NVIDIA just made Pandas 150x faster with zero code... changes. All you have to do is: %load_ext cudf.pandas import pandas as pd Their RAPIDS library will automatically know if you're running on GPU or CPU and speed up your processing. You can try it here: Repo:show more

100x faster alternative to Pandas! (It can even beat... GPU dataframe libraries) While Pandas is the most popular DataFrame library, it has some major limitations: - Pandas only uses a single CPU core. - It often creates bulky DataFrames - Its eager (immediate) execution prevents global optimization Introducing FireDucks a highly optimized, drop-in replacement for Pandas. Just change one line of code and you're good to go: ↳ import fireducks.pandas as pd The video below shows a comparison of FireDucks with cuDF—a GPU DataFrame library. In this case, it's even faster than cuDF. That said, the query in the video has chaining operations and it uses all columns. By manually optimizing and working only with the necessary columns, the run-time decreased to: - Pandas: 14 seconds (down from 48 seconds) - FireDucks: 0.8 seconds (unchanged) [SIMILAR] - cuDF: 0.9 seconds (down from 2.6 seconds) This demonstrates that FireDucks' compiler automatically performs the same optimizations that you would need to explicitly implement in cuDF and Pandas. Most importantly, the optimization does not affect the final result. I've shared a link to the Colab notebook in the next tweet. _____ Find me → Akshay 🚀 ✔️ For more insights and tutorials in AI and Machine Learning.show more

Did you know that Red Pandas use their tails... as pillows?show more

Do pandas actually have a purpose or are they... just here for vibes?show more

Makes Pandas 20x Faster using FireDucks... ...by changing JUST... ONE LINE of code. Pandas has a few limitations: - a single-core computation. - creates bulky DataFrames. - always follows an eager execution mode (every op triggers immediate computation), which is why it cannot prepare a smart execution plan that optimizes the entire sequence of operations. FireDucks is a heavily optimized alternative with exactly the same API as Pandas’ that addresses these. There are three ways to use it: 1) Load the extension: %𝐥𝐨𝐚𝐝_𝐞𝐱𝐭 𝗳𝗶𝗿𝗲𝗱𝘂𝗰𝗸𝘀.𝐩𝐚𝐧𝐝𝐚𝐬; 𝗶𝗺𝗽𝗼𝗿𝘁 𝗽𝗮𝗻𝗱𝗮𝘀 𝗮𝘀 𝗽𝗱 2) Import FireDucks instead of Pandas: 𝐢𝐦𝐩𝐨𝐫𝐭 𝗳𝗶𝗿𝗲𝗱𝘂𝗰𝗸𝘀.𝐩𝐚𝐧𝐝𝐚𝐬 𝐚𝐬 𝐩𝐝 3) If you have a Python script, execute is as follows: 𝗽𝘆𝘁𝗵𝗼𝗻3 -𝗺 𝗳𝗶𝗿𝗲𝗱𝘂𝗰𝗸𝘀.𝗽𝗮𝗻𝗱𝗮𝘀 𝗰𝗼𝗱𝗲.𝗽𝘆 Done! ✅ Check this out👇show more

Did you know that Red Pandas use their tails... as pillows 🥺show more

Update: it’s even easier and faster now. If the... PNL card has a referral code, you can just save it and upload it to Hyperview. It will detect the referral code and automatically redirect you to the wallet. If there’s no referral code it will automatically extract the entry price, leverage and trade direction to find matching positions like in the video below.show more

If you're running into issues or have gotten stuck,... you can try using the Save History function! If that doesn't work, we'll help as best we can at our support account The Plucky Squire - Official Support and Help We are working on updates for all versions and will let you know when they can go out!show more

🐼🇯🇵🇨🇳 Japan will lose all its pandas in its... zoos for the first time since 1973 due to cooling relations with China... The last remaining giant pandas in Japan, twins Xiao Xiao & Lei Lei from Ueno Zoo in Tokyo, are scheduled to be returned to China as their lease expires *Just for you to know: legally, all giant pandas worldwide are considered property of China, even those born in foreign zoosshow more

Can YOU guess whose signature is on these helmets?... 🤔🏈 Think you know? DM us your guess, and if you're right, we’ll hook you up with a special promo code!show more

I have a $5 program you can purchase and... do at your own speed 🖤 If you want to improve your legs/butt, you need to try it out!show more

Lots of people asked for it, so here it... is. You can now import your entire backlog of X bookmarks into GatherOS, in addition to automatically syncing every new one you save. Next up: Instagram bookmarks Try it free:show more

FYI, if you swap DLSS to v310.5.2 and change... preset to "Always use latest", you will get the automatically changing preset. Watch as changing DLSS mode also changes the preset. This setting will be renamed to "Recommended by NVIDIA" or "NVIDIA recommended" in the next updateshow more

Grokipedia just leveled up big time! You can now... listen to any article with built-in audio, even crank it to 2× speed. Read or listen, your call. Grokipedia is now your pocket audiobook library.show more

just made it possible to evaluate generalist robotics models... like Octo at 60-100x real world evaluation speeds via gpu simulation and rendering (~10x faster than original cpu sim code). All videos below are from our open source ManiSkill GPU sim!show more

We’ve made the decision to relaunch $Pandu Pandas on... Pump.fun 🚀 Ca: 2xm2WZ9krE2YAArRC6S6ZzJAYgN813K6hh2dawKjpump The main reason is simple: higher activity, more visibility, and stronger community momentum. We want to put Pandu Pandas in an environment where it can grow faster, reach more people, and thrive. This is a fresh start with bigger energy, better exposure, and a clear focus on building awareness. holders — you’re now able to migrate your tokens into the new $PANDU ecosystem 🐼🚀 You can do this through our official DApp or do manual sending. for manual sending you can find the instruction in: The migration supply snapshot will be taken at Solana block #411710061 Only supply recorded at that block will be eligible to claim.show more

We’ve partnered with Family to make onboarding on SOCLLY... smoother than ever.⚡️ No extensions. No seed phrase stress. Just your email or phone number and boom you're in.💥 And yes, you can import your existing one too: Try it now: Connect with Family Wallet on 💜show more

You can start your new year with a cupcake,... or you can put it all on the line. Texas and Ohio State know their choice.show more

Panda playground chaos = instant serotonin boost! 🐼✨ These... fluffy pandas are living their best lives while their keeper turns them round and round…is it the pandas or their keeper who is having the most fun?show more

Wow. You can literally chat with any GitHub repo... now! Just pop "talkto" in front of "github" in the URL, and BOOM, you're chatting with your codebase! 🤯 It launches a full chat UI where you can ask the code anything. 100% open-source. Repo link below ↓show more

What if you could navigate the running code of... all your systems and touch their data with your own hands?show more