Beginner score
30/100
Competition workspace
适合熟悉 Git 代码托管工作流、能操作 Web 界面、CLI 或 API 的开发者和技术团队。尤其适合能够对仓库创建、提交、克隆、拉取、推送、Fork 与 Change Request 等流程做实际测试，并写出对比分析报告的人。
Suggested next step
Decide whether this contest fits your current stage before you sink time into the leaderboard.
Beginner score
30/100
Learning value
60/100
Estimated effort
24-80 hours
Metric
Official scoring is published on the Op…
适合熟悉 Git 代码托管工作流、能操作 Web 界面、CLI 或 API 的开发者和技术团队。尤其适合能够对仓库创建、提交、克隆、拉取、推送、Fork 与 Change Request 等流程做实际测试，并写出对比分析报告的人。
If the items below still feel unfamiliar, you usually get a better result by preparing first instead of rushing in.
Git 版本控制
代码仓库操作
命令行工具使用
API 测试
性能测试与数据采集
技术评测报告写作
The real friction is usually not library usage. It is validation, time allocation, and task framing.
主要难点是完成可复核的综合评测：既要采集功能、性能、易用性等测试数据，又要与其他主流平台做横向比较，并据此提交包含测试过程、结果和改进建议的详细报告。作品还必须通过 Fork 官方仓库、在指定目录提交材料并创建 change request。
This guide is the best pre-read if you want a cleaner start instead of trial-and-error.
How to learn feature engineering, validation, and competition workflow without heavy hardware.
No GPU? Pick Competitions That Still Teach You Good HabitsUse these fields to make a quick decision before you dive deeper.
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Rules, files, submission details, and the live deadline still come from the official page.
These competitions share a similar domain or difficulty level.
ModelScope
General MLModelScope
General MLKaggle
General MLKaggle
General MLSeparate what is confirmed from what still needs review. Official rules and deadlines win — report anything that looks wrong.
Official metric is not published on the OpenAtom competition listing; verify scoring on the competition page.
reward_value_usd is a rough CNY→USD estimate (×0.14) for ranking only; use reward_summary for the official prize text.