ApX Machine Learning records 252,389 monthly visits with -6.5% month-over-month growth and Freemium pricing. ModelScope records 3,085,423 monthly visits with +5.1% growth and Free pricing.
VRAM, throughput and GPU cost calculators plus courses for open-weight LLM deployment
Open-source model and dataset hub with one-click online demos
| Dimension / Metric | ||
|---|---|---|
| Official Domain | apxml.com | modelscope.cn |
| Pricing Model | Freemium | Free |
| Monthly Visits | 252.39K (252,389) | 3.09M (3,085,423) |
| MoM Traffic Delta | -17.42K (-6.5%) | +149.05K (+5.1%) |
| Primary Market & Share | 🇺🇸 United States (14.2%) | 🇨🇳 China (82.3%) |
| Direct Visits / mo | 67.58K | 2.11M |
| User Rating | 4.2 | 4.5 |
| Supported Platforms | Website | Website |
VRAM, throughput and GPU cost calculators plus courses for open-weight LLM deployment
Estimates weight and KV cache memory for a chosen model variant, context length, batch size and quantization so you know whether a GPU will actually fit the workload.
Projects time-to-first-token and tokens-per-second throughput per hardware configuration to help you size for real user traffic.
Converts memory and performance estimates into hourly and per-token economics across hardware configurations.
Reference pages for 500+ model variants and documented hardware benchmarks, keeping sizing inputs in one place.
Open-source model and dataset hub with one-click online demos
Browse and download thousands of pretrained models and datasets across NLP, vision, audio, and multimodal tasks.
Try models directly in the browser through hosted inference demos without local setup.
Run training and fine-tuning in cloud notebooks with complimentary GPU and CPU resources.
Integrate ModelScope models into your own pipelines using the official Python package and APIs.
Free / Open-sourceThe global standard open-source AI hub offering vastly larger model and dataset repositories than ModelScope.
Free / Open-sourceThe global standard open-source AI hub offering vastly larger model and dataset repositories than ModelScope.
SpecialistConvenient API gateway for multi-model access, but does not provide ModelScope's open-source model repository or dataset hosting.
SpecialistConvenient API gateway for multi-model access, but does not provide ModelScope's open-source model repository or dataset hosting.
Free / Open-sourceStreamlined local CLI runtime for running LLMs, but lacks ModelScope's web-based model hosting and dataset discovery.
Free / Open-sourceStreamlined local CLI runtime for running LLMs, but lacks ModelScope's web-based model hosting and dataset discovery.
SpecialistSuperior community hub specifically for generative image and media models, but lacks ModelScope's broad NLP and code support.
SpecialistOffers comprehensive, structured courses in data science and AI, though it lacks specialized hardware VRAM estimation tools.
Robust cloud infrastructure for running open-source models via API, but lacks ModelScope's community-driven model discovery and demo workspace.
Robust cloud infrastructure for running open-source models via API, but lacks ModelScope's community-driven model discovery and demo workspace.
SpecialistProvides hands-on browser-based Linux and DevOps labs, ideal for practicing infrastructure deployment skills.
SpecialistProvides hands-on browser-based Linux and DevOps labs, ideal for practicing infrastructure deployment skills.
Free / Open-sourceFeature-rich self-hosted chat interface for local models, but lacks ModelScope's comprehensive repository of raw model weights and datasets.
Free / Open-sourceFeature-rich self-hosted chat interface for local models, but lacks ModelScope's comprehensive repository of raw model weights and datasets.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
SpecialistTrack, evaluate, and ship AI models and agents in one connected environment.
Free / Open-sourceUser-friendly desktop app for local model execution, but focuses on client-side running rather than cloud model hubs.
Free / Open-sourceUser-friendly desktop app for local model execution, but focuses on client-side running rather than cloud model hubs.
SpecialistFocuses on production LLM observability and evaluation rather than foundational deployment courses or hardware cost calculators.
SpecialistFocuses on production LLM observability and evaluation rather than foundational deployment courses or hardware cost calculators.
SpecialistProvides testing and monitoring tools for AI applications, helping developers optimize model performance in production.
SpecialistProvides testing and monitoring tools for AI applications, helping developers optimize model performance in production.
