DataWorks Notebook 支持 Spark SQL 与 Spark Python 双模式 Cell，用户可灵活切换进行数据探查与复杂计算。系统内置智能代码提示（IntelliSense）与自动补全功能，降低开发门槛。同时提供实时数据可视化图表（如柱状图、折线图），助力快速洞察数据特征。
如果不确定用哪个激活函数，隐藏层可以先用 ReLU，输出层按任务选择；训练中注意梯度情况，如果梯度消失或爆炸，再考虑替换或调整激活函数。
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But not everyone agrees that humans have the upper hand when it comes to judgement or taste. Matt Schumer, the co-founder and CEO of OthersideAI, wrote in his viral essay on the future of AI earlier this month that OpenAI’s GPT-5.3 Codex model felt, at least to him, capable of “something that felt, for the first time, like judgment. Like taste”，更多细节参见safew官方下载
圖像來源，Chicca Art/@chicca_art。业内人士推荐快连下载安装作为进阶阅读