welcome to the Super Prompt podcast! 2:09

۲ years پیش2:09

2:09

Tony Wan, the host of Super Prompt, describes his vision for the podcast, who it's for, who he is, and why he’s doing it. For more information, check out https://www.superprompt.fm There you can contact me and/or sign up for our newsletter.

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Super Prompt: The Generative AI Podcast « » What is GPT Builder? | 7 Takeaways | Creating a Travel AI named "Holiday" | Episode 21

What is GPT Builder? | 7 Takeaways | Creating a Travel AI named "Holiday" | Episode 21

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The Let Them Theory: A Life-Changing Tool That Millions of People Can't Stop Talking About

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What is GPT Builder? | 7 Takeaways | Creating a Travel AI named "Holiday" | Episode 21