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Gradient Dissent is a machine learning podcast hosted by Lukas Biewald that takes you behind-the-scenes to learn how industry leaders are putting deep learning models in production at Facebook, Google, Lyft, OpenAI, and more.
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Гости подкаста — специалисты в разных сферах AI. С ними мы обсуждаем профессию AI Researcher, карьерный рост и собеседования, а также исследования в разных областях, от фундаментального AI до медицины и квантовых компьютеров.
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Find me on Github/Twitter/Kaggle @SamDeepLearning. Find me on LinkedIn @SamPutnam. This Podcast is supported by Enterprise Deep Learning | Cambridge/Boston | New York City | Hanover, NH | http://www.EnterpriseDeepLearning.com. Contact: Sam@EDeepLearning.com, 802-299-1240, P.O. Box 863, Hanover, NH, USA, 03755. We move deep learning to production. I teach the worldwide Deploying Deep Learning Masterclass at http://www.DeepLearningConf.com in NYC regularly and am a Deep Learning Consultant ser ...
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Most AI research today is done by elite universities and corporate labs. The pursuit of science and creativity should be a viable project for any person, from any walk of life, who is excited by that feeling of mystery and building something that grows. chloe is an end to end neural network chatbot written in PyTorch based on the transformer. Accomplishing goals through conversation is a task we can relate to, chatbots are an ideal agent through which to connect new research to our current u ...
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On this episode, we’re joined by Harrison Chase, Co-Founder and CEO of LangChain. Harrison and his team at LangChain are on a mission to make the process of creating applications powered by LLMs as easy as possible. We discuss: - What LangChain is and examples of how it works. - Why LangChain has gained so much attention. - When LangChain started a…
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On this episode, we’re joined by Jean Marc Alkazzi, Applied AI at idealworks. Jean focuses his attention on applied AI, leveraging the use of autonomous mobile robots (AMRs) to improve efficiency within factories and more. We discuss: - Use cases for autonomous mobile robots (AMRs) and how to manage a fleet of them. - How AMRs interact with humans …
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Answering a question isn’t complete until there is a thorough questioning of the near-term implications and the long-term consequences. Deep understanding requires cognitive harmony between explanations, answers, implications, and consequences.توسط Michael Gray
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On this episode, we’re joined by Stella Biderman, Executive Director at EleutherAI and Lead Scientist - Mathematician at Booz Allen Hamilton. EleutherAI is a grassroots collective that enables open-source AI research and focuses on the development and interpretability of large language models (LLMs). We discuss: - How EleutherAI got its start and w…
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The most powerful strategy for answering questions is asking questions. This query approach especially probes assumptions, ideas, and the relevant fact base. It sharpens thinking considerably and moves us toward deep understanding because we’ve come to know what our answer is based on.توسط Michael Gray
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On this episode, we’re joined by Aidan Gomez, Co-Founder and CEO at Cohere. Cohere develops and releases a range of innovative AI-powered tools and solutions for a variety of NLP use cases. We discuss: - What “attention” means in the context of ML. - Aidan’s role in the “Attention Is All You Need” paper. - What state-space models (SSMs) are, and ho…
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Yonatan is the CEO & Co-Founder of Deci AI, a deep-learning accelerator platform for developers to build, optimize, and deploy ultra-fast models on any hardware. Yonatan has been the face of Deci and is bringing together the brightest minds around the world to build a revolutionary platform for deep learning. In our chat today we talk about Yonatan…
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Nothing is more fundamental to deep and durable learning than compelling questions. In this episode I’ll show you how to use point of view and a recognition of your motive—what you are trying to accomplish with your thinking—to craft big questions. The best questions are a quest for principles which unlock our understanding and give us the power to…
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Jonathan Frankle, Chief Scientist at MosaicML and Assistant Professor of Computer Science at Harvard University, joins us on this episode. With comprehensive infrastructure and software tools, MosaicML aims to help businesses train complex machine-learning models using their own proprietary data. We discuss: - Details of Jonathan’s Ph.D. dissertati…
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Questions are the engines that drive thinking. The better the question the deeper the resultant learning because you really care about unearthing the answer. Exploration through questioning is native learning mode—just remember your 4-year-old self—and you can go back!توسط Michael Gray
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Real thinking involves chewing on a compelling question. Powerful answers invoke cause and effect. Those answers have immediate implications as well as long-term consequences and both of those lead to actions.توسط Michael Gray
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About This Episode Shreya Shankar is a computer scientist, PhD student in databases at UC Berkeley, and co-author of "Operationalizing Machine Learning: An Interview Study", an ethnographic interview study with 18 machine learning engineers across a variety of industries on their experience deploying and maintaining ML pipelines in production. Shre…
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Thinking is driven by questions. Questions are answered through the interaction of necessary assumptions, a fact base to which thinking is accountable, and—most of all—a conceptual framework. Conceptual frameworks harness the power of patterns to look for parallels that leverage past learning to solve present problems.…
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Every area of human endeavor is an outworking of a way of thinking. We all default to a particular way of thinking, usually without recognizing it. This episode is designed to help you be intentional about where your conclusions are coming from. The core of your thinking is the combination of point-of-view, motivation (what you are trying to accomp…
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Sarah Catanzaro is a General Partner at Amplify Partners, and one of the leading investors in AI and ML. Her investments include RunwayML, OctoML, and Gantry. Sarah and Lukas discuss lessons learned from the "AI renaissance" of the mid 2010s and compare the general perception of ML back then to now. Sarah also provides insights from her perspective…
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Great conversations are driven by empathetic listening that results in good questions. Good questions encourage the other person to open up and share. Good questions give the questioner an opportunity to learn from another person’s life experience. In this episode my guest, Laura from Asia, characterizes being a good questioner as showing hospitali…
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Cristóbal Valenzuela is co-founder and CEO of Runway ML, a startup that's building the future of AI-powered content creation tools. Runway's research areas include diffusion systems for image generation. Cris gives a demo of Runway's video editing platform. Then, he shares how his interest in combining technology with creativity led to Runway, and …
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Principles are the power tools of thinking. Learn how to construct principles that satisfy your need for things to make sense. When something makes sense, you won’t have to struggle to remember it or to use it in problem-solving.توسط Michael Gray
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Jeremy Howard is a co-founder of fast.ai, the non-profit research group behind the popular massive open online course "Practical Deep Learning for Coders", and the open source deep learning library "fastai". Jeremy is also a co-founder of #Masks4All, a global volunteer organization founded in March 2020 that advocated for the public adoption of hom…
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Jerome Pesenti is the former VP of AI at Meta, a tech conglomerate that includes Facebook, WhatsApp, and Instagram, and one of the most exciting places where AI research is happening today. Jerome shares his thoughts on Transformers-based large language models, and why he's excited by the progress but skeptical of the term "AGI". Then, he discusses…
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D. Sculley is CEO of Kaggle, the beloved and well-known data science and machine learning community. D. discusses his influential 2015 paper "Machine Learning: The High Interest Credit Card of Technical Debt" and what the current challenges of deploying models in the real world are now, in 2022. Then, D. and Lukas chat about why Kaggle is like a ra…
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Гость выпуска — Александр Петюшко, Technical Lead Manager в компании Nuro. Александр также был гостем самого первого выпуска нашего подкаста, где мы говорили с ним о собеседованиях в AI Research =) О чем говорили с Александром в этот раз: - нужна ли математика в ML/DL; - математика и теория ML/DL — одно и то же или нет? - где конкретно математика н…
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Emad Mostaque is CEO and co-founder of Stability AI, a startup and network of decentralized developer communities building open AI tools. Stability AI is the company behind Stable Diffusion, the well-known, open source, text-to-image generation model. Emad shares the story and mission behind Stability AI (unlocking humanity's potential with open AI…
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