
同花顺生成式推荐算法研究员(博士专项)
校招全职ai 算法类地点:杭州状态:招聘
工作描述
任职要求 任职要求 1.计算机、机器学习、数据挖掘、推荐系统、NLP 等相关专业,博士优先。 2.熟悉推荐系统核心方法,包括召回、排序、CTR/CVR、序列推荐、图推荐、多任务学习、Embedding、向量检索等。 3.熟悉深度学习框架和推荐模型,如 DIN、DIEN、DSSM、DeepFM、MMoE、PLE、Two-Tower、Transformer、SASRec、LLM4Rec 等。 4.具备大规模数据处理、特征工程、模型训练、在线实验和效果分析能力。 5.对金融内容推荐中的合规性、风险提示、用户适当性和信息准确性有意识。 加分项 •有大模型…
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包括英文材料
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.
数据挖掘+
https://www.youtube.com/watch?v=-bSkREem8dM
Database vs Data Warehouse vs Data Lake
https://www.youtube.com/watch?v=7rs0i-9nOjo
推荐系统+
[英文] Recommender Systems
https://www.d2l.ai/chapter_recommender-systems/index.html
Recommender systems are widely employed in industry and are ubiquitous in our daily lives.
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.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
DeepFM+
https://d2l.ai/chapter_recommender-systems/deepfm.html
DeepFM consists of an FM component and a deep component which are integrated in a parallel structure.
https://deeprs-tutorial.github.io/WWW_DNN.pdf
Tower+
[英文] Tower - Rust 101
https://rust-lang.guide/guide/learn-async-rust/tower.html
Once you step into the world of Async Rust, Tokio and Web Services you'll sooner or later come across Tower.
https://www.git-tower.com/learn
Bring your skills to the next level with our e-books, video courses, webinars, and cheat sheets. For FREE!
https://www.youtube.com/watch?v=NxeB7yp1u-E
Git Tower is a Git Client for Windows and Mac.
Transformer+
https://huggingface.co/learn/llm-course/en/chapter1/4
Breaking down how Large Language Models work, visualizing how data flows through.
https://poloclub.github.io/transformer-explainer/
An interactive visualization tool showing you how transformer models work in large language models (LLM) like GPT.
https://www.youtube.com/watch?v=wjZofJX0v4M
Breaking down how Large Language Models work, visualizing how data flows through.
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