百度大模型算法工程师（J83278）
社招全职MEG地点：北京状态：招聘
任职要求
-计算机科学，数学，物理，电子工程，自动化或相关理工科领域的本科及以上学位，计算机基础扎实。 -对深度学习，机器学习，强化学习，神经网络，transformer有深入的理解，有丰富的项目实战经验。 -有丰富的自然语言处理、数据挖掘等相关领域经验；对大模型开发相关技术如LLM基本原理、提示词工程、检索增强及有监督微调等有深入掌握；具备langchain、LlamaIndex等智能体开发框架的实战经验。 -编程能力强，精通C++/Go/Python等至少一种编程语言，拥有扎实的算法和数据结构基础；至少掌握pytorch、TensorFlow、MXNet、PaddlePaddle等机器学习框架和工具中的一种。 -有健康医疗行业知识和项目落地经验者优先，有多模态大模型经验者优先。 -具备良好的沟通能力和团队协作精神，拥有强烈的求知欲和自我驱动力，能够持续跟进企业界和学术界最新动态，能阅读和理解技术研究论文，并能将论文的观点转化为实际的算法，并应用于实际工作中。
工作职责
-主要负责健康医疗业务的策略研发工作，提升大语言模型的应用效果。 -积极探索多模态大模型等前沿技术领域并结合业务落地。 -预训练和微调大语言模型，基于医疗健康行业数据，训练更适合业务需求场景的大语言模型。 -建设医疗健康行业的大模型知识库，带领团队完成数据处理加工，知识体系化及数据飞轮基础设施建设。
包括英文材料
学历+
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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.
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.
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.
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.
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
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
LangChain+
https://python.langchain.com/docs/tutorials/
New to LangChain or LLM app development in general? Read this material to quickly get up and running building your first applications.
https://www.freecodecamp.org/news/beginners-guide-to-langchain/
LangChain is a popular framework for creating LLM-powered apps.
LlamaIndex+
https://developers.llamaindex.ai/python/framework/getting_started/starter_example/
This tutorial will show you how to get started building agents with LlamaIndex.
https://www.ibm.com/think/tutorials/llamaindex-rag
LlamaIndex is a powerful open source framework that simplifies the process of building RAG pipelines.
开发框架+
[英文] Understanding Modern Development Frameworks: A Guide for Developers and Technical Decision-makers
https://www.freecodecamp.org/news/understanding-modern-development-frameworks-guide-for-devs/
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
Go+
https://www.youtube.com/watch?v=8uiZC0l4Ajw
学习Golang的完整教程！从开始到结束不到一个小时，包括如何在Go中构建API的完整演示。没有多余的内容，只有你需要知道的知识。
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.
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/
数据结构+
https://www.youtube.com/watch?v=8hly31xKli0
In this course you will learn about algorithms and data structures, two of the fundamental topics in computer science.
https://www.youtube.com/watch?v=B31LgI4Y4DQ
Learn about data structures in this comprehensive course. We will be implementing these data structures in C or C++.
https://www.youtube.com/watch?v=CBYHwZcbD-s
Data Structures and Algorithms full course tutorial java
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.
TensorFlow+
https://www.youtube.com/watch?v=tpCFfeUEGs8
Ready to learn the fundamentals of TensorFlow and deep learning with Python? Well, you’ve come to the right place.
https://www.youtube.com/watch?v=ZUKz4125WNI
This part continues right where part one left off so get that Google Colab window open and get ready to write plenty more TensorFlow code.
PaddlePaddle+
https://learnopencv.com/paddlepaddle/
PaddlePaddle (PArallel Distributed Deep LEarning) is an open-source deep learning framework released by Baidu in 2016.
https://www.paddlepaddle.org.cn/tutorials
本课程采用飞桨特色的「横纵式」 教学法，从易到难，学习难度逐层递进，并结合图形和案例进行讲解，力求让刚接触深度学习的读者可以快速理解。
相关职位
社招ACG
-建设在重点应用场景效果领先的VL视觉理解大模型 -研究持续预训练（CPT）及退火训练技术，通过高质量领域数据增强垂直领域基座模型 -研究垂直领域的奖励规则和奖励模型，通过强化学习后训练，提升基座模型的领域知识推理能力 -研究前沿的文本/多模态模型架构与高效的训练推理技术，在先进模型结构、对齐训练算法、强化学习、推理时scaling、高效奖励模型设计、视觉推理、机制解释等方向深入研究并产出有影响力的结果
更新于 2025-07-25
社招技术类
1、负责大模型设计和开发工作，包括模型设计、prompt优化、预训练、模型加速、数据集建设等； 2、结合业务需求，实现电商平台业务场景的智能化、自动化升级。
更新于 2025-03-31
社招1年以上算法开发岗
1、参与生成式大模型能力构建；不局限于模型设计、prompt优化、预训练、模型推理加速、其他能力建设等； 2、采用最先进的并行处理和分布式学习技术，制定并执行性能优化策略，显著提升大型语言模型的训练速度和推理能力，例如跟进DeepSeek R1技术架构等，确保技术行业领先； 3、推进大模型技术在京东物流各个业务场景落地，包括不限于智能问答、智能数据分析、智能决策以及Computer Use等，助力业务流程优化，增质提效； 4、深度探索大语言模型方向，保持技术领先优势，推动京东物流在行业内树立高效、精准的大模型/多模态大模型应用标杆，并取得业务收益。
更新于 2025-06-09
社招大模型
1、探索新一代大语言模型基座架构，完成扩散模型（diffusion model）在大语言模型的重塑，突破逐个token预测的方式，实现高效的推理模式，探索全新scaling law； 2、实现大模型训练的数据清洗、合成和评估；设计和实现大模型训练的AI Infra框架。
更新于 2025-09-05