Pandas is a powerful data analysis and manipulation library... for Python! NVIDIA just made Pandas 150x faster with zero code changes🔥 All you have to add is just a couple of lines of code: %load_ext cudf.pandas import pandas as pdshow 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

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

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

A whole squad of baby pandas just chilling on... the grass 🐼#Pandashow 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

yeni notebook açar açmaz pandas import işi

a pandas favorite way to travel is by slide 🐼

Pandas just look like they are humans in a... panda costumeshow more

Sound of baby pandas

⛩️ SENSEI x SANDWATCH ⛩️ Let’s bring Sensei pandas... to life! All pandas who comment within the next 6 hours and follow @Sandwatchai, will get a custom video for their panda 🐼show more

Reanimated 3 lets you add buttery smooth layout animations... with just a few lines of code. 🧈 🧈 🧈 Material Design's shared axis animation? No problem for reanimated 🧙‍♂️ Should we make a helper library with some of these? 🤔show more

Russia may not be able to hurt the US... with a single punch now, but the pandas raised in Russia probably can. Here are Chinese giant pandas Ru Yi & Ding Ding in Moscow, and both of them have gained 40kg in Russia.show more

It’s #InternationalRedPandaDay! Stop by the Zoo to celebrate with... Leela and the other red pandas today, and learn how to support red pandas in the wild. #FutureForWildlifeshow more

Red pandas having a snack!

Pandas throwing a tea party

I’m convinced that pandas are just drunk people in costumes

Camping for Pandas? 💀

The playful pandas are at it again! Even pandas... love a plastic swimming pool filled with colorful plastic balls! And I love watching them! Does it seem like they act like human children to you too?show more

a job that pays you to cuddle pandas, would... you take this job?show more