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    Sam Charrington

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  • BIG INTV: San Francisco Mayor Daniel Lurie: ‘We Are a City on the Rise’

    1 DAY AGO

    1

    BIG INTV: San Francisco Mayor Daniel Lurie: ‘We Are a City on the Rise’

    Since taking office, San Francisco’s mayor has been on a quest to revitalize the city and increase public safety. He’s also kept the National Guard out—with a little help from some very powerful friends. Katie sat down with Mayor Lurie (who took off his shoes) on stage at WIRED’s Big Interview Event in San Francisco.  Join WIRED’s best and brightest on Uncanny Valley as they dissect the collision of tech, politics, finance, and business, from Alexis Ohanian's newest tech venture to the effects of inaccurate information from artificial intelligence (AI) chatbots on social protests. Learn about your ad choices: dovetail.prx.org/ad-choices

    1 day ago

    •
    31 min
  • Computer Science from Scratch

    3 DEC

    2

    Computer Science from Scratch

    A lot of people building software today never took the traditional CS path. They arrived through curiosity, a job that needed automating, or a late-night itch to make something work. This week, David Kopec joins me to talk about rebuilding computer science for exactly those folks, the ones who learned to program first and are now ready to understand the deeper ideas that power the tools they use every day. Episode sponsors Sentry Error Monitoring, Code TALKPYTHON NordStellar Talk Python Courses Links from the show David Kopec: davekopec.com Classic Computer Science Book: amazon.com Computer Science from Scratch Book: computersciencefromscratch.com Computer Science from Scratch at NoStartch (CSFS30 for 30% off): nostarch.com Watch this episode on YouTube: youtube.com Episode #529 deep-dive: talkpython.fm/529 Episode transcripts: talkpython.fm Theme Song: Developer Rap 🥁 Served in a Flask 🎸: talkpython.fm/flasksong ---== Don't be a stranger ==--- YouTube: youtube.com/@talkpython Bluesky: @talkpython.fm Mastodon: @[email protected] X.com: @talkpython Michael on Bluesky: @mkennedy.codes Michael on Mastodon: @[email protected] Michael on X.com: @mkennedy

    3 Dec

    •
    1h 17m
  • Cracking the Cold Start Problem

    2 DAYS AGO

    3

    Cracking the Cold Start Problem

    In this episode of Data Skeptic, we dive deep into the technical foundations of building modern recommender systems. Unlike traditional machine learning classification problems where you can simply apply XGBoost to tabular data, recommender systems require sophisticated hybrid approaches that combine multiple techniques. Our guest, Boya Xu, an assistant professor of marketing at Virginia Tech, walks us through a cutting-edge method that integrates three key components: collaborative filtering for dimensionality reduction, embeddings to represent users and items in latent space, and bandit learning to balance exploration and exploitation when deploying new recommendations. Boya shares insights from her research on how recommender systems impact both consumers and content creators across e-commerce and social media platforms. We explore critical challenges like the cold start problem—how to make good recommendations for brand new users—and discuss how her approach uses demographic information to create informative priors that accelerate learning. The conversation also touches on algorithmic fairness, revealing how her method reduces bias between majority and minority (niche preference) users by incorporating active learning through bandit algorithms. Whether you're interested in the mathematics of recommendation engines or the broader implications for digital platforms, this episode offers a comprehensive look at the state-of-the-art in recommender system design.

    2 days ago

    •
    40 min
  • #461: This episdoe has a typo

    2 DAYS AGO

    4

    #461: This episdoe has a typo

    Topics covered in this episode: PEP 798: Unpacking in Comprehensions Pandas 3.0.0rc0 typos A couple testing topics Extras Joke Watch on YouTube About the show Sponsored by us! Support our work through: Our courses at Talk Python Training The Complete pytest Course Patreon Supporters Connect with the hosts Michael: @[email protected] / @mkennedy.codes (bsky) Brian: @[email protected] / @brianokken.bsky.social Show: @[email protected] / @pythonbytes.fm (bsky) Join us on YouTube at pythonbytes.fm/live to be part of the audience. Usually Monday at 10am PT. Older video versions available there too. Finally, if you want an artisanal, hand-crafted digest of every week of the show notes in email form? Add your name and email to our friends of the show list, we'll never share it. Michael #1: PEP 798: Unpacking in Comprehensions After careful deliberation, the Python Steering Council is pleased to accept PEP 798 – Unpacking in Comprehensions. Examples [*it for it in its] # list with the concatenation of iterables in 'its' {*it for it in its} # set with the union of iterables in 'its' {**d for d in dicts} # dict with the combination of dicts in 'dicts' (*it for it in its) # generator of the concatenation of iterables in 'its' Also: The Steering Council is happy to unanimously accept “PEP 810, Explicit lazy imports” Brian #2: Pandas 3.0.0rc0 Pandas 3.0.0 will be released soon, and we’re on Release candidate 0 Here’s What’s new in Pands 3.0.0 Dedicated string data type by default Inferred by default for string data (instead of object dtype) The str dtype can only hold strings (or missing values), in contrast to object dtype. (setitem with non string fails) The missing value sentinel is always NaN (np.nan) and follows the same missing value semantics as the other default dtypes. Copy-on-Write The result of any indexing operation (subsetting a DataFrame or Series in any way, i.e. including accessing a DataFrame column as a Series) or any method returning a new DataFrame or Series, always behaves as if it were a copy in terms of user API. As a consequence, if you want to modify an object (DataFrame or Series), the only way to do this is to directly modify that object itself. pd.col syntax can now be used in DataFrame.assign() and DataFrame.loc() You can now do this: df.assign(c = pd.col('a') + pd.col('b')) New Deprecation Policy Plus more - Michael #3: typos You’ve heard about codespell … what about typos? VSCode extension and OpenVSX extension. From Sky Kasko: Like codespell, typos checks for known misspellings instead of only allowing words from a dictionary. But typos has some extra features I really appreciate, like finding spelling mistakes inside snake_case or camelCase words. For example, if you have the line: *connecton_string = "sqlite:///my.db"* codespell won't find the misspelling, but typos will. It gave me the output: *error: `connecton` should be `connection`, `connector` ╭▸ ./main.py:1:1 │1 │ connecton_string = "sqlite:///my.db" ╰╴━━━━━━━━━* But the main advantage for me is that typos has an LSP that supports editor integrations like a VS Code extension. As far as I can tell, codespell doesn't support editor integration. (Note that the popular Code Spell Checker VS Code extension is an unrelated project that uses a traditional dictionary approach.) For more on the differences between codespell and typos, here's a comparison table I found in the typos repo: https://github.com/crate-ci/typos/blob/master/docs/comparison.md By the way, though it's not mentioned in the installation instructions, typos is published on PyPI and can be installed with uv tool install typos, for example. That said, I don't bother installing it, I just use the VS Code extension and run it as a pre-commit hook. (By the way, I'm using prek instead of pre-commit now; thanks for the tip on episode #448!) It looks like typos also publishes a GitHub action, though I haven't used it. Brian #4: A couple testing topics slowlify suggested by Brian Skinn Simulate slow, overloaded, or resource-constrained machines to reproduce CI failures and hunt flaky tests. Requires Linux with cgroups v2 Why your mock breaks later Ned Badthelder Ned’s taught us before to “Mock where the object is used, not where it’s defined.” To be more explicit, but probably more confusing to mock-newbies, “don’t mock things that get imported, mock the object in the file it got imported to.” See? That’s probably worse. Anyway, read Ned’s post. If my project myproduct has user.py that uses the system builtin open() and we want to patch it: DONT DO THIS: @patch("builtins.open") This patches open() for the whole system DO THIS: @patch("myproduct.user.open") This patches open() for just the user.py file, which is what we want Apparently this issue is common and is mucking up using coverage.py Extras Brian: The Rise and Rise of FastAPI - mini documentary “Building on Lean” chapter of LeanTDD is out The next chapter I’m working on is “Finding Waste in TDD” Notes to delete before end of show: I’m not on track for an end of year completion of the first pass, so pushing goal to 1/31/26 As requested by a reader, I’m releasing both the full-so-far versions and most-recent-chapter Michael: My Vanishing Gradient’s episode is out Django 6 is out Joke: tabloid - A minimal programming language inspired by clickbait headlines

    2 days ago

    •
    29 min
  • Amy's Crazy Husband - Can One Build a Truly Anonymous Laptop?

    3 DAYS AGO

    5

    Amy's Crazy Husband - Can One Build a Truly Anonymous Laptop?

    What happens if your internet provider gets the blame for what you download? This week, the panel unpacks a billion-dollar copyright battle at the Supreme Court that could upend how we all use the web. Justice Alito Makes The Most Sense, Or This Week At The Supreme Court In The Cox-Sony Copyright Case First Porn, Now Skin Cream? 'Age Verification' Bills Are Out of These new FDA-approved glasses promise to slow nearsightedness in kids. Here's how they work Amazon Tests U.S. Ultrafast Delivery Offering What the heck is going on at Apple? | CNN Business Meta's Zuckerberg Plans Deep Cuts for Metaverse Efforts Meta acquires AI device startup Limitless Instagram mandates total return to office for employees in 2026 Is Netflix Trying to Buy Warner Bros. or Kill It? - Slashdot School Cell Phone Bans and Student Achievement RoboCop statue rises in Detroit: 'Big, beautiful, bronze piece of art' People who talk with their hands seem clearer, more persuasive - Fast Company (a petition to cancel Twitter's trademark for abandonment) Host: Leo Laporte Guests: Amy Webb, Cathy Gellis, and Brian Woolf Download or subscribe to This Week in Tech at https://twit.tv/shows/this-week-in-tech Join Club TWiT for Ad-Free Podcasts! Support what you love and get ad-free shows, a members-only Discord, and behind-the-scenes access. Join today: https://twit.tv/clubtwit Sponsors: miro.com expressvpn.com/twit bitwarden.com/twit ZipRecruiter.com/twit canary.tools/twit - use code: TWIT

    3 days ago

    •
    2h 56m
  • Episode 2: Me and My Scammer

    16/07/2024

    6

    Episode 2: Me and My Scammer

    Evan turns his AI-powered voice agent loose on the people who are always at the forefront of technological adoption: the fraudsters and the rip-off artists. How will the scammers and spammers react when they face Evan’s voice agent in a battle of wits? And what happens when they deploy the same kind of AI voice agents on Evan that he’s using on them? Shell Game is made by humans. More specifically, it's produced and edited by Sophie Bridges, and written and hosted by Evan Ratliff. Samantha Henig is our executive producer. Visit shellgame.co to find out more and support the show. New episodes drop on Tuesdays. This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit www.shellgame.co/subscribeSee omnystudio.com/listener for privacy information.

    16/07/2024

    •
    37 min
  • Scaling Agentic Inference Across Heterogeneous Compute with Zain Asgar

    2 DEC

    7

    Scaling Agentic Inference Across Heterogeneous Compute with Zain Asgar

    In this episode, Zain Asgar, co-founder and CEO of Gimlet Labs, joins us to discuss the heterogeneous AI inference across diverse hardware. Zain argues that the current industry standard of running all AI workloads on high-end GPUs is unsustainable for agents, which consume significantly more tokens than traditional LLM applications. We explore Gimlet’s approach to heterogeneous inference, which involves disaggregating workloads across a mix of hardware—from H100s to older GPUs and CPUs—to optimize unit economics without sacrificing performance. We dive into their "three-layer cake" architecture: workload disaggregation, a compilation layer that maps models to specific hardware targets, and a novel system that uses LLMs to autonomously rewrite and optimize compute kernels. Finally, we discuss the complexities of networking in heterogeneous environments, the trade-offs between numerical precision and application accuracy, and the future of hardware-aware scheduling. The complete show notes for this episode can be found at https://twimlai.com/go/757.

    2 Dec

    •
    49 min
  • Episode 1: Quality Assurance

    09/07/2024

    8

    Episode 1: Quality Assurance

    This is the story of what happens when Evan Ratliff, a longtime tech journalist, makes a digital copy of himself, powered by AI, in order to understand how amazing and scary and utterly ridiculous the world is about to get. In Episode 1, Evan clones his voice, hooks it up to a chat bot and his phone line, and sends it off to tangle with customer service representatives.Shell Game is made by humans. More specifically, it's produced and edited by Sophie Bridges, and written and hosted by Evan Ratliff. Samantha Henig is our executive producer. Visit shellgame.co to find out more and support the show. New episodes drop on Tuesdays. This is a public episode. If you'd like to discuss this with other subscribers or get access to bonus episodes, visit www.shellgame.co/subscribeSee omnystudio.com/listener for privacy information.

    09/07/2024

    •
    33 min
  • Technical advances in document understanding

    2 DEC

    9

    Technical advances in document understanding

    Chris and Daniel unpack how AI-driven document processing has rapidly evolved well beyond traditional OCR with many technical advances that fly under the radar. They explore the progression from document structure models to language-vision models, all the way to the newest innovations like Deepseek-OCR. The discussion highlights the pros and cons of these various approaches focusing on practical implementation and usage. Featuring: Chris Benson – Website, LinkedIn, Bluesky, GitHub, XDaniel Whitenack – Website, GitHub, XSponsors: Shopify – The commerce platform trusted by millions. From idea to checkout, Shopify gives you everything you need to launch and scale your business—no matter your level of experience. Build beautiful storefronts, market with built-in AI tools, and tap into the platform powering 10% of all U.S. eCommerce. Start your one-dollar trial at shopify.com/practicalaiFabi.ai - The all-in-one data analysis platform for modern teams. From ad hoc queries to advanced analytics, Fabi lets you explore data wherever it lives—spreadsheets, Postgres, Snowflake, Airtable and more. Built-in Python and AI assistance help you move fast, then publish interactive dashboards or automate insights delivered straight to Slack, email, spreadsheets or wherever you need to share it. Learn more and get started for free at fabi.aiFramer – Design and publish without limits with Framer, the free all-in-one design platform. Unlimited projects, no tool switching, and professional sites—no Figma imports or HTML hassles required. Start creating for free at framer.com/design with code `PRACTICALAI` for a free month of Framer Pro.Upcoming Events:  Register for upcoming webinars here!

    2 Dec

    •
    49 min
  • #334 The State of Data & AI with Tom Tunguz, VC at Theory Ventures

    1 DEC

    10

    #334 The State of Data & AI with Tom Tunguz, VC at Theory Ventures

    The AI landscape is evolving at breakneck speed, with new capabilities emerging quarterly that redefine what's possible. For professionals across industries, this creates a constant need to reassess workflows and skills. How do you stay relevant when the technology keeps leapfrogging itself? What happens to traditional roles when AI can increasingly handle complex tasks that once required specialized expertise? With product-market fit becoming a moving target and new positions like forward-deployed engineers emerging, understanding how to navigate this shifting terrain is crucial. The winners won't just be those who adopt AI—but those who can continuously adapt as it evolves. Tomasz Tunguz is a General Partner at Theory Ventures, a $235m early-stage venture capital firm. He blogs at tomtunguz.com & co-authored Winning with Data. He has worked or works with Looker, Kustomer, Monte Carlo, Dremio, Omni, Hex, Spot, Arbitrum, Sui & many others. He was previously the product manager for Google's social media monetization team, including the Google-MySpace partnership, and managed the launches of AdSense into six new markets in Europe and Asia. Before Google, Tunguz developed systems for the Department of Homeland Security at Appian Corporation. In the episode, Richie and Tom explore the rapid investment in AI, the evolution of AI models like Gemini 3, the role of AI agents in productivity, the shifting job market, the impact of AI on customer success and product management, and much more. Links Mentioned in the Show: Theory VenturesConnect with TomTom’s BlogGavin Baker on MediumAI-Native Course: Intro to AI for WorkRelated Episode: Data & AI Trends in 2024, with Tom Tunguz, General Partner at Theory VenturesRewatch RADAR AI  New to DataCamp? Learn on the go using the DataCamp mobile appEmpower your business with world-class data and AI skills with DataCamp for business

    1 Dec

    •
    43 min

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