Talk Python To Me - #497: Outlier Detection with Python

Have you ever wondered why certain data points stand out so dramatically? They might hold the key to everything from fraud detection to groundbreaking discoveries. This week on Talk Python to Me, we dive into the world of outlier detection with Python with Brett Kennedy. You'll learn how outliers can signal errors, highlight novel insights, or even reveal hidden patterns lurking in the data you thought you understood. We'll explore fresh research developments, practical use cases, and how outlier detection compares to other core data science tasks like prediction and clustering. If you're ready to spot those game-changing anomalies in your own projects, stay tuned.

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Episode #497 deep-dive: talkpython.fm/497
Episode transcripts: talkpython.fm

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The Government Huddle with Brian Chidester - 174: The One with the DoD Chief Experience Officer

Savanrith Kong, the First Chief Experience Officer for the United States Department of Defense joins the show to discuss why customer experience is critical in defense and national security. He also shares personal reflections on his leadership journey, insights from building the DoD's CX office from the ground up, and the strategic importance of storytelling, data-driven decisions, and user-centric design within large government organizations.

African Tech Roundup - From Policy to Independent Media: Fatu Ogwuche on Creative Storytelling in Tech

Episode overview: In this conversation, Fatu Ogwuche shares insights into her transition from working at Meta and consulting for Nigeria's Electoral Commission to launching her own media platform, Big Tech This Week. She discusses her entrepreneurial spirit, creative approach to storytelling, and the unique position independent creators hold in today's media landscape. Andile Masuku describes Ogwuche as "low-key the industry's head of intelligence" - a title earned through her knack for asking the right questions, journalistic research methods, and ability to get people comfortable enough to share meaningful insights about the African tech ecosystem. Key topics: - Transitioning from corporate roles to independent media ownership - The power of personality-driven content creation - Building authentic connections with interview subjects - Research as a foundation for compelling storytelling - The growth and evolution of Africa's tech media landscape - The balance between reporting ecosystem challenges and celebrating wins Notable points: 1. Ogwuche started Big Tech This Week as a hobby while working at Meta during the pandemic, seeking creative expression outside her corporate role 2. Her experience representing Nigeria's Electoral Commission on television at age 24-25 shaped her understanding of effective communication 3. The African tech and media ecosystems are both relatively young—many major startups and publications are only 10-16 years old 4. Independent creators are increasingly collaborating across borders to tell stories in fresh, compelling ways 5. Thorough research and genuine curiosity are central to Fatu's interview approach, allowing for deeper conversations with tech leaders Projects mentioned: - The Crossover Show 2024 - Ogwuche's year-end review featuring conversations with ecosystem leaders about significant trends and looking ahead to 2024 | Link: https://youtu.be/s31x58-EnJU?si=dvGqM9PDDnHFkSJP - "If Weekend Go Sweet" - A collaborative op-ed between Ogwuche and Masuku examining African tech's 2024 "Wednesday signals" | Link: https://www.africantechroundup.com/op-ed-if-weekend-go-sweet-fatu-ogwuches-reading-of-african-techs-2024-wednesday-signs-2/ - Backstories with Fatu - Ogwuche's interview series featuring tech entrepreneurs who don't typically do many interviews | Link: https://youtube.com/playlist?list=PLFFlwhyjoaXiZl0M34txzp8ACjqAQt8wC&si=v3XWNApO8Hik1rWo Fatu approaches her work with an authenticity that makes interview subjects comfortable sharing insights they might not reveal elsewhere. As both she and Andile note, what sets her apart is her combination of strategic intelligence, legal background, natural curiosity, and creative spark—along with a commitment to presenting information in ways that engage and inform. As the African tech ecosystem continues to develop alongside its media landscape, voices like Fatu's provide not just reporting but vital context and nuance, helping audiences understand both challenges and opportunities in a balanced way.

Code Story: Insights from Startup Tech Leaders - S10 Bonus: Don Gossen, Nevermined

Don Gossen is Canadian, but at this point, in name only. He lives in Portugal with his wife and 2 daughters. He grew up all over the world, and his career has afforded him to travel the globe. He's been in the machine learning space for 20 years, but spent his early days in statistical modeling - which was fun to setup, but boring to operate. For fun, he enjoys traveling and skiing, in particular off trail - and anywhere in Japan during the winter.

In 2016, Don caught the crypto bug, but not from the speculative component. He was fascinated with the providential integrity that is found in the blockchain. This culminated with 20 years of experience in deep tech, and led him down the path of AI agent payments.

This is the creation story of Nevermined.

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Big Technology Podcast - Why Can’t AI Make Its Own Discoveries? — With Yann LeCun

Yann LeCun is the chief AI scientist at Meta. He joins Big Technology Podcast to discuss the strengths and limitations of current AI models, weighing in on why they've been unable to invent new things despite possessing almost all the world's written knowledge. LeCun digs deep into AI science, explaining why AI systems must build an abstract knowledge of the way the world operates to truly advance. We also cover whether AI research will hit a wall, whether investors in AI will be disappointed, and the value of open source after DeepSeek. Tune in for a fascinating conversation with one of the world's leading AI pioneers.


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The Government Huddle with Brian Chidester - 173: The One with the NobleReach Foundation CEO

Arun Gupta, Chief Executive Officer of NobleReach Foundation joins the show to discuss innovative approaches to integrating top talent from the private sector into public service. He shares his personal journey and parallels between his early aspirations to become a sports general manager and his professional experience as a venture capitalist and the critical importance of assembling the right team and resources. We also address the broader implications of current workforce events and technological advancements, such as AI and cybersecurity, and their impact on workforce dynamics within government. 

 

Code Story: Insights from Startup Tech Leaders - S10 E25: Shmuel Kliger, Causely

Shmuel Kliger is a self proclaimed old man. He was born in Israel, and served in the army for 6 years. It was in the army where he obtained his passion for the space, from which he got his bachelors, masters and eventually, his PhD. Outside of tech, he is married with 4 kids and 2 grandchildren. He met his wife during grad school, and they now live in New York. When asked what he did for fun, he laughed and said that he enjoyed living in the "best city in the world", with everything at his fingertips.

When his past venture winded down, Schmuel found himself at the center of an idea that was the culmination of all his years in technology. To build something that could not only process large amounts of observability data - but could make sense of it, and take appropriate action.

This is the creation story of Causely.

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The Stack Overflow Podcast - Improving error monitoring with AI

Sentry is an application monitoring software. Explore the Sentry docs or get started in the sandbox.

Connect with Tillman on LinkedIn. You can also read his posts on the Sentry blog.

Listeners, how do you handle stack traces? How do you trace the root cause? Let us know at podcast@stackoverflow.com

Sentry user? The company would love to hear your feedback. Let them know what you think on Discord