滴滴算法实习生-企业级事业部
实习兼职地点:北京状态:招聘♡ 收藏
工作描述
岗位职责(具体工作内容) 1. 智能决策与算法建模:参与用户行为预测、价格弹性建模及多目标决策优化,探索深度学习、因果推断、强化学习(RL)等方法,解决真实业务场景中的复杂建模与策略优化问题。 2. 模型架构探索与优化:参与模型结构设计、训练策略优化及算法迭代,研究多任务学习、异质性建模、序列决策等技术,提升模型的预测能力、泛化能力与决策效果。 3. Agentic Model Development:探索基于 AI Agent / Harness 的模型自主迭代机制,构建涵盖算法方案生成、代码开发、实验执行、自动评估与反馈优化的闭环,推动 AI 驱动的算法研发。 4. 实验评估与工程落地:参与大规模数据分析、离线实验、策略回测及线上 A/B 实验,完善模型训练与评估流程,推动算法在真实业务中的持续优化与落地。 …
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包括英文材料
算法+
https://roadmap.sh/datastructures-and-algorithms
Step by step guide to learn Data Structures and Algorithms in 2025
https://www.hellointerview.com/learn/code
A visual guide to the most important patterns and approaches for the coding interview.
https://www.w3schools.com/dsa/
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
因果推断+
https://web.stanford.edu/~swager/causal_inf_book.pdf
How best to understand and characterize causality is an age-old question in philosophy.
强化学习+
https://cloud.google.com/discover/what-is-reinforcement-learning?hl=en
Reinforcement learning (RL) is a type of machine learning where an "agent" learns optimal behavior through interaction with its environment.
https://huggingface.co/learn/deep-rl-course/unit0/introduction
This course will teach you about Deep Reinforcement Learning from beginner to expert. It’s completely free and open-source!
https://www.kaggle.com/learn/intro-to-game-ai-and-reinforcement-learning
Build your own video game bots, using classic and cutting-edge algorithms.
AI agent+
https://www.ibm.com/think/ai-agents
Your one-stop resource for gaining in-depth knowledge and hands-on applications of AI agents.
数据分析+
[英文] Data Analyst Roadmap
https://roadmap.sh/data-analyst
Step by step guide to becoming an Data Analyst in 2025
学历+
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.
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