---
name: trader-train-c639ef19fdd2
description: Train neural models (LSTM, Transformer, N-BEATS) on market data using npx neural-trader with confidence intervals
allowed-tools: Bash Read mcp__claude-flow__memory_store mcp__claude-flow__memory_search mcp__claude-flow__neural_train
argument-hint: "<lstm|transformer|nbeats> --symbol <TICKER>"
---
Train neural prediction models using neural-trader's ML engine.

Steps:
1. Ensure neural-trader is available:
   `npm ls neural-trader 2>/dev/null || npm install neural-trader`
2. Train the specified model:
   ```bash
   npx neural-trader --model lstm --symbol TICKER --confidence 0.95
   npx neural-trader --model transformer --symbol TICKER --predict
   npx neural-trader --model nbeats --symbol TICKER --decompose
   ```
3. Review training output: loss curves, validation metrics, prediction accuracy
4. Generate predictions with confidence intervals:
   ```bash
   npx neural-trader --model MODEL --symbol TICKER --predict --horizon 5d
   ```
5. Compare model performance across types:
   ```bash
   npx neural-trader --model-compare --symbol TICKER --models "lstm,transformer,nbeats"
   ```
6. Store model results:
   `mcp__claude-flow__memory_store({ key: "model-MODEL-TICKER-DATE", value: "TRAINING_RESULTS", namespace: "trading-models" })`
7. Train SONA on model outcomes:
   `mcp__claude-flow__neural_train({ patternType: "trading-model", epochs: 10 })`


---
Source attribution: wodeh
Original project: https://github.com/wodeh/ruflo-kimi/blob/257ccb7e80a2619f8af236554ae6f0ca362abfa6/plugins/ruflo-neural-trader/skills/trader-train/SKILL.md
License: MIT
License information: https://opensource.org/license/mit
Original upstream instructions; downloaded from Mega AI Hub.

## Upstream license notice

MIT License

Copyright (c) 2024-2026 ruvnet

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.



# Mega AI Hub resource metadata

Creator / publisher: wodeh
Original project: https://github.com/wodeh/ruflo-kimi/blob/257ccb7e80a2619f8af236554ae6f0ca362abfa6/plugins/ruflo-neural-trader/skills/trader-train/SKILL.md
Attribution basis: Source repository record

Fields of work: Data & Analytics, Development & Engineering, Finance & Accounting, Marketing
Roles: Data Scientist, Financial Analyst, Growth Marketer, ML / AI Engineer
Specialties: API
Tools: Neural Trader
Country applicability: Country not specified
Classification basis: Source catalog labels
Instruction SHA-256: fbd8cf71f4de21eecadacdb03a4afe5a2add4399d5420b81ca4ce457a83d3856