
平安科技算法工程师
社招全职计算机网络技术类地点:深圳状态:招聘
任职要求
1、硕士及以上学历,计算机、人工智能、电子信息、软件工程、数学、统计学等相关专业; 2、熟悉自然语言处理、机器学习、模式识别等常用算法,熟悉NLP领域当前热点和前沿技术,对NLP…
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工作职责
1、 参与平安业务相关基于最新大模型相关技术的对话助手、图文分类、文本摘要、文本生成、语言模型、情感分析等相关NLP工作; 2、 跟进NLP领域前沿技术,对现有产品和技术方案进行持续改进,同时探讨和开发新的产品。 3、负责金融领域大语言模型(LLM)的选型、微调(Fine-tuning)、提示工程(Prompt Engineering)和检索增强生成(RAG)等技术的研发与应用。 4、构建和优化基于大模型的Agent开发,赋能保险行业AI助手、AI售卖、智能助手等场景。 5、跟进大模型和NLP领域的最新研究进展,并探索其在金融场景的落地可能性。 6、与数据工程师、后端开发和产品经理紧密合作,将算法模型高效、稳定地部署到生产环境。
包括英文材料
学历+
NLP+
https://www.youtube.com/watch?v=fNxaJsNG3-s&list=PLQY2H8rRoyvzDbLUZkbudP-MFQZwNmU4S
Welcome to Zero to Hero for Natural Language Processing using TensorFlow!
https://www.youtube.com/watch?v=R-AG4-qZs1A&list=PLeo1K3hjS3uuvuAXhYjV2lMEShq2UYSwX
Natural Language Processing tutorial for beginners series in Python.
https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4
The foundations of the effective modern methods for deep learning applied to NLP.
机器学习+
https://www.youtube.com/watch?v=0oyDqO8PjIg
Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai.
https://www.youtube.com/watch?v=i_LwzRVP7bg
Learn Machine Learning in a way that is accessible to absolute beginners.
https://www.youtube.com/watch?v=NWONeJKn6kc
Learn the theory and practical application of machine learning concepts in this comprehensive course for beginners.
https://www.youtube.com/watch?v=PcbuKRNtCUc
Learn about all the most important concepts and terms related to machine learning and AI.
模式识别+
https://www.mathworks.com/discovery/pattern-recognition.html
Pattern recognition is the process of classifying input data into objects, classes, or categories using computer algorithms based on key features or regularities.
https://www.microsoft.com/en-us/research/wp-content/uploads/2006/01/Bishop-Pattern-Recognition-and-Machine-Learning-2006.pdf
Pattern recognition has its origins in engineering, whereas machine learning grew out of computer science.
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