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The need for at least a third option

https://blog.ovalerio.net/archives/3359
1•birdculture•1m ago•0 comments

Ask HN: My product makes money, AI does the coding, and I feel useless

2•hellohiki•5m ago•0 comments

Ukraine needs a Starshield alternative. Can Europe deliver? – DW News [video]

https://www.youtube.com/watch?v=7Zz1ZxI9ldY
1•doener•6m ago•0 comments

Anti-Turing for AI: Presumption as a Form of Thought

https://medium.com/@smoking2man/anti-turing-for-ai-presumption-as-a-form-of-thought-9eb8ae8edc9f
1•Aldus551•6m ago•0 comments

Microsoft 365 Outage Continues: Tech Giant Has No Timeline for Recovery

https://www.forbes.com/sites/antoniopequenoiv/2026/11/13/microsoft-365-outage-continues-tech-gian...
1•truegoric•7m ago•0 comments

Apple Files Patent for a Phone Camera Hidden Behind the Screen

https://patentlyze.com/patent/apple-phone-camera-hidden-behind-screen/
1•DeepLogin•11m ago•0 comments

I made a drum and bass track inspired by the recent Nvidia drama

https://soundcloud.com/poivrenoirmusic/export-controlled-love
1•bigcarrotcake•14m ago•0 comments

Why a 98%-accurate model leaves an agent's state right only 21% of the time

https://zenodo.org/records/23958737
2•shalendragaur•16m ago•0 comments

The FAA Rolled Out AI Air Traffic Tool a Few Days Ago?

https://gizmodo.com/the-faa-is-rolling-out-its-ai-air-traffic-tool-nationwide-2000839347
2•nephihaha•16m ago•0 comments

Ask HN: Why isn't the Solid protocol more popular?

1•laianav•17m ago•1 comments

OLED iPad mini review: A modern multitasker

https://sixcolors.com/post/2026/11/ipad-mini-review-a-modern-multitasker/
1•tosh•22m ago•0 comments

Beneath React Native on Vega

https://dcordero.me/posts/beneath-react-native-on-vega.html
1•dcordero•23m ago•0 comments

Show HN: Orty – AI lead qualification for freelancers

https://getorty.work
1•Rayene•23m ago•0 comments

Scale of Universe Visualization

https://scaleofuniverse.com/en
1•iamanatom•30m ago•1 comments

Tegelwippen: People in the Netherlands are removing paving slabs

https://northwestbylines.co.uk/environment/tegelwippen-people-in-the-netherlands-are-removing-pav...
2•DamonHD•32m ago•0 comments

Behind the Nvidia Affair Sits a Vast Chinese Spying Machine

https://www.wsj.com/world/nvidia-china-espionage-spy-hacking-ai-174c366b
3•pretext•35m ago•0 comments

Writing a DSL for high performance parallel programming in OxCaml

https://blog.janestreet.com/writing-a-dsl-for-high-performance-parallel-programming-in-oxcaml/
1•joshcsimmons•43m ago•0 comments

The Rise and Reckoning of Jensen Huang – The Circuit with Emily Chang [video]

https://www.youtube.com/watch?v=JW5s9Md4U2U
1•saikatsg•47m ago•0 comments

Show HN: Image Ads Turn Product Shots into Scroll-Stoppers

1•eliastuti993•49m ago•0 comments

One process per VM: MacVisor design and architecture

https://scaleninja.com/blog/one-process-per-vm/
2•onzr•52m ago•0 comments

Show HN: Autoeditor – AI for retention video editing

https://www.autoeditor.app/
2•Quise2003•53m ago•1 comments

XYBench: Helping with the Problem Behind the Question

https://huggingface.co/blog/allenai/xybench
1•adunk•54m ago•0 comments

Without Sega, Nvidia likely wouldn't exist today

https://automaton-media.com/en/news/without-sega-nvidia-likely-wouldnt-exist-today-nvidia-ceo-and...
2•tosh•57m ago•0 comments

The multiplier effect: How authoring tools can transform web accessibility

https://www.w3.org/blog/2026/the-multiplier-effect-how-authoring-tools-can-transform-web-accessib...
1•ThibWeb•58m ago•0 comments

How the Jensen Huang scandal created a headache for business-friendly Singapore

https://www.bbc.com/news/articles/ck1exevgql4qo
2•saikatsg•58m ago•0 comments

CrossPoint Reader 2.0

https://crosspointreader.com
1•chasingbrains•59m ago•0 comments

Minnesota mayoral race was a dead-even tie; they drew the winner from a bag

https://www.cnn.com/2026/11/14/us/minnesota-mayoral-race-tie
2•1659447091•1h ago•0 comments

Jensen Huang Affairs Tracker

https://jensenhuangtracker.surge.sh
1•julienmartlet•1h ago•0 comments

Show HN: Free Llms.txt Generator

https://amplifyklicks.com/free-llms-txt-generator/
1•amplifyklicks•1h ago•0 comments

Shine Bright for Voyager's Light‑Day

https://science.nasa.gov/mission/voyager/voyager-1/shine-bright-for-voyagers-light-day/
1•thunderbong•1h ago•0 comments
Open in hackernews

Ask HN: How is Julia for data analysis coming along?

1•juujian•1y ago
For a hot minute, Julia revived a lot of attention. Haven't heard anything in a while. I have my computing needs covered by R and Julia, and last time I tried Julia (two years ago? Three?) it didn't take me long to find something that would be non-trivial to do/wasn't implemented. Now I'm having some need for faster for larger datasets, and I like the idea of a typed language. What's the status?

Comments

poobear22•1y ago
I had about 14 yrs of R exposure and really liked it, but it was time to try something new. I cut over to Julia with my "retirement" and I've had no issues at all with it. With LLMs, it is different, as I needed to learn R from the ground up, "the hard way" and with LLMs, I find myself working at a more elevated level, knowing Julia less than I know R, but getting things accomplished in a quicker manner. It does seem the ecosystem of libraries is a more limited, but from my experience, its just been a little more work on my part and I have resolved what I needed to. When I look at my finished code, I fine it more readable and supportable than my historical R code. Again, my experiences are different with the LLM support offered today. A side note: I really wanted to avoid Python, it just never resonated with me. But, when I compare my Julia code with what I'd have in Python, Julia wins for me hands down. So, for me, over all, I have no complaints and have no reason not to be with this language for a long time.
MScholar•1y ago
I have been loving using Julia for data munging and Exploratory Data Analysis. It's performant and fun to use. Here are my observations:

Some parts of the JuliaData ecosystem are uber cool, like DataFrames, TidierData, DuckDB, etc. However, they lack robust support for parquet, iceberg, accessing data in ADLS, etc. There are workarounds like using DuckDB for accessing parquet files, but that's not always ideal.

For visualization, there are tons of great libraries like Makie (complex and powerful), VegaLite (very easy to use), and PlotlyLight.

One aspect which is seriously lacking is the ability to create nice web applications. There is GenieFramework (somehow I have always encountered issues with it), then there is Pluto (also a great idea but not a great experience). For static reports, QuartoNotebooks are awesome.

Once you start going deeper into statistical analysis, my experience is hit-or-miss depending upon what I am trying to do. The TimeSeries analysis ecosystem, for example, is fragmented and not as mature.

But with the advent of LLMs, I can easily and quickly write code and create custom functions for just the task I am working on, which I believe would be great for Julia. You can quickly create a custom, performant, pure Julia implementation for the task at hand.

For interacting with LLMs, PromptingTools.jl is awesome.

TheWiggles•1y ago
If you need a web application you could also use Oxygen.jl.
MScholar•1y ago
Oxygen.jl is nice. But what I really need for simple analysis is something like Gradio or Streamlit. Or even something like IPyWidgets for Jupyter would be good.