# Latest **URL:** https://forum.numer.ai/latest.md?page=1 [Latest](https://forum.numer.ai/latest.md) · [Categories](https://forum.numer.ai/categories.md) **Page:** 2 --- ## [200 Trees Per Second with Cuda](https://forum.numer.ai/t/200-trees-per-second-with-cuda/7823)
**Author:** [@murkyautomata](https://forum.numer.ai/u/murkyautomata)\ **Replies:** 12\ **Last updated:** [December 30, 2025, 4:35pm UTC](https://forum.numer.ai/t/200-trees-per-second-with-cuda/7823 "2025-12-30T16:35:44Z")
You can build 200 trees per second on v5-all with my cuda extra tree booster (on an A100,) and it can fit a dataset several times larger. https://drive.google.com/file/d/1EU0a4mMLyUBCBLdjIS3\_qEM85bHERtKi/view?usp=sharin… --- ## [Borrowing NMR for avoid currency change risk](https://forum.numer.ai/t/borrowing-nmr-for-avoid-currency-change-risk/2866)
**Author:** [@eleven\_sigma](https://forum.numer.ai/u/eleven_sigma)\ **Replies:** 26\ **Last updated:** [December 28, 2025, 9:16am UTC](https://forum.numer.ai/t/borrowing-nmr-for-avoid-currency-change-risk/2866 "2025-12-28T09:16:03Z")
Hi, I’m interested in stack up to 50K - 100K USD to my predictions. I know what I need is to buy NMR, but I don’t want to deal with currency change risk. I accept the rules of the Numerai game and I’m confident in my mod… --- ## [USD staking to increase NMR demand and Meta Model performance](https://forum.numer.ai/t/usd-staking-to-increase-nmr-demand-and-meta-model-performance/8212)
**Author:** [@dev0n](https://forum.numer.ai/u/dev0n)\ **Replies:** 0\ **Last updated:** [December 26, 2025, 3:09pm UTC](https://forum.numer.ai/t/usd-staking-to-increase-nmr-demand-and-meta-model-performance/8212 "2025-12-26T15:09:32Z")
Problem Tournament participants must accept NMR price risk alongside model performance risk. These risks are unrelated, yet NMR volatility often dominates whether someone profits from participation. This bundling has tw… --- ## [New Target for Payouts and Data V5.2 - Faith II](https://forum.numer.ai/t/new-target-for-payouts-and-data-v5-2-faith-ii/8209)
**Author:** [@master\_key](https://forum.numer.ai/u/master_key)\ **Replies:** 3\ **Last updated:** [December 22, 2025, 10:59am UTC](https://forum.numer.ai/t/new-target-for-payouts-and-data-v5-2-faith-ii/8209 "2025-12-22T10:59:45Z")
Today we are announcing a new dataset which is ready immediately, as well as a scoring change for 2026. New Dataset The second Faith dataset contains 186 new features. Some are completely new types of features. Many… --- ## [What can explain so many models getting same score?](https://forum.numer.ai/t/what-can-explain-so-many-models-getting-same-score/7094)
**Author:** [@coffee\_ai](https://forum.numer.ai/u/coffee_ai)\ **Replies:** 9\ **Last updated:** [November 14, 2025, 5:37am UTC](https://forum.numer.ai/t/what-can-explain-so-many-models-getting-same-score/7094 "2025-11-14T05:37:22Z")
Are there example models that many people are being submitted on? Very high frequency of exact same score. --- ## [Numerisle: a new community app predicting next round performances](https://forum.numer.ai/t/numerisle-a-new-community-app-predicting-next-round-performances/8198)
**Author:** [@nmrdragon](https://forum.numer.ai/u/nmrdragon)\ **Replies:** 3\ **Last updated:** [November 11, 2025, 5:27pm UTC](https://forum.numer.ai/t/numerisle-a-new-community-app-predicting-next-round-performances/8198 "2025-11-11T17:27:36Z")
Hi, I would like to introduce my Numerisle Unstaker website (https://www.numerisle.fun/) which can predict, how much you will earn or lose in the next round, so you can stake or unstake. It is based on a powerful lightGB… --- ## [Data V5.1 Release - Faith](https://forum.numer.ai/t/data-v5-1-release-faith/8200)
**Author:** [@master\_key](https://forum.numer.ai/u/master_key)\ **Replies:** 6\ **Last updated:** [November 7, 2025, 8:53pm UTC](https://forum.numer.ai/t/data-v5-1-release-faith/8200 "2025-11-07T20:53:15Z")
Today we are releasing the biggest upgrade to Numerai data in over a year. It’s called Faith. Dataset V5.1 introduces 186 new features, including some of the highest performing and unique features we’ve ever release… --- ## [Crypto V2.0 "Spectra" Dataset](https://forum.numer.ai/t/crypto-v2-0-spectra-dataset/8197)
**Author:** [@ark](https://forum.numer.ai/u/ark)\ **Replies:** 0\ **Last updated:** [October 8, 2025, 4:43pm UTC](https://forum.numer.ai/t/crypto-v2-0-spectra-dataset/8197 "2025-10-08T16:43:07Z")
The Numerai Crypto V2.0 “Spectra” Dataset is here! This update includes a number of improvements to the overall quality of the Numerai Crypto data including: an improved universe, new features and targets, and a more… --- ## [On what data do I need to send my predictions ('validation', 'test', 'live')?](https://forum.numer.ai/t/on-what-data-do-i-need-to-send-my-predictions-validation-test-live/1964)
**Author:** [@wtd](https://forum.numer.ai/u/wtd)\ **Replies:** 12\ **Last updated:** [October 3, 2025, 9:14pm UTC](https://forum.numer.ai/t/on-what-data-do-i-need-to-send-my-predictions-validation-test-live/1964 "2025-10-03T21:14:07Z")
The tournament data has 3 different types: ‘validation’, ‘test’, ‘live’ When submitting my predictions to a tournament, do I need to use all 3, or can I just send it in one of them (to reduce file size)? --- ## [【中文】使用中文的朋友，一起聊聊](https://forum.numer.ai/t/topic/3659)
**Author:** [@autratec](https://forum.numer.ai/u/autratec)\ **Replies:** 39\ **Last updated:** [September 3, 2025, 2:31am UTC](https://forum.numer.ai/t/topic/3659 "2025-09-03T02:31:25Z")
Chinese Content: 新开一个帖子。让使用中文的朋友一起聊聊 NUMERAI 以及 SIGNAL. 互相协助，共同进步。 --- ## [Signals Alpha, MPC, and Turnover](https://forum.numer.ai/t/signals-alpha-mpc-and-turnover/8162)
**Author:** [@ark](https://forum.numer.ai/u/ark)\ **Replies:** 0\ **Last updated:** [July 31, 2025, 5:21pm UTC](https://forum.numer.ai/t/signals-alpha-mpc-and-turnover/8162 "2025-07-31T17:21:12Z")
We just announced the Signals updates over on our blog and I’m here to add a bit more color to the why and how of Alpha, MPC, turnover, etc. I recommend reading the blog post first to get a basic idea of what we are talk… --- ## [Multi-Factor Risk Modeling for Cryptocurrency Price Prediction](https://forum.numer.ai/t/multi-factor-risk-modeling-for-cryptocurrency-price-prediction/7685)
**Author:** [@marianacu](https://forum.numer.ai/u/marianacu)\ **Replies:** 5\ **Last updated:** [August 27, 2024, 2:36pm UTC](https://forum.numer.ai/t/multi-factor-risk-modeling-for-cryptocurrency-price-prediction/7685 "2024-08-27T14:36:17Z")
In this analysis, I developed and evaluated a multi-factor risk model to predict cryptocurrency price movements. The model incorporates a wide range of features sourced from diverse datasets, including a 100-token datase… --- ## [\[Proposal\] Start Up Monthly Numerai Email Newsletter](https://forum.numer.ai/t/proposal-start-up-monthly-numerai-email-newsletter/3757)
**Author:** [@aventurine](https://forum.numer.ai/u/aventurine)\ **Replies:** 25\ **Last updated:** [June 24, 2024, 5:39pm UTC](https://forum.numer.ai/t/proposal-start-up-monthly-numerai-email-newsletter/3757 "2024-06-24T17:39:25Z")
Proposal \`// It has been stated recently during the latest fireside chat that certain aspects of what is going on with Numerai, classic/signals tournaments, and other projects such as CoE, lending etc is not being prope… --- ## [The humans of Numerai](https://forum.numer.ai/t/the-humans-of-numerai/54)
**Author:** [@slyfox](https://forum.numer.ai/u/slyfox)\ **Replies:** 47\ **Last updated:** [September 10, 2024, 3:51am UTC](https://forum.numer.ai/t/the-humans-of-numerai/54 "2024-09-10T03:51:07Z")
Hi everyone! My name is Anson and I am the CTO of Numerai. Some of you know me as slyfox or integration\_test. I joined Numerai in Jan 2018 as a fullstack engineer and have since worked on almost every part of Numerai - … --- ## [Apparent scam on the mail](https://forum.numer.ai/t/apparent-scam-on-the-mail/8112)
**Author:** [@rpica](https://forum.numer.ai/u/rpica)\ **Replies:** 0\ **Last updated:** [June 19, 2025, 5:34pm UTC](https://forum.numer.ai/t/apparent-scam-on-the-mail/8112 "2025-06-19T17:34:21Z")
Apparently there is a scam attempt over the mail. Or is there an actual prize? :wink: --- ## [Implications of heavily correlated MMC and CORR?](https://forum.numer.ai/t/implications-of-heavily-correlated-mmc-and-corr/8072)
**Author:** [@pharus](https://forum.numer.ai/u/pharus)\ **Replies:** 3\ **Last updated:** [June 5, 2025, 4:07pm UTC](https://forum.numer.ai/t/implications-of-heavily-correlated-mmc-and-corr/8072 "2025-06-05T16:07:54Z")
Does this imply the prediction is ‘unique’? Maybe even random/irrelevant? Is this model worth examining more? Love to hear any thoughts about this. --- ## [The Real-Time Reckoning of Correlation Assumptions in Active Management](https://forum.numer.ai/t/the-real-time-reckoning-of-correlation-assumptions-in-active-management/8064)
**Author:** [@greyone](https://forum.numer.ai/u/greyone)\ **Replies:** 0\ **Last updated:** [May 22, 2025, 7:50am UTC](https://forum.numer.ai/t/the-real-time-reckoning-of-correlation-assumptions-in-active-management/8064 "2025-05-22T07:50:40Z")
In the backdrop of the charted period—where long-duration Treasuries declined sharply (-8.43%), equities advanced modestly (+10.01%), and gold surged an eye-popping +38.94%—asset managers have been handed a rare and r… --- ## [DANCR R&D AI agents, running locally](https://forum.numer.ai/t/dancr-r-d-ai-agents-running-locally/8030)
**Author:** [@noptus](https://forum.numer.ai/u/noptus)\ **Replies:** 1\ **Last updated:** [May 6, 2025, 4:02pm UTC](https://forum.numer.ai/t/dancr-r-d-ai-agents-running-locally/8030 "2025-05-06T16:02:53Z")
I introduce DANCR, a self-driving research pipeline that continuously generates, prioritizes, and executes modeling strategies for Numerai no manual intervention required. I built DANCR to leverage LM Studio’s local L… --- ## [Numerai 60D Scores](https://forum.numer.ai/t/numerai-60d-scores/8037)
**Author:** [@ark](https://forum.numer.ai/u/ark)\ **Replies:** 0\ **Last updated:** [May 5, 2025, 11:44pm UTC](https://forum.numer.ai/t/numerai-60d-scores/8037 "2025-05-05T23:44:49Z")
Numerai has updated our website to focus on 4 scores: two existing 20D2L scores used for payouts, CORR20 and MMC20 two new 60D2L scores, CORR60 and MMC60. At this time, there is no plan to change payouts or season … --- ## [NMR vs FET - a fundamental comparison](https://forum.numer.ai/t/nmr-vs-fet-a-fundamental-comparison/8026)
**Author:** [@greyone](https://forum.numer.ai/u/greyone)\ **Replies:** 0\ **Last updated:** [April 24, 2025, 10:02am UTC](https://forum.numer.ai/t/nmr-vs-fet-a-fundamental-comparison/8026 "2025-04-24T10:02:10Z")
greyone — 4/20/2025 11:04 AM (from Numerai discussion site) Here is an evaluation of the foundational economics of Fetch.ai (FET) vs Numerai (NMR) across five core dimensions: Token Utility & Demand Engine FET (Artifi… --- ## [Signal Miner: Find Unique Alpha & Beat the Benchmark](https://forum.numer.ai/t/signal-miner-find-unique-alpha-beat-the-benchmark/7922)
**Author:** [@jefferythewind](https://forum.numer.ai/u/jefferythewind)\ **Replies:** 18\ **Last updated:** [April 16, 2025, 1:48pm UTC](https://forum.numer.ai/t/signal-miner-find-unique-alpha-beat-the-benchmark/7922 "2025-04-16T13:48:31Z")
:rocket: Signal Miner: Find Unique Alpha & Beat the Benchmark Revolutionizing Staking: Aligning users and the fund through unique models. :snake: What is Signal Miner? Signal Miner is a fully automated model mining fr… --- ## [New DataScientist on board - Where do I start?](https://forum.numer.ai/t/new-datascientist-on-board-where-do-i-start/6762)
**Author:** [@nolyzlel](https://forum.numer.ai/u/nolyzlel)\ **Replies:** 3\ **Last updated:** [April 15, 2025, 5:15am UTC](https://forum.numer.ai/t/new-datascientist-on-board-where-do-i-start/6762 "2025-04-15T05:15:56Z")
Hello dear community. I am completely new to the topic of stock market prediction. I understand the concept of Numerai and have worked as a Data Scientist for a tech company for multiple years. My specialties are RNNs,… --- ## [Discord - the next chapter](https://forum.numer.ai/t/discord-the-next-chapter/6267)
**Author:** [@slyfox](https://forum.numer.ai/u/slyfox)\ **Replies:** 4\ **Last updated:** [May 24, 2023, 1:11pm UTC](https://forum.numer.ai/t/discord-the-next-chapter/6267 "2023-05-24T13:11:28Z")
Discord Join the new community discord at Numerai Why? Our self-hosted RocketChat instance has served us well, but it is time for us to finally move on. With the high number of recent bugs and performance issues, we h… --- ## [Microsoft Qlib: AI Quant workflow and backtesting](https://forum.numer.ai/t/microsoft-qlib-ai-quant-workflow-and-backtesting/1315)
**Author:** [@objectscience](https://forum.numer.ai/u/objectscience)\ **Replies:** 5\ **Last updated:** [February 8, 2021, 10:07pm UTC](https://forum.numer.ai/t/microsoft-qlib-ai-quant-workflow-and-backtesting/1315 "2021-02-08T22:07:14Z")
Richard pinged us earlier with Microsoft Qlib and has asked “The Mikes” to investigate. I suspect we’ll see code and Numerairish examples follow. Thought it might be a good idea to also start a user thread where we can c… --- ## [Confused about everything](https://forum.numer.ai/t/confused-about-everything/1934)
**Author:** [@slice0bri](https://forum.numer.ai/u/slice0bri)\ **Replies:** 17\ **Last updated:** [March 29, 2021, 7:34am UTC](https://forum.numer.ai/t/confused-about-everything/1934 "2021-03-29T07:34:01Z")
:woman\_shrugging:t4:What is this? How does this work? --- ## [GFlowNets for Signal Miner: A New Way to Find Diverse, High-Performing Models](https://forum.numer.ai/t/gflownets-for-signal-miner-a-new-way-to-find-diverse-high-performing-models/7966)
**Author:** [@jefferythewind](https://forum.numer.ai/u/jefferythewind)\ **Replies:** 1\ **Last updated:** [March 20, 2025, 3:52pm UTC](https://forum.numer.ai/t/gflownets-for-signal-miner-a-new-way-to-find-diverse-high-performing-models/7966 "2025-03-20T15:52:37Z")
Hey everyone, I wanted to share something exciting I’ve been working on that could significantly improve the search for diverse, high-performing models in the Numerai ecosystem. If you’ve been using Signal Miner (GitHub)… --- ## [Signals V1 Data Release](https://forum.numer.ai/t/signals-v1-data-release/7050)
**Author:** [@chanes](https://forum.numer.ai/u/chanes)\ **Replies:** 4\ **Last updated:** [February 23, 2025, 8:59am UTC](https://forum.numer.ai/t/signals-v1-data-release/7050 "2025-02-23T08:59:00Z")
Overview Signals V1 data is out now and includes 24 features and updated tickers. This dataset contains: Factors, which are similar to the factors which the target is neutral to. Use these to determine if your mode… --- ## [Tournament Data Change?](https://forum.numer.ai/t/tournament-data-change/7953)
**Author:** [@liborty](https://forum.numer.ai/u/liborty)\ **Replies:** 1\ **Last updated:** [March 3, 2025, 10:26am UTC](https://forum.numer.ai/t/tournament-data-change/7953 "2025-03-03T10:26:24Z")
I relied on finding the target field at row position 2379 but this week something in your data must have changed, as I get read errors? --- ## [Reducing Numerai Crypto Payouts](https://forum.numer.ai/t/reducing-numerai-crypto-payouts/7914)
**Author:** [@ark](https://forum.numer.ai/u/ark)\ **Replies:** 4\ **Last updated:** [February 14, 2025, 10:05am UTC](https://forum.numer.ai/t/reducing-numerai-crypto-payouts/7914 "2025-02-14T10:05:38Z")
Hi all, It has come to our attention that Numerai Crypto is far more profitable for users than our other 2 tournaments. While we have been happy to provide value to users, this is unsustainable and we will be drasticall… --- ## [CoE and Numerai User Growth](https://forum.numer.ai/t/coe-and-numerai-user-growth/7747)
**Author:** [@rift](https://forum.numer.ai/u/rift)\ **Replies:** 0\ **Last updated:** [September 22, 2024, 5:52am UTC](https://forum.numer.ai/t/coe-and-numerai-user-growth/7747 "2024-09-22T05:52:20Z")
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