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Data Science at Home

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Francesco Gadaleta

Technology, AI, machine learning and algorithms. Come join the discussion on Discord! https://discord.gg/4UNKGf3

#258

Rust in the Cosmos: Decoding Communication Part 2 (Ep. 255)

In this episode of "Rust in the Cosmos" we delve into the challenge of testing software for... ehm ... space How can Rust help? Let's find out ;) Sponsors ---<a href='https://arcticwolf.com/datascience'>Arctic Wolf</a> Learn what the new year holds for ransomware as a service, Active Directory, artificial intelligence and more when you download the 2024 Arctic Wolf Labs Predictions Report today at <a href='https://arcticwolf.com/datascience'>arcticwolf.com/datascience</a> ---<a href='https://intrepid.ai'>Intrepid AI</a> (<a href='https://intrepid.ai'>https://intrepid.ai</a>) is an AI assisted all-in-one platform for robotics teams. Build robotics applications in minutes, not months. ---<a href='https://amethix.com/'>Amethix</a> works to create and maximize the impact of the world’s leading corporations and startups, so they can create a better future for everyone they serve. We provide solutions in AI/ML, Fintech, Defense, Robotics and Predictive maintenance. Communities AeroRust, Intrepid, Bytenook ---AeroRust Discord invite: <a href='https://discord.com/invite/6jJyx5nEUq'>https://discord.com/invite/6jJyx5nEUq</a> ---AeroRust website: <a href='http://aerorust.org'>AeroRust.org</a> ---Intrepid AI Discord <a href='https://discord.gg/cSSzche6Ct'>https://discord.gg/cSSzche6Ct</a> ---Intrepid AI website: <a href='https://intrepid.ai'>https://intrepid.ai</a> References ---Open-source ------GitHub workflows/actions - <a href='https://docs.github.com/en/actions'>https://docs.github.com/en/actions</a> ------Gitlab CI - <a href='https://docs.gitlab.com/ee/ci/'>https://docs.gitlab.com/ee/ci/</a> ---Alternatives ------Circle ci - <a href='https://circleci.com/'>https://circleci.com/</a> ------Travis <a href='http://travis-ci.com'>http://travis-ci.com</a> ---Dagger.io - <a href='https://dagger.io'>https://dagger.io</a> ---Actions ------<a href='https://github.com/dtolnay/rust-toolchain'>https://github.com/dtolnay/rust-toolchain</a> ------<a href='https://github.com/taiki-e/install-action'>https://github.com/taiki-e/install-action</a> ------<a href='https://github.com/marketplace/actions/install-cargo-binstall'>https://github.com/marketplace/actions/install-cargo-binstall</a> ---Additional tools: ------<a href='https://github.com/nextest-rs/nextest'>https://github.com/nextest-rs/nextest</a> ------<a href='https://github.com/cargo-bins/cargo-binstall'>https://github.com/cargo-bins/cargo-binstall</a> ---<a href='https://www.youtube.com/watch?v=qfknfCsICUM&ab_channel=RustNationUK'>Jon Gjengset - Towards Impeccable Rust</a> ---Lechev.space: <a href='http://www.lechev.space'>lechev.space</a> ... Read more

19 Apr 2024

32 MINS

32:50

19 Apr 2024

#257

Rust in the Cosmos: Decoding Communication Part I (Ep. 254)

In this inaugural episode of "Rust in the Cosmos," we delve into the intricacies of communication in space and some of the challenges in space application development. Sponsors ---<a href='https://intrepid.ai'>Intrepid AI</a> (<a href='https://intrepid.ai'>https://intrepid.ai</a>) is an AI assisted all-in-one platform for robotics teams. Build robotics applications in minutes, not months. ---<a href='https://amethix.com/'>Amethix</a> works to create and maximize the impact of the world’s leading corporations and startups, so they can create a better future for everyone they serve. We provide solutions in AI/ML, Fintech, Defense, Robotics and Predictive maintenance. ... Read more

11 Apr 2024

26 MINS

26:16

11 Apr 2024

#256

AI and Video Game Development: Navigating the Future Frontier (Ep. 253)

In this episode we delve into the dynamic realm of game development and the transformative role of artificial intelligence (AI). Join Frag, Jim and Mike as they explore the current landscape of game development processes, from initial creative ideation to the integration of AI-driven solutions. With Mike's expertise as a software executive and avid game developer, we uncover the potential of AI to revolutionize game design, streamline development cycles, and enhance player experiences. Discover insights into AI's applications in asset creation, code assistance, and even gameplay itself, as we discuss real-world implementations and cutting-edge research. From the innovative GameGPT framework to the challenges of balancing automation with human creativity, this episode offers valuable perspectives and practical advice for developers looking to harness the power of AI in their game projects. Don't miss out on this insightful exploration at the intersection of technology and entertainment! Sponsors ---<a href='https://intrepid.ai'>Intrepid AI</a> (<a href='https://intrepid.ai'>https://intrepid.ai</a>) is an AI assisted all-in-one platform for robotics teams. Build robotics applications in minutes, not months. References ---<a href='https://mikeyoung44.itch.io/spacefreighter'>https://mikeyoung44.itch.io/spacefreighter</a> - Itch.io link to play the game ---<a href='https://discord.gg/yaXgYZ5Ymn'>https://discord.gg/yaXgYZ5Ymn</a> - Discord server for the game ---<a href='https://aimodels.substack.com/'>https://aimodels.substack.com/</a> - Mike’s newsletter (links to website too) ... Read more

31 Mar 2024

47 MINS

47:56

31 Mar 2024

#255

Kaggle Kommando's Data Disco: Laughing our Way Through AI Trends (Ep. 252)

In this episode, join me and the Kaggle Grand Master, Konrad Banachewicz, for a hilarious journey into the zany world of data science trends. From algorithm acrobatics to AI, creativity, Hollywood movies, and music, we just can't get enough. It's the typical episode with a dose of nerdy comedy you didn't know you needed. Buckle up, it's a data disco, and we're breaking down the binary! Sponsors ---<a href='https://intrepid.ai'>Intrepid AI</a> is an AI assisted all-in-one platform for robotics teams. Build robotics applications in minutes, not months. ---Learn what the new year holds for ransomware as a service, Active Directory, artificial intelligence and more when you download the 2024 Arctic Wolf Labs Predictions Report today at <a href='https://arcticwolf.com/datascience'>arcticwolf.com/datascience</a> 🔗 Links Mentioned in the Episode: 1--Generative AI for time series: TimeGPT <a href='https://docs.nixtla.io/docs/timegpt_quickstart'>Documentation</a> 2--Lag-llama: <a href='https://github.com/time-series-foundation-models/lag-llama'>GitHub</a> (Note: The benchmark results on this one are pretty horrible) 3--Open source LLM: Olmo <a href='https://blog.allenai.org/olmo-open-language-model-87ccfc95f580'>Blog Post</a> 4--Quantization for LLM: <a href='https://huggingface.co/docs/optimum/concept_guides/quantization'>Hugging Face Guide</a> And finally, don't miss Konrad's <a href='https://konradb.substack.com/'>Substack</a> for more nerdy goodness! (If you're there already, be there again! 😄) ... Read more

07 Mar 2024

42 MINS

42:46

07 Mar 2024

#254

Revolutionizing Robotics: Embracing Low-Code Solutions (Ep. 251)

In this episode of Data Science at Home, we explore the game-changing impact of low-code solutions in robotics development. Discover how these tools bridge the coding gap, simplify integration, and enable trial-and-error development. We'll also uncover challenges with traditional coding methods using ROS. Join us for a concise yet insightful discussion on the future of robotics! Sponsors ---<a href='https://intrepid.ai'>Intrepid AI</a> is an AI assisted all-in-one platform for robotics teams. Build robotics applications in minutes, not months. ---Learn what the new year holds for ransomware as a service, Active Directory, artificial intelligence and more when you download the 2024 Arctic Wolf Labs Predictions Report today at <a href='https://arcticwolf.com/datascience'>arcticwolf.com/datascience</a> ... Read more

16 Feb 2024

19 MINS

19:16

16 Feb 2024

#253

Is SQream the fastest big data platform? (Ep. 250)

Join us in a dynamic conversation with Yori Lavi, Field CTO at SQream, as we unravel the data analytics landscape. From debunking the data lakehouse hype to SQream's GPU-based magic, discover how extreme data challenges are met with agility. Yori shares success stories, insights into SQream's petabyte-scale capabilities, and a roadmap to breaking down organizational bottlenecks in data science. Dive into the future of data analytics with SQream's commitment to innovation, leaving legacy formats behind and leading the charge in large-scale, cost-effective data projects. Tune in for a dose of GPU-powered revolution! References ---<a href='https://sqream.com/'>SQream - GPU-based Big Data Platform </a> --- <a href='https://patents.justia.com/assignee/sqream-technologies-ltd'>Patents Assigned to SQREAM TECHNOLOGIES LTD</a> ... Read more

30 Jan 2024

57 MINS

57:16

30 Jan 2024

#252

OpenAI CEO Shake-up: Decoding December 2023 (Ep. 249)

In this episode from a month ago, join me as we unravel the controversial CEO firing at OpenAI in December 2023. I share my insights on the events, decode the intricacies, and explore what lies ahead for this influential organization. Don't miss this concise yet insightful take on the intersection of leadership and artificial intelligence innovation. Sponsor Learn what the new year holds for ransomware as a service, Active Directory, artificial intelligence and more when you download the 2024 Arctic Wolf Labs Predictions Report today at <a href='https://arcticwolf.com/datascience'>arcticwolf.com/datascience</a> ... Read more

21 Jan 2024

27 MINS

27:30

21 Jan 2024

#251

Careers, Skills, and the Evolution of AI (Ep. 248)

!!WARNING!! Due to some technical issues the volume is not always constant during the show. I sincerely apologise for any inconvenience Francesco In this episode, I speak with Richie Cotton, Data Evangelist at DataCamp, as he delves into the dynamic intersection of AI and education. Richie, a seasoned expert in data science and the host of the podcast, brings together a wealth of knowledge and experience to explore the evolving landscape of AI careers, the skills essential for generative AI technologies, and the symbiosis of domain expertise and technical skills in the industry. References ---Become a generative AI developer in this FREE code-along series. Learn to build a chatbot using the OpenAI API, the Pinecone API, and LangChain, and learn to build NLP and image applications with Hugging Face. <a href='https://www.datacamp.com/ai-code-alongs'>https://www.datacamp.com/ai-code-alongs</a> ---Learn to use ChatGPT and the OpenAI API in the OpenAI Fundamentals skill track. <a href='https://www.datacamp.com/tracks/openai-fundamentals'>https://www.datacamp.com/tracks/openai-fundamentals</a> ---Get started with deep learning using PyTorch in the Introduction to Deep Learning with PyTorch course. <a href='https://www.datacamp.com/courses/introduction-to-deep-learning-with-pytorch'>https://www.datacamp.com/courses/introduction-to-deep-learning-with-pytorch</a> ... Read more

08 Jan 2024

32 MINS

32:27

08 Jan 2024

#250

Open Source Revolution: AI’s Redemption in Data Science (Ep. 247)

Dive into the world of Data Science at Home with our latest episode, where we explore the dynamic relationship between Artificial Intelligence and the redemption of open source software. In this thought-provoking discussion, I share my insights on why now, more than ever, is the opportune moment for open source to leave an indelible mark on the field of AI. Join me as I unpack my opinions and set expectations for the near future, discussing the pivotal role open source is set to play in shaping the landscape of data science and artificial intelligence. Don't miss out—tune in to gain a deeper understanding of this revolutionary intersection! This episode is available as YouTube stream at <a href='https://www.youtube.com/live/0Enenz1HqIs?si=woyYdjJVz656BneH&t=915'>https://www.youtube.com/live/0Enenz1HqIs?si=woyYdjJVz656BneH&t=915</a> ... Read more

19 Dec 2023

36 MINS

36:47

19 Dec 2023

#249

Money, Cryptocurrencies, and AI: Exploring the Future of Finance with Chris Skinner [RB] (Ep. 246)

In this captivating podcast episode, join renowned financial expert Chris Skinner as he delves into the fascinating realm of the future of money. From cryptocurrencies to government currencies, the metaverse to artificial intelligence (AI), Skinner explores the intricate interplay between technology and humanity. Gain valuable insights as he defines the future of money, examines the potential impact of cryptocurrencies on traditional government currencies, and addresses the advantages and disadvantages of digital currencies. Delve into the complex issues of regulation and governance in the context of emerging financial technologies, and discover Skinner's unique perspective on the metaverse and its implications for the future of money and technology. Brace yourself for an enlightening discussion on the integration of AI in the financial sector and its potential impact on humanity. Tune in to explore the cutting-edge concepts that shape our financial landscape and get a glimpse of what lies ahead. You can read about Chris at <a href='https://thefinanser.com/'>https://thefinanser.com/</a> Sponsors This episode is sponsored by Setapp. Setapp is a platform that combines 230+ powerful MacOS and iOS apps and tools under one $9.99 subscription. Their selection of apps is mostly helpful for people who use their Macs as an actual working tool, covering complete use cases like coding, designing, project and time management and so on. Once subscribed, you get full access to paid features of the apps, as well as to new apps that are being constantly added. So you’ll always be sure you’re not missing out on any cool apps and services that actually help you do your work more efficiently for just a fraction of the price. Get 7 days for free at <a href='https://stpp.co/dsat'>https://stpp.co/dsat</a> ... Read more

11 Dec 2023

41 MINS

41:21

11 Dec 2023

#248

Debunking AGI Hype and Embracing Reality [RB] (Ep. 245)

In this thought-provoking episode, we sit down with the renowned AI expert, Filip Piekniewski, Phd, who fearlessly challenges the prevailing narratives surrounding artificial general intelligence (AGI) and the singularity. With a no-nonsense approach and a deep understanding of the field, Filip dismantles the hype and exposes some of the misconceptions about AI, LLMs and AGI. Join us as we delve into the real-world implications of AI, separating fact from fiction, and gaining a firm grasp on the tangible possibilities of AI advancement. If you're seeking a refreshingly pragmatic perspective on the future of AI, this episode is an absolute must-listen. Filip Piekniewski Bio Filip Piekniewski is a distinguished computer vision researcher and engineer, specializing in visual object tracking and perception. He approaches machine learning with a pragmatic mindset, recognizing its current limitations. Filip earned his Ph.D. from Warsaw University, where he explored neuroscience and later joined Brain Corporation in San Diego. His extensive study of neuroscience inspired him to develop innovative, bio-inspired machine learning architectures. Filip's unique blend of scientific curiosity and software engineering expertise allows him to quickly prototype and implement new ideas. He is known for his realistic perspective on AI, debunking AGI hype and focusing on tangible advancements. Sponsors --- Finally, a better way to do B2B research. <a href='https://www.newtonx.com/datascience/'>NewtonX </a>The World’s Leading B2B Market Research Company --- Explore the Complex World of Regulations. Compliance can be overwhelming. Multiple frameworks. Overlapping requirements. Let <a href='https://arcticwolf.com/datascience'>Arctic Wolf</a> be your guide. Check it out at <a href='https://arcticwolf.com/datascience'>https://arcticwolf.com/datascience</a> ---<a href='https://amethix.com/'>Amethix</a> works to create and maximize the impact of the world’s leading corporations and startups, so they can create a better future for everyone they serve. We provide solutions in AI/ML, Fintech, Defense, Robotics and Predictive maintenance. References 1--<a href='https://twitter.com/filippie509'>https://twitter.com/filippie509</a> 2--<a href='http://blog.piekniewski.info/'>http://blog.piekniewski.info/ (</a>On limits of deep learning and where to go next with AI.) ... Read more

04 Dec 2023

59 MINS

59:29

04 Dec 2023

#247

Destroy your toaster before it kills you. Drama at OpenAI and other stories (Ep. 244)

Brace yourselves, dear friends! In this episode, we delve into the earth-shattering revelation that OpenAI might have stumbled upon AGI (lol) and we're all just seconds away from being replaced by highly sophisticated toasters (lol lol). Spoiler alert: OpenAI's CEO is just playing 7D chess with the entire human race. So, sit back, relax, and enjoy this totally not ominous exploration into the 'totally not happening' future of AI! ... Read more

01 Dec 2023

26 MINS

26:01

01 Dec 2023

#246

The AI Chip Chat 🤖💻 (Ep. 243)

Dive into the cool world of AI chips with us! 🚀 We're breaking down how these special computer chips for AI have evolved and what makes them different. Think of them like the superheroes of the tech world! Don't miss out! 🎙️🔍 #AIChips #TechTalk #SimpleScience ... Read more

20 Nov 2023

32 MINS

32:10

20 Nov 2023

#245

Rolling the Dice: Engineering in an Uncertain World (Ep. 242)

Hey there, engineering enthusiasts! Ever wondered how engineers deal with the wild, unpredictable twists and turns in their projects? In this episode, we're spilling the beans on uncertainty and why it's the secret sauce in every engineering recipe, not just the fancy stuff like deep learning and neural networks! Join us for a ride through the world of uncertainty quantification. Tune in and let's demystify the unpredictable together! 🎲🔧🚀 References <a href='https://www.osti.gov/servlets/purl/1428000'>https://www.osti.gov/servlets/purl/1428000</a> <a href='https://arc.aiaa.org/doi/pdf/10.2514/6.2010-124'>https://arc.aiaa.org/doi/pdf/10.2514/6.2010-124</a> <a href='https://arxiv.org/pdf/2001.10411'>https://arxiv.org/pdf/2001.10411</a> ... Read more

09 Nov 2023

22 MINS

22:44

09 Nov 2023

#244

How Language Models Are the Ultimate Database(Ep. 241)

In this episode, dive deep into the world of Language Models as we decode their intricate structure, revealing how these powerful algorithms exploit concepts from the past. But... what if LLMs were just a database? References <a href='https://fchollet.substack.com/p/how-i-think-about-llm-prompt-engineering'>https://fchollet.substack.com/p/how-i-think-about-llm-prompt-engineering</a> ... Read more

22 Oct 2023

26 MINS

26:26

22 Oct 2023

#243

Elon is right this time: Rust is the language of AI (Ep. 240)

In this episode, I delve into Elon Musk's foresight on the future of AI as he champions Rust programming language. Here is why Rust stands at the forefront of AI technology and the potential it holds. References <a href='https://github.com/WasmEdge/mediapipe-rs'>https://github.com/WasmEdge/mediapipe-rs</a> <a href='https://blog.stackademic.com/why-did-elon-musk-say-that-rust-is-the-language-of-agi-eb36303ce341'>https://blog.stackademic.com/why-did-elon-musk-say-that-rust-is-the-language-of-agi-eb36303ce341</a> ... Read more

09 Oct 2023

24 MINS

24:05

09 Oct 2023

#242

Attacking LLMs for fun and profit (Ep. 239)

As a continuation of Episode 238, I explain some effective and fun attacks to conduct against LLMs. Such attacks are even more effective on models served locally, that are hardly controlled by human feedback. Have great fun and learn them responsibly. References <a href='https://www.jailbreakchat.com/'>https://www.jailbreakchat.com/</a> <a href='https://www.reddit.com/r/ChatGPT/comments/10tevu1/new_jailbreak_proudly_unveiling_the_tried_and/'>https://www.reddit.com/r/ChatGPT/comments/10tevu1/new_jailbreak_proudly_unveiling_the_tried_and/</a> <a href='https://arxiv.org/abs/2305.13860'>https://arxiv.org/abs/2305.13860</a> ... Read more

18 Sep 2023

22 MINS

22:14

18 Sep 2023

#241

Unlocking Language Models: The Power of Prompt Engineering (Ep. 238)

Join me on an enlightening journey through the world of prompt engineering. Explore the multifaceted skills and strategies involved in harnessing the potential of large language models for various applications. From enhancing safety measures to augmenting models with domain knowledge, learn how prompt engineering is shaping the future of AI. References 1--<a href='https://arxiv.org/pdf/2109.01652.pdf'>https://arxiv.org/pdf/2109.01652.pdf</a> 2--<a href='https://arxiv.org/abs/2201.11903'>https://arxiv.org/abs/2201.11903</a> 3--<a href='https://arxiv.org/abs/2302.00923'>https://arxiv.org/abs/2302.00923</a> 4--<a href='https://www.mihaileric.com/posts/a-complete-introduction-to-prompt-engineering'>https://www.mihaileric.com/posts/a-complete-introduction-to-prompt-engineering</a> 5--<a href='https://www.axios.com/2023/02/22/chatgpt-prompt-engineers-ai-job'>https://www.axios.com/2023/02/22/chatgpt-prompt-engineers-ai-job</a> ... Read more

11 Sep 2023

28 MINS

28:08

11 Sep 2023

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#258

Rust in the Cosmos: Decoding Communication Part 2 (Ep. 255)

#257

Rust in the Cosmos: Decoding Communication Part I (Ep. 254)

#256

AI and Video Game Development: Navigating the Future Frontier (Ep. 253)

#255

Kaggle Kommando's Data Disco: Laughing our Way Through AI Trends (Ep. 252)

#254

Revolutionizing Robotics: Embracing Low-Code Solutions (Ep. 251)

#253

Is SQream the fastest big data platform? (Ep. 250)

#252

OpenAI CEO Shake-up: Decoding December 2023 (Ep. 249)

#251

Careers, Skills, and the Evolution of AI (Ep. 248)

#250

Open Source Revolution: AI’s Redemption in Data Science (Ep. 247)

#249

Money, Cryptocurrencies, and AI: Exploring the Future of Finance with Chris Skinner [RB] (Ep. 246)

#248

Debunking AGI Hype and Embracing Reality [RB] (Ep. 245)

#247

Destroy your toaster before it kills you. Drama at OpenAI and other stories (Ep. 244)

#246

The AI Chip Chat 🤖💻 (Ep. 243)

#245

Rolling the Dice: Engineering in an Uncertain World (Ep. 242)

#244

How Language Models Are the Ultimate Database(Ep. 241)

#243

Elon is right this time: Rust is the language of AI (Ep. 240)

#242

Attacking LLMs for fun and profit (Ep. 239)

#241

Unlocking Language Models: The Power of Prompt Engineering (Ep. 238)