滴滴DiDi Voyager Labs-算法实习生(3)
实习兼职地点:北京状态:招聘
工作描述
岗位职责(具体工作内容) 岗位名称:自动驾驶大模型与强化学习方向实习生 岗位亮点: 1. 深度参与滴滴深穹远航实验室核心项目,聚焦世界模型、VLA、大模型、强化学习微调及并行训练等前沿技术落地,直面行业前沿挑战; 2. 参与关键算法研发,成果优秀可支持发表 CCF A 类顶会 / 顶级期刊论文,助力学术成长; 3. 与顶尖技术团队共事,获得一对一导师指导,积累自动驾驶大模型及大规模并行训练实战经验。 核心工作内容 1. 负责端到端自动驾驶模型的强化学习微调训练,优化模型在复杂场景下的决策精度与鲁棒性; 2. 参与自动驾驶世界模型、VLA 及大模型相关算法研发,开展多模态环境建模、决策推理与规划控制研究; 3. 开展自动驾驶模型强化学习大规模并行训练算法研发,提升训练效率、降低资源消…
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包括英文材料
自动驾驶+
https://www.youtube.com/watch?v=_q4WUxgwDeg&list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr
Lecture: Self-Driving Cars (Prof. Andreas Geiger, University of Tübingen)
https://www.youtube.com/watch?v=NkI9ia2cLhc&list=PLB0Tybl0UNfYoJE7ZwsBQoDIG4YN9ptyY
You will learn to make a self-driving car simulation by implementing every component one by one. I will teach you how to implement the car driving mechanics, how to define the environment, how to simulate some sensors, how to detect collisions and how to make the car control itself using a neural network.
大模型+
https://www.youtube.com/watch?v=xZDB1naRUlk
You will build projects with LLMs that will enable you to create dynamic interfaces, interact with vast amounts of text data, and even empower LLMs with the capability to browse the internet for research papers.
https://www.youtube.com/watch?v=zjkBMFhNj_g
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.
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/
学历+
Python+
https://liaoxuefeng.com/books/python/introduction/index.html
中文,免费,零起点,完整示例,基于最新的Python 3版本。
https://www.learnpython.org/
a free interactive Python tutorial for people who want to learn Python, fast.
https://www.youtube.com/watch?v=K5KVEU3aaeQ
Master Python from scratch 🚀 No fluff—just clear, practical coding skills to kickstart your journey!
https://www.youtube.com/watch?v=rfscVS0vtbw
This course will give you a full introduction into all of the core concepts in python.
C+++
https://www.learncpp.com/
LearnCpp.com is a free website devoted to teaching you how to program in modern C++.
https://www.youtube.com/watch?v=ZzaPdXTrSb8
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