--- title: "ailia-models vs stock-rnn" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/ailia-ai-ailia-models-vs-lilianweng-stock-rnn" tools: ["ailia-ai-ailia-models", "lilianweng-stock-rnn"] --- # ailia-models vs stock-rnn *GraphCanon updated Aug 22, 2026* ## Verdict Pick ailia-models if pre-trained AI models for ailia SDK, covering broad applications from action recognition to audio processing; pick stock-rnn if predicts stock market prices using LSTM-based RNNs with optional multi-stock embeddings. [ailia-models](https://github.com/ailia-ai/ailia-models) reports 2.4k GitHub stars, 363 forks, and 321 open issues, last pushed Aug 21, 2026. [stock-rnn](https://lilianweng.github.io/lil-log) has 2.0k stars, 673 forks, and 24 open issues, last pushed Jul 28, 2022. Figures are from public GitHub metadata via [ailia-models's repository](https://github.com/ailia-ai/ailia-models) and [stock-rnn's repository](https://github.com/lilianweng/stock-rnn). | | [ailia-models](/tools/ailia-ai-ailia-models.md) | [stock-rnn](/tools/lilianweng-stock-rnn.md) | | --- | --- | --- | | Tagline | Repository of pre-trained AI models for ailia SDK | Predict stock market prices using RNN model with multilayer LSTM cells. | | Stars | 2,365 | 1,990 | | Forks | 363 | 673 | | Open issues | 321 | 24 | | Language | Python | Python | | Adopt for | Pre-trained AI models for ailia SDK, covering broad applications from action recognition to audio processing. | Predicts stock market prices using LSTM-based RNNs with optional multi-stock embeddings. | | Persona | - | - | | Runtime | - | - | | License | - | - | | Categories | Computer Vision, Model Training, Speech & Audio | Model Training | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [ailia-models](/tools/ailia-ai-ailia-models.md) | [stock-rnn](/tools/lilianweng-stock-rnn.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Dormant (18%) | | Days since push | 0d | 1485d | | Open issues (now) | 321 | 24 | | Stars delta | +8 (30d) | +14 (30d) | | Open issues delta | +5 (30d) | 0 (30d) | | Owner type | Organization | User | | Full report | [trust report](/tools/ailia-ai-ailia-models/trust.md) | [trust report](/tools/lilianweng-stock-rnn/trust.md) | ## Shared compatibility - **Python**: [ailia-models](/tools/ailia-ai-ailia-models.md) - Python runtime; [stock-rnn](/tools/lilianweng-stock-rnn.md) - Python runtime ## Decision facts: ailia-models - **Adopt for:** Pre-trained AI models for ailia SDK, covering broad applications from action recognition to audio processing. ## Decision facts: stock-rnn - **Adopt for:** Predicts stock market prices using LSTM-based RNNs with optional multi-stock embeddings. ## Choose when ### Choose ailia-models if… - Tags unique to ailia-models: action-recognition, anomaly-detection, audio-processing, background-removal. - Also covers Computer Vision, Speech & Audio. - When developing apps that integrate with the ailia SDK ### Choose stock-rnn if… - Tags unique to stock-rnn: lstm, rnn-tensorflow, stock-price-prediction. - Forecasting stock prices requires an approach that benefits from long-term memory in sequential data - Leaner open-issue backlog (24). ## When NOT to use ailia-models - If your project does not align with ailia SDK or its specific model categories - When you require customization beyond what is offered by pre-trained models in this repository ## When NOT to use stock-rnn - Short-term price predictions dominate the forecasting focus - Single-stock analysis suffices without incorporating multi-stock embeddings ## Common questions ### What is the difference between ailia-models and stock-rnn? ailia-models: Repository of pre-trained AI models for ailia SDK. stock-rnn: Predict stock market prices using RNN model with multilayer LSTM cells.. See the comparison table for live GitHub stats and shared categories. ### When should I choose ailia-models over stock-rnn? Choose ailia-models over stock-rnn when Tags unique to ailia-models: action-recognition, anomaly-detection, audio-processing, background-removal; Also covers Computer Vision, Speech & Audio; When developing apps that integrate with the ailia SDK. ### When should I choose stock-rnn over ailia-models? Choose stock-rnn over ailia-models when Tags unique to stock-rnn: lstm, rnn-tensorflow, stock-price-prediction; Forecasting stock prices requires an approach that benefits from long-term memory in sequential data; Leaner open-issue backlog (24). ### When should I avoid ailia-models? If your project does not align with ailia SDK or its specific model categories When you require customization beyond what is offered by pre-trained models in this repository ### When should I avoid stock-rnn? Short-term price predictions dominate the forecasting focus Single-stock analysis suffices without incorporating multi-stock embeddings ### Is ailia-models or stock-rnn more popular on GitHub? ailia-models has more GitHub stars (2,365 vs 1,990). Stars measure visibility, not whether either tool fits your constraints. ### Are ailia-models and stock-rnn open source? Yes - both are open-source projects on GitHub. ### Where can I find alternatives to ailia-models or stock-rnn? GraphCanon lists graph-backed alternatives at [ailia-models alternatives](/tools/ailia-ai-ailia-models/alternatives) and [stock-rnn alternatives](/tools/lilianweng-stock-rnn/alternatives) ([ailia-models markdown twin](/tools/ailia-ai-ailia-models/alternatives.md), [stock-rnn markdown twin](/tools/lilianweng-stock-rnn/alternatives.md)), ranked by typed relationship edges rather than popularity votes. ### Is there a machine-readable version of this comparison? Yes. The markdown twin at [this comparison](/compare/ailia-ai-ailia-models-vs-lilianweng-stock-rnn.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, ailia-models or stock-rnn? ailia-models: Very active. stock-rnn: Dormant. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance. ### Where are the full trust reports for ailia-models and stock-rnn? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [ailia-models trust report](/tools/ailia-ai-ailia-models/trust); [stock-rnn trust report](/tools/lilianweng-stock-rnn/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=ailia-ai-ailia-models`](/api/graphcanon/graph?tool=ailia-ai-ailia-models) - LLM index: [/llms.txt](/llms.txt) - Full corpus: [/llms-full.txt](/llms-full.txt) _GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_