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Open nowPosted 253 days ago

中级算法工程师

everrising/index66 open roles

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Share of postings closed within
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  3. 11.5%7 days
  4. 18.1%14 days
  5. 35.6%30 days
  6. 44.6%60 days
This job: posted 253 days ago

The posting

1. 模型开发与优化:独立负责业务场景下的算法模型(如预测、分类、优化、推荐)的设计、实验、训练、调优及性能评估。 2. 工程化落地:将算法模型进行产品化封装,与软件开发工程师协作,完成模型的线上部署、服务接口开发及性能监控,确保其稳定高效运行。 3. 数据处理与分析:负责相关业务数据的探索性分析、特征工程及大规模数据预处理流程的构建与优化。 4. 跨领域协作:与业务专家(如工艺工程师、运营经理)紧密沟通,准确理解业务痛点,将非结构化需求转化为可执行的技术方案,并清晰呈现结果。 5. 技术研究与沉淀:跟踪业界前沿算法技术,在特定领域进行前瞻性探索,并推动其在合适业务场景的验证与应用;撰写相关技术文档。

1. 学历与经验:计算机科学、统计学、应用数学、人工智能等相关专业硕士及以上学历,或优秀本科毕业生具备2-4年相关领域全职算法工作经验。 2. 算法与理论基础:扎实的机器学习、深度学习理论基础,熟悉常见的模型(如LR, GBDT, CNN, RNN/LSTM, Transformer等)及其适用场景。 3. 编程与工具能力: - 精通 Python,具备良好的工程编码习惯。 - 熟练使用至少一种主流深度学习框架(PyTorch / TensorFlow)。 - 熟练使用 Pandas, NumPy, Scikit-learn 等数据处理和建模工具。 4. 工程落地经验:有完整的模型从0到1上线部署的经验,了解 Docker、Kubernetes、Git 等开发运维工具,熟悉至少一种云服务平台(如AWS, GCP, Azure, 阿里云等)。 5. 数据处理能力:熟练掌握SQL,具备处理大规模、非结构化数据的能力和经验。

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