字节跳动AI应用研发专家-抖音直播
社招全职A153553地点:北京状态:招聘
任职要求
1、扎实的算法基础:熟悉算法(Transformer/Diffusion/RL)、工程(RAG、Agent)等至少一种前沿技术,并能快速落地; 2、丰富的Go/Java/Python后端开发经验,熟悉基础的微服务架构与云原生(K8s、Docker、Service Mesh); 3、熟练使用至少一种主流Agent框架(LangChain、AutoGen、Semantic Kernel等),理解其底层原理; 4、掌握向量数据库(Milvus/Faiss/Pinecone)、关系型/NoSQL数据库及实时数据管道(Kafka/Flink); 5、有端到端AI产品落地经验,能较好的多方协同完成业务迭代。
工作职责
1、工程基建,设计并落地高可扩展的AI Agent框架,引入MCP标准实现Agent与内部微服务、外部工具链的安全、低延迟集成; 2、AI Agent应用创新,基于大模型能力探索并落地ToC/内部研效提升等多场景Agent产品形态(对话、流程自动化、Copilot等)。
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/
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.
RAG+
https://www.youtube.com/watch?v=sVcwVQRHIc8
Learn how to implement RAG (Retrieval Augmented Generation) from scratch, straight from a LangChain software engineer.
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.
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。
Java+
https://www.youtube.com/watch?v=eIrMbAQSU34
Master Java – a must-have language for software development, Android apps, and more! ☕️ This beginner-friendly course takes you from basics to real coding skills.
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.
后端开发+
https://www.youtube.com/watch?v=tN6oJu2DqCM&list=PLWKjhJtqVAbn21gs5UnLhCQ82f923WCgM
Learn what technologies you should learn first to become a back end web developer.
微服务+
https://learn.microsoft.com/en-us/training/modules/dotnet-microservices/
Microservice applications are composed of small, independently versioned, and scalable customer-focused services that communicate with each other by using standard protocols and well-defined interfaces.
https://microservices.io/
Microservices - also known as the microservice architecture - is an architectural style that structures an application as a collection of two or more services.
https://spring.io/microservices
Building small, self-contained, ready to run applications can bring great flexibility and added resilience to your code.
https://www.ibm.com/think/topics/microservices
Microservices, or microservices architecture, is a cloud-native architectural approach in which a single application is composed of many loosely coupled and independently deployable smaller components or services.
https://www.youtube.com/watch?v=CqCDOosvZIk
https://www.youtube.com/watch?v=hmkF77F9TLw
Learn about software system design and microservices.
Kubernetes+
https://kubernetes.io/docs/tutorials/kubernetes-basics/
This tutorial provides a walkthrough of the basics of the Kubernetes cluster orchestration system.
https://kubernetes.io/zh-cn/docs/tutorials/kubernetes-basics/
本教程介绍 Kubernetes 集群编排系统的基础知识。每个模块包含关于 Kubernetes 主要特性和概念的一些背景信息,还包括一个在线教程供你学习。
https://www.youtube.com/watch?v=s_o8dwzRlu4
Hands-On Kubernetes Tutorial | Learn Kubernetes in 1 Hour - Kubernetes Course for Beginners
https://www.youtube.com/watch?v=X48VuDVv0do
Full Kubernetes Tutorial | Kubernetes Course | Hands-on course with a lot of demos
Docker+
https://www.youtube.com/watch?v=GFgJkfScVNU
Master Docker in one course; learn about images and containers on Docker Hub, running multiple containers with Docker Compose, automating workflows with Docker Compose Watch, and much more. 🐳
https://www.youtube.com/watch?v=kTp5xUtcalw
Learn how to use Docker and Kubernetes in this complete hand-on course for beginners.
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.
AutoGen+
https://microsoft.github.io/autogen/0.2/docs/Getting-Started/
AutoGen is an open-source programming framework for building AI agents and facilitating cooperation among multiple agents to solve tasks.
https://www.youtube.com/watch?v=JmjxwTEJSE8
Whether you know everything there to AI Agents or are a complete beginner, I believe there is something to learn here.
内核+
https://www.youtube.com/watch?v=C43VxGZ_ugU
I rummage around the Linux kernel source and try to understand what makes computers do what they do.
https://www.youtube.com/watch?v=HNIg3TXfdX8&list=PLrGN1Qi7t67V-9uXzj4VSQCffntfvn42v
Learn how to develop your very own kernel from scratch in this programming series!
https://www.youtube.com/watch?v=JDfo2Lc7iLU
Denshi goes over a simple explanation of what computer kernels are and how they work, alonside what makes the Linux kernel any special.
Milvus+
[英文] Tutorials Overview
https://milvus.io/docs/tutorials-overview.md
This page provides a list of tutorials for you to interact with Milvus.
https://www.baeldung.com/milvus-tutorial-intro
In this tutorial, we’ll explore Milvus, a highly scalable open-source vector database.
https://www.youtube.com/watch?v=7ejr_ZzU9jw
Discover the power of Milvus, an open-source vector database revolutionizing AI applications.
https://www.youtube.com/watch?v=Yhv19le0sBw
Vector databases have been trending recently as they power modern search, recommendations, and AI-driven applications.
Faiss+
https://faiss.ai/index.html
Faiss is a library for efficient similarity search and clustering of dense vectors.
https://huggingface.co/learn/llm-course/en/chapter5/6
In this section we’ll use this information to build a search engine that can help us find answers to our most pressing questions about the library!
Pinecone+
https://www.pinecone.io/learn/
Start building knowledgeable AI today. Create your first index for free, then pay as you go when you're ready to scale.
https://www.youtube.com/watch?v=AGKY_Q3GjRc
Getting started with the Pinecone vector database, used for retrieval augmented generation, semantic search, recommendation, and much more.
NoSQL+
https://nosql-database.org/
Everything about NoSQL Systems – Types, Benefits, and Real-World Uses
https://piaosanlang.gitbooks.io/mongodb/content/section1.1.html
NoSQL(NoSQL = Not Only SQL ),即"不仅仅是SQL",指的是非关系型的数据库。是对不同于传统的关系型数据库管理系统的统称。
https://www.youtube.com/watch?v=0buKQHokLK8
NoSQL databases can operate in multiple modes: as key-value store, document store or wide column store.
Kafka+
https://developer.confluent.io/what-is-apache-kafka/
https://www.youtube.com/watch?v=CU44hKLMg7k
https://www.youtube.com/watch?v=j4bqyAMMb7o&list=PLa7VYi0yPIH0KbnJQcMv5N9iW8HkZHztH
In this Apache Kafka fundamentals course, we introduce you to the basic Apache Kafka elements and APIs, as well as the broader Kafka ecosystem.
Flink+
https://nightlies.apache.org/flink/flink-docs-release-2.0/docs/learn-flink/overview/
This training presents an introduction to Apache Flink that includes just enough to get you started writing scalable streaming ETL, analytics, and event-driven applications, while leaving out a lot of (ultimately important) details.
https://www.youtube.com/watch?v=WajYe9iA2Uk&list=PLa7VYi0yPIH2GTo3vRtX8w9tgNTTyYSux
Today’s businesses are increasingly software-defined, and their business processes are being automated. Whether it’s orders and shipments, or downloads and clicks, business events can always be streamed. Flink can be used to manipulate, process, and react to these streaming events as they occur.
相关职位
社招3-5年网易有道
1. 对直播与账号的内容和数据负责,包含不限与流量和GMV等,最终带领团队达成考核指标; 2. 熟悉直播业务,深刻了解抖音/快手/视频号等平台规则,能够深度挖掘分析渠道用户喜好,通过数据分析与运营策略,有效推动业务增长; 3.对直播电商各岗位有深刻的认知,能够对各个岗位进行培训,且根据直播数据和状况基于有效指导和解决方案; 4. 基于公司发展战略,及时掌握行业动态,灵活调整直播策略,不断推陈出新,能够快速适应各直播渠道特性的迭代。
更新于 2025-09-22
实习网易游戏(互娱)
1、参与产品营销策划工作; 2、负责官方直播间开播时的主持和运营,包括操作、解说、展示等; 3、拥有以下任意特质:段子手、能说会道、爱表演、乐于在镜头前展现个人魅力,能不断根据直播间用户反馈针对性挖掘产品亮点和卖点,优化直播脚本和沟通话术; 4、乐于与观众互动,创造愉快、友好的氛围,提升官方直播间满意度;
更新于 2025-06-18
社招5年以上网易云音乐
1、负责LOOK直播核心用户规模增长策略制定与执行:深入研究市场动态、行业趋势以及竞品情况,结合 平台特色,精准定位目标用户群体,制定可落地的核心用户规模增长策略; 2、直播产品功能优化与创新:聚焦核心用户需求,挖掘直播产品在功能、体验等方面的痛点与潜在需求,协同技术、设计等团队推动产品功能的优化升级,提升用户留存与活跃度; 3、敏锐捕捉行业前沿技术与创新玩法:引入并推动适合的直播创新功能落地,打造差异化竞争优势,吸引更多核心用户入驻与留存; 4、建立并完善针对核心用户的数据分析体系:深度挖掘用户行为、偏好、留存、流失等关键数据,为产品优化与策略制定提供有力的数据支撑。
更新于 2025-06-17