Last reminder for local @numerai participants and curious data scientists in the San Fran/Bay Area 👀 @parmarsuraj99 and I from the @NumeraiCoE will be gate-crashing Unsentient's local Numerai Meetup tomorrow, 6-8pm PT at the NoiseBridge Hackerspace. Registration in 🧵 below 👇

We enjoyed meeting with the @queensu QUANTT Club

A (Grand)Master-Stroke by @numerai to introduce Season Titles. It brings a sense of belongingness to the community and motivates to push harder for the next tier. An 'Expert' in the hardest data science tournament sounds lit.

Today, Numerai is introducing a prestige system of titles for all Numerai participants. Introducing: Numerai Grandmasters

t.co

Imagine you’re competing in a data science tournament and in the middle of it *the rules change* and the *number of features available increases*, and the *objective of the tournament changes*, and your predictions are being used to trade *a real hedge fund* and *your rewards are…

Important update on scoring in the Numerai Tournament: a return to Meta Model Contribution only

It just got better! Can query @numerai GraphQL in natural language.

Introducing Benchmark Models Numerai builds internal models on each new target and data release. We will begin giving out the predictions for all of these models, and details about how they are created to help inspire new model ideas from the community.

t.co

@numerai has released the historical predictions for benchmark models. These models are trained on different targets from different data releases.

Following the depreciation of V2 dataset from @numerai I already see some significant changes in my model performance 👀 My correlation is a bit down but my True Contribution has skyrocketed 🚀 CWMM and APCWNM are also close to 0 👌 Consistency is 🗝️

Stacking @numerai gold medals🥇 $NMR #DataScience #MachineLearning

the Numerai club @Caltech 🧑‍💻

Hey @NumeraiCoE , thanks again for your support. Meeting the #Toronto community was fantastic! Slides are now available:

t.co

- Intro to ML + @numerai by @aventurine_eth - #NumerWiki by @petey_ling - Signals + LM by @parmarsuraj99 - My #Numerati dashboard

Digging the Numerblox 1.0 library from @CrowdCent used for the @numerai competition and WOW👀 The end-to-end @scikit_learn pipelines is so powerful and scalable 📶 I am only scratching the surface but I can already recommend it in @numerai competition 🚀 Next up 👉 #Signals 💪

@matlabulous ’ memes are TC for Numerai. @richardcraib

. @parmarsuraj99 is also working on @numerai #SignalsLite

. @NumeraiCoE kicking off the @numerai #Toronto #meetup

Gm Toronto! 🇨🇦 This Saturday the 14th, we're hosting our 5th @numerai community #meetup, and you won't want to miss it! 🤖 Dive into the world of #finance & #MachineLearning 📍 Venue @Startuptive 🎟️ RSVP

t.co

See you there!

最近公開のモデル作っているので、次のモデルはマルチターゲットで作って公開してみます!

Monday will be a sad day for @numerai V2 and V3 datasets 🌧️ I ran my oldest model on V2 data with a CORR/CORRV2 consistently in the top 5% of the competition over the last 3 years 💪 Consistency is 🗝️ Goodbye old friend 🥲 NB: v2_equivalent_features ≠ v2 data #saveV2data

Numerai Rain Dataset - an introduction by Numerai's Chief of Data, Michael Phillips

📢 Calling all data enthusiasts in #Toronto 🇨🇦 📊 Get ready for the @numerai community #meetup, where the brightest minds in data science and finance converge! 🌟 🧵👇

@numerai New User dashboard is amazing. It consolidates the users' models and shows the aggregate performance. Although I'm in top 100, the returns have been brutal past few months. But, as they say, what doesn't make you quit, makes you stronger.

t.co

numeraiでアカウント別のモデル集約したパフォーマンスのリーダーボード出るようになってる。

Check out the introduction to the Rain dataset in the latest edition of Quant Club, presented by Numerai's Chief of Data Michael Phillips, and our Chief Scientist Michael Oliver

Retrain on Rain: Numerai has just released the Rain dataset, containing 666 new features and 12 new targets, with entirely new feature groups to give Numerai data scientists a new way to do feature selection.

ShatteredX is dominating the @numerai Leaderboard on #NMR 1 year return!!! 👀

This weekend @numerai released its new Rain (v4.2) dataset. You can now easily download this new data with only a few lines of code using NumerBlox! (1/3)

hit my first gold medal on @numerai Signals! with the pipeline fully automated, it's time to build more, better and uncorrelated models 🛠️

Numerati SF: Hacking the Stock Market with ML/AI - a Numerai Community Meetup We had a great time at the community-hosted Numerai meetup earlier this week in San Francisco, where our founder Richard Craib made a surprise appearance.

t.co

Get started:

t.co

Numerai Signals Live Upgrades with Numerai founder Richard Craib and @cs_hanes

Model uploads from @numerai are a great step for onboarding new set of participants and removing the initial hurdles. Users can now focus more on model building research and not have to worry about deployment. 👇

Numerai Signals Live Upgrades with Numerai founder @richardcraib and @cs_hanes

Almost 1000 new models have been uploaded since Model Uploads launched ~1m ago.

Every e/acc and e/dec account must automate submitting predictions to @numerai in order to lower the friction (or gap) between money allocated and value created. Only then we can achieve max throughput on resources.

This I like 🔥🔥

(日本語) Numerai Model Upload

Love this podcast with @richardcraib , where he gives us a peek under the hood for @numerai and how it works on the @InfiniteL88ps podcast. Would be interesting to see how their method could translate to ecosystem modeling

t.co

#OpenSource #Ecosystem #Desci

Era splitting presentation | Numerai Quant Club In the latest episode of Quant Club, we walk through building a tree model with training data, deciding which split to use, and information gain for possible splits.

If you are on #kaggle, you can check and run Hello @numerai tutorial with new model upload functionality there:

build a Numerai model, upload it as a pickle file and your predictions will automatically be sent to us every day forever.

Introducing Model Uploads

Had a few Colab Pro credits remaining this week. Why not use it to attempt to demystify @numerai True Contribution (TC) by tuning an LLM on discussions and forum texts. 🤗:

t.co

Forum:

t.co

responses before and after training.

My guest @richardcraib posits that the underlying structure of markets makes them especially conducive to crowdsourced machine learning solutions, listen in:

Why is @numerai so innovative? Obfuscated data. @richardcraib explains 👇

新卒のときを思い出しますね（遠い目 ChatGPTのCode InterpreterでNumeraiデータを分析（しようと）した｜katsu1110

t.co

#zenn

New podcast: How to Open Source Finance Numerai founder Richard Craib chats with Jim O'Shaughnessy on Infinite Loops about his path to starting Numerai, data and LLMs, and the master plan.

🚨New @InfiniteL88ps is up🚨 My guest @richardcraib is the founder & CEO of @numerai , a hedge fund where data scientists collaborate using AI to make investment recommendations. We discuss the innovative nature of the methodology/fund, exciting!

Financial time series model evaluation index with Numerai