特斯拉全栈开发工程师,AI,上海
社招全职2年以上IT-基础架构与运营地点:上海状态:招聘
工作描述
职位角色 特斯拉信息技术部门(工作地点:上海超级工厂)现招聘一名全职 IT AI Platform 开发工程师,专注于构建和扩展下一代 AIOps 与 MLOps 平台。随着人工智能技术,尤其是生成式AI(GenAI)平台在企业核心系统中的深入应用,我们亟需一位能够打通 AI研发与生产部署之间壁垒 的工程专家。 您将负责从 模型训练、版本管理、自动化部署到高性能推理服务 的完整 MLOps 体系建设,并主导构建支持 本地 GPU 推理与云端 LLM API 融合 的混合式推理网关平台,以实现 低延迟、高吞吐 的企业级 AI 服务能力。作为 GenAI 平台及未来 AI 服务落地的核心力量,您将显著提升 AI 功能的交付效率与系统稳定性。 岗位职责 设计、构建并维护可扩展的 MLOps 平台,实现 AI 模型从训练、版本控制、部署到监控的全生命周期管理。 基于 vLLM、TensorRT-LLM、TGI 等框架,在大规模 GPU 集群上开发并优化大语言模型(LLM)推理流水线。 构建融合本地 GPU 模型与云上 LLM API 的混合推理网关平台,实现智能路由、负载均衡与性能成本优化。 搭建自动化…
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包括英文材料
学历+
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
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
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.
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。
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.
Flask+
https://www.youtube.com/watch?v=Z1RJmh_OqeA
Flask is a micro web framework written in Python.
FastAPI+
https://fastapi.tiangolo.com/tutorial/
This tutorial shows you how to use FastAPI with most of its features, step by step.
https://realpython.com/get-started-with-fastapi/
FastAPI is a web framework for building APIs with Python.
https://www.youtube.com/watch?v=rvFsGRvj9jo
This video today is a crash course, where we will go through the basics of FastAPI.
React+
[英文] Quick Start - React
https://react.dev/learn
This page will give you an introduction to 80% of the React concepts that you will use on a daily basis.
https://www.youtube.com/watch?v=SqcY0GlETPk
Master React 18 with TypeScript! ⚛️ Build amazing front-end apps with this beginner-friendly tutorial.
https://www.youtube.com/watch?v=x4rFhThSX04
Learn modern React basics in the most interactive, hands-on way possible in the full course for beginners.
JavaScript+
https://developer.mozilla.org/zh-CN/docs/Learn_web_development/Core/Scripting
[英文] Learn JavaScript
https://learnjavascript.online/
The easiest way to learn & practice modern JavaScript
[英文] Learn JavaScript
https://web.dev/learn/javascript
https://www.youtube.com/watch?v=zuKbR4Q428o
Write bulletproof JavaScript code with unit testing!
Next.js+
https://nextjs.org/learn
Go from beginner to expert by learning the foundations of Next.js and building a fully functional demo website that uses all the latest features.
https://www.freecodecamp.org/news/tag/nextjs/
A collection of next.js posts
https://www.youtube.com/watch?v=6jQdZcYY8OY
In this video, I will teach you everything you need to know about NextJS for beginners.
https://www.youtube.com/watch?v=ZVnjOPwW4ZA
Master Next.js 13 and build amazing full-stack apps!
前端开发+
https://roadmap.sh/frontend
Step by step guide to becoming a modern frontend developer
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.
Kubeflow+
https://huggingface.co/blog/turhancan97/building-your-first-kubeflow-pipeline
Kubeflow is an open-source platform designed to be end-to-end, facilitating each step of the Machine Learning (ML) workflow.
https://www.kubeflow.org/docs/started/introduction/
Kubeflow is the foundation of tools for AI Platforms on Kubernetes.
https://www.youtube.com/watch?v=6wWdNg0GMV4
In this walk-through I will show you how I've created a machine learning pipeline with Kubeflow 1.5 using Juypter Notebooks, Kubeflow pipelines, MinIO and Kserve.
MLflow+
https://mlflow.org/docs/latest/ml/getting-started/
If you're new to MLflow or seeking a refresher on its core functionalities, the quickstart tutorials here are the perfect starting point.
https://mlflow.org/docs/latest/ml/tutorials-and-examples/
Here you'll find a curated set of resources to help you get started and deepen your knowledge of MLflow.
https://www.youtube.com/watch?v=cjeCAoW83_U
This is a video version of the MLFlow Quickstart guide.
https://www.youtube.com/watch?v=DnpEA1XaYlI
MLflow is designed to simplify the challenges of managing the machine learning lifecycle.
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