Angel-ML
MLOps & Training · Free + paid
High-performance distributed machine learning platform
At a glance
- Made by
- Jointly developed by Tencent and Peking University
- Korean
- None (English and a few others only)
- API
- Yes
- Available on
- API
- Open source
- Apache 2.0
- GitHub
- 6,794 stars · NOASSERTION
What is Angel-ML?
Angel is a distributed machine learning and graph computing platform based on the parameter server philosophy, with performance tuned for Tencent big data. It splits the parameters of complex models across multiple parameter server nodes and implements various algorithms through an efficient model update interface. It is developed in Java and Scala, runs on Yarn, and supports Spark on Angel through the PS Service abstraction.
- Distributed training based on parameter servers
- High-dimensional model processing
- Runs on Yarn
- Supports Spark on Angel
- Algorithms such as LR, SVM, FM, KMeans, GBDT, and LDA
- Flexible synchronization consistency models
Pricing
Open source + paid cloud-managed plans
Open-source version can be self-hosted for free, managed cloud services are paid based on usage/seats
Estimate based on AI knowledge - please verify on the official site
AI tools similar to Angel-ML (alternatives)
Angel-ML vs. alternatives at a glance
| AI | Pricing | Combos on the map | Connected tools | Free | Cheapest monthly | Korean |
|---|---|---|---|---|---|---|
| Angel-ML | Free + paid | 0 | 22 | — | — | No |
| Accord.NET | Free + paid | 0 | 22 | Yes | — | No |
| Alink | Free + paid | 0 | 22 | — | — | No |
| Diffusers | Free + paid | 0 | 5 | — | — | Yes |
| FLAML | Free + paid | 0 | 5 | — | — | No |
1 of these 5 tools have a free plan.
Combo and connection counts are based on the relationships recorded on AI Galaxy Map (2026-10-26); they are not a quality ranking.
Angel-ML on AI Galaxy Map
- One of 45 AI tools in the MLOps & Training field.
- Connected to 22 other tools — #1 in its field.
Frequently asked questions
Can I use Angel-ML for free?
Open source + paid cloud-managed plans. Prices can change, so check the official site before paying.
What AI can I use instead of Angel-ML?
Tools that do the same job, such as Accord.NET, Alink, Diffusers, FLAML, are connected to it on the map.
Can I use Angel-ML in Korean?
None (English and a few others only)
Sources (official pages)
Checked on the official pages on 2026-10-14. Prices and features can change, so check the official site again before paying.