ClearML: 提供強大的 MLOps 工具來管理 GPU 叢集與模型部署，但專注於生產環境而非教學課程。 ApX Machine Learning 每月有 252,389 次造訪，月增率 -6.5%，定價模式為免費增值。ClearML 每月有 20,123 次造訪，成長率 -60.9%，定價模式為需聯絡報價。
面向開源權重 LLM 部署的 VRAM、吞吐與 GPU 成本計算器與課程平台
| 面向／指標 |  | |
|---|---|---|
| 官方網域 | apxml.com | clear.ml |
| 定價模式 | 免費增值 | 需聯絡報價 |
| 每月造訪次數 | 25.24萬 (252,389) | 2.01萬 (20,123) |
| 月流量變化量 | -1.74萬 (-6.5%) | -3.14萬 (-60.9%) |
| 主要市場與市佔 | 🇺🇸 美國 (14.2%) | 🇩🇪 德國 (27.4%) |
| 每月直接造訪 | 6.76萬 | 6667 |
| 使用者評分 | 4.2 | 4.3 |
| 支援平台 | 網站 | 網站 |
面向開源權重 LLM 部署的 VRAM、吞吐與 GPU 成本計算器與課程平台
依模型版本、上下文長度、批次大小與量化精度估算權重與 KV 快取佔用，判斷某張 GPU 是否真的裝得下。
依硬體組態推算首字延遲與每秒 token 吞吐，協助你按實際流量規劃容量。
把記憶體與效能估算換算為每小時成本與單位 token 成本，方便橫向比較硬體方案。
收錄 500 多個模型版本與有據可查的硬體基準，讓選型輸入集中在一處。
企業級 AI 基礎架構平台，統一管理 GPU 叢集並加速模型落地
統一連接與管理地端、雲端與混合 GPU 叢集，支援多租戶、RBAC、配額管理、GPU 切分與優先權排程。
面向建構者的工作台，內含整合開發環境、實驗追蹤、資料整合、儀表板、流水線、模型儲存庫與 CI/CD 整合。
在既有叢集上部署 LLM，自動處理網路、驗證與安全，讓團隊以較少手動設定上線安全的模型 API。
依運算時數、儲存與 API 呼叫細緻追蹤成本，協助 IT 團隊把開銷分攤回實際使用的專案與部門。
免費 / 開源在本機或雲端執行與打造開源 AI 模型
免費 / 開源ModelScope (魔搭社区) is an open-source AI community and model service platform that hosts thousands of pretrained models, datasets, and ready-to-run demos, backed by Alibaba Cloud infrastructure.
免費 / 開源ModelScope (魔搭社区) is an open-source AI community and model service platform that hosts thousands of pretrained models, datasets, and ready-to-run demos, backed by Alibaba Cloud infrastructure.
SuperAnnotate is an AI data platform that combines a collaborative multimodal annotation editor, an expert data-operations team, and the orchestration layer needed to move curated datasets into training, evaluation, and production pipelines. It is aimed at teams building computer vision, NLP, audio, and generative AI systems who need reliable, high-quality ground truth at scale.
SuperAnnotate is an AI data platform that combines a collaborative multimodal annotation editor, an expert data-operations team, and the orchestration layer needed to move curated datasets into training, evaluation, and production pipelines. It is aimed at teams building computer vision, NLP, audio, and generative AI systems who need reliable, high-quality ground truth at scale.
在互聯環境中追蹤、評估並交付 AI 模型與代理。
免費 / 開源面向生產級 AI 的代理可觀測性、評估與持續改進平台
免費 / 開源Label Studio is an open-source data labeling and AI evaluation platform from HumanSignal. It handles images, video, audio, text, documents, time series and agent traces in one flexible workspace, and connects to your ML pipeline through an API, Python SDK and webhooks.
免費 / 開源Label Studio is an open-source data labeling and AI evaluation platform from HumanSignal. It handles images, video, audio, text, documents, time series and agent traces in one flexible workspace, and connects to your ML pipeline through an API, Python SDK and webhooks.
免費 / 開源打造、模擬、評估並監控能自我改進的 AI 代理
免費 / 開源Maxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.
免費 / 開源Maxim AI is a platform for evaluating, testing, and monitoring AI applications, and the home of Bifrost, an open-source LLM gateway. It helps teams ship reliable AI features with tracing, evaluation, agent simulation, and production observability.
專項更強Streamlines prompt management and LLM application tracing, complementing open-weight deployment workflows.
專項更強Streamlines prompt management and LLM application tracing, complementing open-weight deployment workflows.
免費 / 開源Serves as an open-source workspace for evaluating and deploying AI agents, bridging theory and production.
