美团【基座大模型北斗实习】基座大模型-Coding方向
实习兼职核心本地商业-基础研发平台地点:北京 | 上海状态:招聘
任职要求
1、熟悉NLP、LLM、MLsys、Optimization、OR、Control、RL等相关领域,对其中一个或多个方向有深入的研究经历,且有相关实际项目经验; 2、熟悉Python等至少一门编程语言,熟悉LINUX环境; 3、熟悉Pytorch、 …
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工作职责
简介:Coding是当前 AI 技术落地最快、商业价值最大的方向之一。从代码补全到自主修复 GitHub Issue、到端到端软件工程自动化,大模型 Coding 能力的突破正在重塑整个软件开发范式。我们正在构建下一代具有强大代码生成与自主 Agent 能力的基座模型,打造可在真实工程环境中独立运作的 AI 开发者。 岗位职责 1、负责基座大模型在代码生成、代码理解、代码 debug 等方向的能力研究与提升,提升模型在Coding任务中的 Planning、长上下文理解等核心能力。 2、探索模型在 repo 级代码理解、跨文件修改、自主 debug 等复杂任务上的能力边界。 3、参与 Post-training(SFT / RL/ PRM)等 Alignment 方法在 Coding 场景的研究与落地。
包括英文材料
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.
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
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.
Linux+
https://ryanstutorials.net/linuxtutorial/
Ok, so you want to learn how to use the Bash command line interface (terminal) on Unix/Linux.
https://ubuntu.com/tutorials/command-line-for-beginners
The Linux command line is a text interface to your computer.
https://www.youtube.com/watch?v=6WatcfENsOU
In this Linux crash course, you will learn the fundamental skills and tools you need to become a proficient Linux system administrator.
https://www.youtube.com/watch?v=v392lEyM29A
Never fear the command line again, make it fear you.
https://www.youtube.com/watch?v=ZtqBQ68cfJc
PyTorch+
https://datawhalechina.github.io/thorough-pytorch/
PyTorch是利用深度学习进行数据科学研究的重要工具,在灵活性、可读性和性能上都具备相当的优势,近年来已成为学术界实现深度学习算法最常用的框架。
https://www.youtube.com/watch?v=V_xro1bcAuA
Learn PyTorch for deep learning in this comprehensive course for beginners. PyTorch is a machine learning framework written in Python.
Megatron+
https://www.youtube.com/watch?v=hc0u4avAkuM
还有更多 •••