Chai Time Data Science 6q1n5f

Video Version: https://youtu.be/pgzEqhuGBd0 Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani talks Python to the amazing podcaster, content creator and educator: Michael Kennedy, the host of talk Python podcast and Python Bytes podcast, In this episode, they talk about Michael's journey in programming and with Python. Michael has been hosting the podcast for five years and has been in the programming world for even longer, they dive into what he's learned through this and his perspective, how it has evolved through creating content, and to creating these courses and, and eventually a business around it as well. Links: https://talkpython.fm/home Automating the saw: https://www.youtube.com/watch?v=JEImn7s7x1o The ML leads to 50 exoplanet discovery: https://www.techrepublic.com/article/machine-learning-algorithm-confirms-50-new-exoplanets-in-historic-first/ Follow: Michael Kennedy: https://twitter.com/mkennedy https://www.linkedin.com/in/mkennedy/ Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd

Video Version: https://youtu.be/SiUnKGD90uI Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews the VP, GM of DGX Systems at NVIDIA. NVIDIA recently unveiled their new DGX A100 systems and new A100 GPUs, that are really pushing the envelope of super computing. In this episode, they discuss the engineering that goes behind the scenes, how the systems are designed and their origin, how these have evolved over the years and NVIDIA's design philosophy as a proxy to understanding how these might bleed into consumer GPUs over time. Links: Links: https://nvda.ws/32HaMCm  https://nvidianews.nvidia.com/news/nvidia-dgx-station-a100-offers-researchers-ai-data-center-in-a-box  https://www.youtube.com/watch?v=TKtN04z7Q5Q Follow: Charlie Boyle: https://www.linkedin.com/in/charlie-boyle-0201a8/ Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd

Video Version: https://youtu.be/RvwynqDUoQE Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews PhD Student: Tim Dettmers for the second time on the show! In this episode, they talk a lot about research in general, and the personal aspect of research, which isn't covered as much: How you should pick a grad school, Is creativity important in academia They talk a lot about personal side of things while you're going through the process of exploration in research, or in life in general They also talked about the RTX 3000 series, and discussed a few FAQs based on these. Links: https://timdettmers.com/2020/03/10/how-to-pick-your-grad-school/ https://timdettmers.com/2020/09/07/which-gpu-for-deep-learning/ Follow: Tim Dettmers: https://twitter.com/tim_dettmers https://timdettmers.com Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd #GoogleAI #Research #MultiModal

Video Version: https://youtu.be/1O15z3Bv3UE In this episode, Sanyam Bhutani interviews the Beluga of Kaggle World, Competitions GM: Gabor Fodor. They talk about Gabor's journey into Data Science, Kaggle and his 10th Pos Solo Gold Finish on the Cornell Birdcall competition Links: Comp Link: https://www.kaggle.com/c/birdsong-recognition Writeup: https://www.kaggle.com/c/birdsong-recognition/discussion/183407 Follow: Gabor Fodor: https://twitter.com/BelugaFodor https://www.linkedin.com/in/gábor-fodor-6a081548/ https://www.kaggle.com/gaborfodor Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd

Video Version: https://youtu.be/n2bUu9AcGnE Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews one of his teachers, content creator and Quantum AI Research Scientist: Luis Serrano In this episode, they talk about Luis' process of creating the amazing videos for anyone to enjoy on his YouTube channel, they talk about his process of creating this, his journey of teaching thousands, now millions of people through his content. They also discuss about his book, his book titled Grokking Machine Learning, which is as you might expect him for anyone who's interested in machine learning, there are no prerequisites. This interview is filled with different golden advices someone with Luis' background of having taught so many people would have. Links: Grokking Machine Learning: https://www.google.com/search?client=safari&rls=en&q=Grokking+Machine+Learning&ie=UTF-8&oe=UTF-8 Follow: Luis Serrano: https://twitter.com/luis_likes_math https://www.linkedin.com/in/luisgserrano/ https://serrano.academy Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd #GoogleAI #Research #MultiModal

Video Version: https://youtu.be/-OSWCeo18vs Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews two amazing Data Scientists who've quite literally authored a book on Building a Career in Data Science: Jacqueline Nolis and Emily Robinson. Both of the amazing heroes on this episode have worked across different industries, and have written amazing blog posts. They've also written a book quite literally on the topic of building a career in data science. It covers topics that aren't usually discussed almost anywhere, have the soft skills side of things and things you learn in your jobs over the years. Links: https://www.manning.com/books/build-your-career-in-data-science?a_aid=buildcareer&a_bid=76784b6a http://podcast.bestbook.cool Follow: Jacqueline Nolis: http://twitter.com/skyetetra Emily Robinson: https://twitter.com/robinson_es https://www.linkedin.com/in/robinsones/ Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd

Video Version: https://youtu.be/wxVGu8vKvG8 Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews the authors of the book "Building ML Pipelines": Catherine Nelson and Hannes Hapke Catherine is a data scientist at SAP concur labs. And Hannes is an ML Engineer in the same company. They talk about the journey into machine learning and the journey into this world of building machine learning pipelines, they dive into depth about the book, covering: - Who's the book really for? - What does it cover? - What can you expect out of it? Links: https://www.buildingmlpipelines.com Follow: Catherine Nelson: https://twitter.com/drcatnelson Hannes Hapke: https://twitter.com/hanneshapke hanneshapke.github.io Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd

Video Version: https://youtu.be/nShflQj5RXY Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews a Content Creator, Educator, Data Scientist and Kaggler: Jeff Heaton Jeff is currently VP at RGA, and an amazing content creator on YouTube, he puts out videos almost every week in the realm of machine learning, broadly speaking. He's also an adjunct professor at Washington University, they talk about his journey, into machine learning, data science kaggle, content creation, how he got started across all of these different things. Follow: Jeff Heaton: https://twitter.com/jeffheaton https://github.com/jeffheaton Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd

Video Version: https://youtu.be/UmEFK4RinUU Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews Data Scientist, Content Creator: @Ken Jee They talk about his journey into Data Science, Creating content and Sports Analytics. They discuss what Ken has learned via creating content and how does his experience tie in together with everything he has been doing. Follow: Ken Jee: http://twitter.com/kenjee_ds https://kennethjee.com https://www.linkedin.com/in/kenjee/ https://www.youtube.com/channel/UCiT9RITQ9PW6BhXK0y2jaeg Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd

Video Version: https://youtu.be/NRl3lMlixPc Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews two Kaggle legends: Philipp Singer and Christof Henkel about their team's Winning Solution to the Google Landmark Recognition 2020 Kaggle competition. This interview is a continued conversation with both of the legends, please find the older interviews to know more about their journey and watch this one for their winning solution and Christof's wisdom :D Links: Winning Writeup: https://www.kaggle.com/c/landmark-recognition-2020/discussion/187821 Github Link: https://github.com/psinger/kaggle-landmark-recognition-2020-1st-place Paper Link: https://arxiv.org/abs/2010.01650 Prev Interviews: Psi: NFL Data Bowl Win Sol: https://www.youtube.com/watch?v=_Srv0bKmfjY IEEE-CIS Comp 6th Pos Sol: https://www.youtube.com/watch?v=7sh5QrUIAHI Jigsaw & Tweet Sentiment: https://youtu.be/_X6wl0CX8xA Christof Henkel: Google Quest Q&A Labelling Comp 2nd Pos Sol: https://www.youtube.com/watch?v=Q0_Xajic_9U Follow: Philipp Singer: https://twitter.com/ph_singer https://www.kaggle.com/philippsinger Christof Henkel: https://twitter.com/kagglingdieter https://www.kaggle.com/christofhenkel Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd

Video Version: https://youtu.be/invR7r7c_pU Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews another NLP Hero from 🤗, the CSO: Thomas Wolf. They talk about Thomas's journey into the field, Thomas has worked across many different fields, and they connect the dots of how he followed his ions leading towards finally now NLP and the world of transformers. They talk about his research work and his work at hugging face. Thomas shares his overview of the pipelines that he works on at hugging face, the resources that he contributes to, and the project that he at the time of recording was involved in. There are many great advices on how to get started in NLP and in the world of machine learning as well. Links: https://huggingface.co https://twitter.com/huggingface Follow: Thomas Wolf: https://twitter.com/Thom_Wolf https://www.linkedin.com/in/thomas-wolf-a056857 https://thomwolf.io Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd

Video Version: https://youtu.be/I7376Wl8JQ4 Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews the Chief Data Scientist at Mor consulting and an author of High Performance Python with O'Reilly: Ian Ozsvald. They talk all about his rich experience in Python and in data science, broadly speaking. Ian shares a lot of insights that he's picked up along his journey while working on so many rich projects, so many projects across different consulting tasks, different consulting missions that he's taken up. They also touch upon his book: who should pick read the book, and what will they get out of it. Ian also broadly shares many amazing advices that he has learned over over all of these years. Links: https://www.oreilly.com/library/view/high-performance-python/9781492055013/ Follow: Ian Ozsvald: https://twitter.com/ianozsvald https://www.linkedin.com/in/ianozsvald/ https://ianozsvald.com https://morconsulting.com Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd

Video Version: https://youtu.be/CaoQLrSBk0o Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani This episode, which is an excerpt from Sanyam Bhutani's complete interview with Tim Dettmers In this small excerpt, they discuss the RTX 3000 FAQs: - Should you buy these? - Which ones should you buy? - How can you make two of these work together? - Are they slower than the expected Quadro Cards? Links: https://timdettmers.com/2020/09/07/which-gpu-for-deep-learning/ Follow: Tim Dettmers: https://twitter.com/tim_dettmers https://timdettmers.com Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd

Video Version: https://youtu.be/XoHYqL_LlWs Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews Kaggle Master and Sr. Software Engineer: Kun Hao Yeh. They Talk about their team's 14th pos gold solution to the SIIM ISIC Melanoma Classification Comp. They also discuss Kun Hao's journey from taking one of the courses by Marios to teaming up with him along with many Kaggle Tips & Tricks Links:  Wining Sol: https://www.kaggle.com/c/siim-isic-melanoma-classification/discussion/175403 Interview with Marios: https://www.youtube.com/watch?v=A3GvuHqGGZI Follow: Kun Hao Yeh: https://www.linkedin.com/in/michaelkhyeh/ https://www.kaggle.com/khyeh0719 Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd #Fastai #Learning #PyTorch

Video Version: https://youtu.be/ZrXaY3tdXuc Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews two of his mentors, peers from fast.ai, DL Engineers at Mercado Libre: Jose Fernandez Portal and Francisco Ingham. This episode is a lot about making a transition into the field: Learning via fast.ai, and how to foster a community similar to fast.ai in your local region, the importance of this, Jose and Francisco both have taken the course have shared a similar journey and share a lot of interesting advices along these lines on how you should approach the material, make the most out of it. How should you plan your time around it, and how should you find the projects to pursue. Links: Combining Tabular data & speech: https://forums.fast.ai/t/share-your-work-here/27676/526 SGD Animator: https://forums.fast.ai/t/share-your-work-here/27676/300 Learning AI: My Journey by Francisco: https://medium.com/@fpingham/learning-ai-my-journey-d99f47ba79f Follow: Jose Fernandez Portal: https://twitter.com/joshfp https://www.linkedin.com/in/josefp/ Francisco Ingham: https://twitter.com/fpingham https://medium.com/@fpingham Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. If you'd like to the podcast: https://www.patreon.com/chaitimedatascience Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd

Video Version: https://youtu.be/UVZm2gEZhtA Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews two amazing Kagglers, Kaggle Masters: "DrHB" & "CatEek": Habib Bukhari & Igor Zubarev. They discuss their team's second position in the PANDA competition, The competition stands for Prostate cANcer graDe Assessment. Their team, "Save the prostate" ranked second in the private leaderboard, they discuss about the journey into machine learning and kaggle. They connect the dots of how both of them got interested in ML and in kaggle, How did they get addicted to the platform. They discuss about their approach to competitions, the teaming up approach, and their solution overview. Links: https://www.kaggle.com/c/prostate-cancer-grade-assessment https://www.kaggle.com/c/prostate-cancer-grade-assessment/discussion/169108 Follow: Habib Bukhari: https://twitter.com/dr_hb_ai https://www.kaggle.com/drhabib Igor Zubarev: https://www.kaggle.com/cateek Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd

Video Version: https://youtu.be/dIejo08k9mI Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews Research Engineer at FAIR: Marie-Anne Lachaux. They discuss the t work shared by Marie-Anne, "Unsupervised translation of programming languages" If you're unaware: it's an amazing, mind-blowing work demonstrating how to translate code from one language to another. They. dive into her research and her journey into the field along with how research projects are approached at FAIR Labs. Links: Unsupervised Translation of Programming Languages: https://arxiv.org/abs/2006.03511 Follow: Marie-Anne Lachaux: https://twitter.com/malachaux https://www.linkedin.com/in/marieannelachaux/ Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. If you'd like to the podcast: https://www.patreon.com/chaitimedatascience Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd

Video Version: https://youtu.be/fOEG6EpAsLI Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews the Head of Growth at Weights & Biases: Lavanya Shukla Lavanya Shukla has a very interesting journey into machine learning and programming, they talk all about how she started programming at the age of 10 built amazing websites through a dial up connection in India, and over the years improved her skills, eventually ing a computer science degree programme and dropping out of it and then finding her ion for machine learning. They also talk a lot about general advices on how should you progress in your programming and machine learning journey. Links: Weights and Biases: https://www.wandb.com Follow: Lavanya Shukla: https://twitter.com/lavanyaai https://lavanya.ai/ Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd

Audio (Podcast Version) available here: https://anchor.fm/chaitimedatascience Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews Kaggle Comp Master, Lead Data Scientist at OLX Group: Alexey Grigorev. They talk about his experience of transitioning into ML, how he did it, how was kaggle helpful. Alexey shares a very honest overview of how his university how how much his university was helpful or not, and how was Kaggle helpfu They also discuss Alexey's book: Machine Learning Bookcamp. Links: https://www.manning.com/books/machine-learning-bookcamp Follow: Alexey Grigorev: https://twitter.com/al_grigor https://www.linkedin.com/in/agrigorev/?originalSubdomain=de https://alexeygrigorev.com Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. If you'd like to the podcast: https://www.patreon.com/chaitimedatascience Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd #Scale #OLX #MachineLearning

GTC Conference tickets giveaway details: [Placeholder] Video Version: https://youtu.be/guJT5GOiNjA Subscribe here to the newsletter: https://tinyletter.com/sanyambhutani In this episode, Sanyam Bhutani interviews the VP of Applied Research at NVIDIA: Bryan Catanzaro They talk about Bryan's journey into ML and his journey at NVIDIA as a proxy to understanding the evolution of research being done at NVIDIA. They discuss how Bryan's work led to the creation of CuDNN and what tasks he is involved in Towards the later end, they also briefly discuss the recently launched RTX 3000 Series. Follow: Bryan Catanzaro: https://twitter.com/ctnzr https://ctnzr.io Sanyam Bhutani: https://twitter.com/bhutanisanyam1 Blog: sanyambhutani.com About: https://sanyambhutani.com/tag/chaitimedatascience/ A show for Interviews with Practitioners, Kagglers & Researchers and all things Data Science hosted by Sanyam Bhutani. You can expect weekly episodes every available as Video, Podcast, and blogposts. Intro track: Flow by LiQWYD https://soundcloud.com/liqwyd #NVIDIA #RTX3000 #Research