• 9k-13k·15薪 经验3-5年 / 本科
    制造业 / 未融资 / 2000人以上
    岗位职责: -计算 机相关专业,3年以上软件开发经验; -对基础技术如JVM,多线程并发,IO,网络有一定的掌握; -熟悉Java Web开发的框架和库,如Spring MVC,Springboot,Spring Cloud; -熟悉JavaScript,HTML,CSS等web前端技术,对vue和angular等前端框架有一定了解; -至少熟悉一种数据库; -参与过敏捷开发项目; -具备项目管理经验者优先。 -英语可沟通;
  • 20k-30k·15薪 经验5-10年 / 本科
    汽车丨出行 / 未融资 / 500-2000人
    Key Objectives and Scope of the Position Responsible to assure product and process quality of supplied parts and support BBA and BMW AG Purchasing-, Development-, Quality- and Logistic Department on all Global Sourcing and ***** Content Activities in Asia related to parts quality, supplier quality management issues and ensure know how transfer and training to Quality Sr. Specialist. Major Responsibilities ·Supplier evaluation within the supplier selection process with the tools Supplier Pre Evaluation and Risk Assessment with the focus on product and process quality, quality management system and manufacturing technologies and documented in QMT Visit Report ·QMT Evaluation of qualifikation costs and definition of requiered measurements and aggreement with the supplier before supplier nomitation ·Steering and monitoring of QMT part for Global Sourcing and ***** Content Projects according to BMW Quality Processes and requierements (e.g. RGA), includes the steering of series tooling ·Lead and organize a Launchteam (coordinate the Logistic-, Purchasing and QMT activities), puts counter measurements in place and verify the in time implementation. ·Buy off of parts, tooling and checking devices at the supplier location during the build phases QMT part preparation and release of Process Series, ramp up curve and ISIR-Procedure (PPAP) ·Product and Process Audits at suppliers, Supplier Requalifications ·Follow-up of measurements and actions defined out of Process Series and Supplier Audits ·Analyse parts quality problems and coordinate the problem solving process ·Problem solving responsibility in the PQM process for topics releated to supplier production processes (Regelkreis 1und 2 in PEP / Regelkreis 2 in series phase) ·Evaluation of supplier performance in series production (LPKM) ·Initialization of escalation in case of series deviations in qualtity performance of suppliers ·Willing to take over responsibility in other technical areas and lead the problem solving Qualifications ·Master / Bachelor degree or equivalent with minimum 8 years BMW experience. ·Intense training and experience in quality methods. Excellent knowledge of QMT-Processes (Product and Process Development & Series Production). ·Experience in terms of supplier evaluation. ·Well-founded knowledge of industrial production processes, sound knowledge of process engineering and Process Development & Series Production). ·Founded and business fluent knowledge in English language, additional knowledge in Chinese or German language is a benefit. ·Intercultural competence, successful acting in intercultural teams. ·High flexibility and mobility, high stress tolerance. ·Willing to Travel ·Experience in sub-supplier management. ·Experience in a technical field at automotive OEM or supplier in Project phase before SOP and series productio
  • 25k-50k·13薪 经验5-10年 / 本科
    汽车丨出行 / 未融资 / 500-2000人
    Key Objectives and Scope of the Position The role demands expert knowledge and understanding of design principles, metrics, global alignment methods and techniques, production processes, market research, commercial awareness and leadership skills. Through balance of creative thinking and interpersonal skills, this person will demonstrate an ability to work with a cross-fertilized design team to successfully visualize concepts and translate them to feasible solutions; balancing innovative design, functional requirements and aesthetic appeal of products and services. Major Responsibilities • Provides the highest quality level of Industrial Design content by creating benchmarks in the field. • Applies high knowledge of Design to assignments of high complexity • Developing and communicating industry-leading creative concepts • Create project type/definition (new methods project specific) • Provides creative problem solving and analysis • Originates and develops ideas to design a product, an interface or a brand • Evaluates Industrial Design ideas based on factors such as appealing appearance, design-function relationships, serviceability, materials and method engineering, application, budget, price, production costs, methods of production, market characteristics, and client specifications • ntegrates findings and concepts and sketches design ideas • Contribute to the development of the Studio’s culture and quality standards • Leads and initiates working collaboratively with cross functional teams and disciplines and embraces a holistic, cross-industry design approach • Supports and/or executes strategic services such as contextual research, design strategy and design identity programs in collaboration with CC • Understands clients needs • Presents work to both the company and the client, discusses need for modification and change • Mentors and coaches team members on their way of creative development • May build simulated model, using hand and power tools and various materials, may prepare illustrations • Reads publications, attends showings, and consults with engineering, marketing, production, and sales representatives to establish design concepts • Involved in research and vendor liaison • Supports and maintains relevant system documents (Time Writer) and proactively suggests own and fellow designer utilization planning • Performs other duties as assigned. Qualifications • Bachelor’s Degree in Industrial Design or equivalent • Expert in most aspects of field • Proactively develops and improves technical knowledge and initiates integration of related disciplines / processes • Expert computer skills and 3D proficiency with surface and solid modeling software (Alias, Maya, Rhino, Adobe Creative Suite, RTT, Showcase, Bunkspeed, Hypershot, Maxwell, Image Studio) • Excellent understanding of the design process as well as principles to improve design quality • Excellent verbal and written communication skills • Some travel may be required • Excellent presentation skills • Role model in conceptual thinking, ability to innovate. • 7-10 years of Industrial Design or equivalent
  • 30k-35k·15薪 经验3-5年 / 本科
    汽车丨出行 / 未融资 / 500-2000人
    BMW is focusing on the development of automated driving (AD) with great effort. In order to develop and test highly intelligent software for environmental perception, maneuver planning and acting, which finally enables the self-driving capability of an autonomous car, a huge amount of environmental sensor data needs to be collected, hosted and processed in an AD Development Platform (AD Data Center). The processing covers e.g. broad data analytics, reprocessing and KPI evaluation, simulation, virtual endurance run, etc. The BMW AD team in China is fully integreated into the global network of highly educated experts of different domains. In this job you will play a crucial role at the interfaces between BMW AD SW development and IT teams as well as Chinese internet tech-companies and high-tech AD suppliers. Big data, distributed data and RaaS(Reprocessing as a Service) (e.g. MapReduce, HDFS,Airflow,Jenkins,CI\CD etc.,) will be your core focus. Your prime target will be to accelerate the AD product development by analyse FTs requriments and designing big data architectures , tasking the development of related big data applications and managing their deployment to a massive off-site data center BMW just developed in cooperation with a big Chinese Tech-Player. In order to achieve this target you will be exposed to a complex project environment involving both BMW internal and external partners. You will be working with are Docker, Openshift, Kubernetes, Grafana, SPARK etc. switch global environment to *****. Major Responsibilities: -Design, deployment and improvement of distributed, big data systems targeting automated driving applications; -Tasking the development and improvement of off-board backend big data applications and related communication protocols targeting automated driving use cases; -Management and structuring of requirements provided by BMW's AD development teams regarding the big data AD platform; -Steering of BMW China AD development teams and external cooperation partners (big Chinese Tech-Player) regarding data driven development; -Review, monitor and report the status of own project; -Support in the budget planning process for the organization unit; -Research, recommend, design and develop our Big Data Architecture. Ensures system, technical and product architectures are aligned with China data platfrom strategy; Qualifications: -Master/Bachelor’s degree in Computer Science,Electrical/Electronic Engineering, Information Technology or another related field or Equivalent; -Good communication skills, good language skills in English; German language skills optional and appreciated; -Rich experience in big data processing Hadoop/Spark ecosystem applications like Hadoop, Hive, Spark and Kafka preferred; -Solid programming skills, like Java, Scala or Python; -Rich experience in docker and Kubernetes; -Familiar with CI/CD tools, like Jenkins and Ansible; -Substantial knowledge and experience in software development and engineering in (distributed big data) cloud/ compute/ data lake/datacenter systems (MAPR,Openshift,docker etc.,) -Experience with scheduling tools is a plus, like Airflow and Oozie preferred; -Experience with AD data analysis e.g. Lidar, Radar, image/video data and CAN bus data. -Experience in building and maintaining data quality standards and processes; -Strong background working with Linux/UNIX environments; -Strong Shell/Perl/Ruby/Python scripting experience; -Experience with other NoSQL databases is a plus, like Elasticsearch and HBase preferred; -Solid communication skills with ability to communicate sophisticated technical concepts and align on decisions with global and China ***** partners; -Passion to stay on top of the latest happenings in the tech world and an attitude to discuss and bring those into play; -Must have strong hands-on experience in data warehouse ETL design and development, be able to build scalable and complex ETL pipelines for different source data with different format;
  • 30k-35k·15薪 经验1-3年 / 本科
    汽车丨出行 / 未融资 / 500-2000人
    BMW is driving the development of automated driving vehicles as one of its main areas of focus. At the core of such vehicles is software as the vehicle's "brain". The BMW Automated Driving Team, China, is part of the BMW automated driving software development network, and thus requires skillfull and versatile software engineers and project managers. Responsibilities: -Analysis of the defects of the Automated Driving (AD) and Advanced Driver Asistance System (ADAS) in every development cycle, to identify root causes and direction of fixes. -Construction and maintainance of the AD system effect-chain knowledge. -Development of toolings for the defects analysis. Trouble-shooting the effect-chain during the Integration of the vehicle onboard software into real testing vehicle and virtual testing facilitiy, to provide a testable system in every development iteration. Qualifications: -Master in Computer Science, SW Engineering or equivalent. -Substantial knowledge and experience in modern software development and engineering in embedded systems or backend systems with mainly C++, and partially Python. -Familiar with project lifecycles and software processes (both functional and non-functional requirement analysis, system design / architecture, implementation, configuration/build management, testing/integration, user acceptance testing, roll-out, maintenance). -Good understanding of software-/system architecture and system design. -Usage, deployment and improvement of distributed, big data systems targeting automated driving applications. -Good knowledge and experience in data analizing pipline/systems development and deployment with mainly spark, airflow, grafana, and influxDB. -Knowledge about vehicle bus network, sensor and other electronic systems in a vehicle. -Capable of working in a dynamic and challenging environment. Good communication skills, good language skills in Chinese and English (written and oral); German language skills optional and appreciated. -1-3 Years Software development experience. -1-3 Years Automated driving/ driver assistance/ Robotics experience.
  • 45k-55k·13薪 经验10年以上 / 本科
    汽车丨出行 / 未融资 / 500-2000人
    The incumbent must have in-depth understanding within every stage of the design process and apply innovative thinking, inspiration and leadership when directing cross-fertilized design teams or design leaders. As a liaison between clients, designers at various levels and the executive management, he/she must be confident with design deliverables of multiple projects integrating internal staff such as those from cross-disciplinary backgrounds and cross-studios as well as external creative partners. RESPONSIBILITY • Directing, leading and overseeing multiple design disciplines and directors to provide a superior quality level of creative output that meet or exceed the stated objectives. • Develop methods to promote, transfer and monitor cross-fertilization innovation and interdisciplinary design and creativity throughout the company. • Enable and develop techniques to integrate the collective input and to foster the distribution of ideas to the entire internal community. • As a member of Studio Management Team establish the cross-studio philosophy, standards and best practices for design quality and design leadership. • Create future direction of deign services and derive strategic plans to maintain and increase DW's design leadership position. • Develop metrics and systems to manage benchmarking goals and criteria. • Manage consistency and quality control across multiple design disciplines for the studio. • Direct and create design processes to ensure that a highest quality design deliverable is provided to each client. • Manage comprehensive design managers, direct reports, and team leaders to meet or exceed client and projects stated objectives. • Ensure collaboration with global and ***** leadership to maintain project quality in design deliverables. • Manage the creation and establishment of quality gates and milestones. • Oversee the implementation of cutting edge methods, standards and best practice. • Define success criteria for the development and conceptualization of innovative ideas, concepts and design solutions. • Provide creative problem solving and analysis to assigned projects. • Partner with Strategic Partnering, Creative Consulting, and the Studio Director with planning; scope, resourcesm budget, timing and deliverables. • Partner with the Global Collaboration and Knowledge Management Function to create training and development plans and transfer of process and procedure knowledge. • Contribute extensive knowledge of design & product development especially in the car design sector for the BMW Group. • Responsible for both project and account level profitability. • Oversee project teams and support staff. • Present work internally and to the client, discusses need for modification and change. • Excellent in client understanding and demonstrating our value proposition at CEO level. • Clearly communicates project targets, status and progress to management and the design teams. • Coordinate seamless communication with DW internally, third party clients, BMW Group partners, ED (all levels), and outside partners. QUALIFICATIONS • Strong leadership and transactional skills in international organizations. • Must be able to manage multicultural teams in an international work environment • Ability to foster design excellence, cross-disciplinary collaboration and to promote creativity. • Prior work experience and established personal network within the BMW Group is essential for success in this role. • Strong verbal and written communication as well as interpersonal skills in both English, German is preferred. • Ability to communicate and interact with executives and officials in a diverse community. • Passion for Design and Creative Thinking. • Conceptual thinking. • 5-7 years team leadership. • 10+ years professional experience in an executive position in the design division of a corporation or in a design leadership position in a design consulting firm or agency.
  • 9k-14k·13薪 经验1-3年 / 不限
    汽车丨出行 / 不需要融资 / 150-500人
    岗位职能: 1、按照经销商的要求,提供热忱、专业的汽车销售服务; 2、为宝马客户提供进行长期、热情的专业客户关怀; 3、为其它销售工作(二手车、金融)提供支持; 4、努力达成个人目标进而实现经销商整体销售业绩。 薪资:年薪15万-30万 职位描述: 1、大专或同等以上学历; 2、三年以上中高档汽车销售工作经验,或其他高档消费品行业经验; 3、处事灵活且乐于学习,善于规划和组织,做事有条理; 4、具备有效的谈话技巧、渴望成功、富于进取; 5、认同公司和品牌价值观,性格开朗、友善、自信; 6、持有C1驾驶证; 7、能承受较大的工作压力。 公司福利: 1、完善的培训体系(宝马厂家培训、内部培训); 2、提供业界同行具竞争力的薪资收入; 3、享受国家规定的带薪假期(如元旦、春节、清明、劳动节、端午、清明、中秋、国庆、婚假、丧假、产假、年假等); 4、五险一金:为员工缴纳五险一金; 5、员工餐:公司每天为员工提供高标准的免费员工午餐; 6、员工活动:定期或不定期组织拓展、聚餐,年度旅游等; 7、生日福利:员工生日发放实物福利; 8、年终奖:公司年终为员工发放丰厚的年终奖金;
  • 8k-14k 经验1-3年 / 不限
    汽车丨出行 / 不需要融资 / 150-500人
    【公司提供客户资源】 岗位职责: 1、负责电话邀约客户到店看车,并对接给销售顾问,无需进行销售 2、每月统计及建档邀约与销售数据 3、完成领导交办的其他事项 岗位要求: 1、工作认真细致,有责任心,服务意识强 2、会使用基本的办公软件 3、有较强的沟通及执行能力 4、行业不限,有汽车行业工作经验的优先 公司福利: 1、完善的培训体系(宝马厂家培训、内部培训); 2、五险一金:为员工缴纳五险一金; 5、员工餐:公司每天为员工提供免费员工午餐 6、员工活动:定期或不定期组织拓展、聚餐,年度旅游等; 7、生日福利:员工生日发放实物福利; 8、年终奖:公司年终为员工发放丰厚的年终奖金
  • 35k-55k 经验1-3年 / 本科
    消费生活 / 上市公司 / 2000人以上
    商业增值部是服务于美团核心本地商业客户的增值服务平台,覆盖餐饮、即时零售、医药、休闲娱乐、丽人医美、生活服务、酒旅度假等业务领域。我们致力于构建健康的本地商业生态,通过为平台客户和消费者提供符合其需求的多元、便捷、高效的商业产品和服务,帮助生态伙伴提高效率、优化经营、实现持续健康发展,推动本地商业数字化营销的发展,促进商业生态繁荣。作为本地商业的头部平台,我们为产品、运营、商务、技术、商业分析等领域人才提供广阔的发展空间。诚邀你加入美团商业增值团队,共筑本地商业的健康繁荣生态! 岗位职责 1.负责零售广告品类客户运营,制定品类客户运营策略和计划,确保品类广告收入目标的达成。 2.负责品类拓展新客户,与现有客户保持良好的沟通和关系维护,提升客户满意度和忠诚度,对客户的货币化率增长负责。 3.跟进市场动态,深入了解竞争对手的运营策略和市场趋势,提供市场情报和分析报告,为品类运营策略决策提供参考。 4.协调资源,确保品类运营策略的顺利执行,推动项目的落地和交付。 岗位基本需求 1.本科及以上学历,有相关专业背景优先。 2.具备3年以上的业务运营、管理或销售运营、管理经验,有零售行业经验者优先。 3.熟悉广告投放渠道和策略,了解市场营销的基本原理和方法。 4.具备良好的数据分析能力,能够熟练运用数据工具进行数据挖掘和分析。 5.具备较强的市场洞察力和创新能力,能够灵活应对市场变化。 6.具备出色的沟通和协调能力,能够与客户和团队有效合作,解决问题并取得共识。 岗位亮点 1.高速增长业务,成长空间较大; 2.独立负责品类运营策略制定,能深入了解品类的行业发展。 3.团队氛围好
  • 7k-12k 经验不限 / 本科
    工具类产品,软件服务|咨询 / 未融资 / 500-2000人
    岗位职责: 1、负责德语市场调研分析,确定公司产品目标用户群及特征,制定市场营销方案; 2、挖掘目标市场用户需求,结合Google等搜索引擎关键词分析,制定海外网站/社交媒体内容运营策略; 3、根据内容运营策略,进行内容策划、信息采集及撰写发布,提高用户互动及传播; 4、策划推进及组织协调网站重大运营活动方案、并进行效果跟踪分析和优化调整; 5、开拓海外市场(德国地区媒体、社交红人、第三方商城或代理商),进行产品评测或促销等合作,提高产品曝光度,达成流量和销售目标。 任职资格: 1、本科及以上学历,德语相关专业,具有专四或以上语言证书,接受优秀的21届德语专业毕业生; 2、具备良好的德语听、说、读、写能力及及英语读写能力; 3、熟练掌握SEO的优化技巧,并对对软件市场有一定的认知,有从事过相关的工作或学习者优先,有德语留学经验者优先; 4、认真、细致、耐心、责任感强,能承受压力,具备一定的沟通协调能力。
  • 3k-4k 经验不限 / 不限
    旅游|出行 / D轮及以上 / 500-2000人
    岗位职责: 1.协助国际租车部门销售数据统计及渠道销售价格追踪、问题反馈。 2.协助开发新的全球战略合作伙伴,并与MKT部门、BD部门及Ops部门日常联动、沟通及串联,从而协助推进项目开展及落地。 3.协助管理全球核心合作商户的销售运营,并与MKT部门、BD部门及Ops部门日常联动、沟通及串联,从而协助推进项目开展及落地。 4.协助部门对市场竞争力调研要求,按要求做好市场洞悉及报告反馈。 任职要求: 1.热爱旅游,对未知有探索的精神,不拘泥于现状,勇于发现问题及提出意见。 2.大三大四、研二研三同学优秀在读生,到岗至少4天/周,实习期至少3个月或以上。 3.英语CET-6或以上,已考取IELTS/TOEFL/BEC等语言类证书优先,工作语言为英文和中文。 4.有电商产品运营或旅游相关实习经验优先。 5.性格外向,有很强的中英文沟通能力。 6.有一定的数据分析能力,熟悉excel的数据模型搭建,并有基本的PPT制作能力。 工作时间 现场实习3个月以上,每周保证4天以上的实习时间。
  • 软件服务|咨询 / 上市公司 / 2000人以上
    工作职责: 承接WM INT客户平台、资产平台、场外交易系统、产品行情系统等相关后台开发工作。 任职要求: 1. 本科及以上,计算机相关专业,3年以上相关经验; 2. 熟练掌握 java、mysql/oracle、sprint boot等开发工具,熟悉微服务相关技术 ; 3.具备 良好的分析问题解决问题能力、沟通协调能力和团队合作 能力; 4. 具备 金融系统开发经验优先。
  • 10k-15k 经验3-5年 / 大专
    电商平台 / 不需要融资 / 150-500人
    工作内容: 1. 负责车载电子产品功能的测试; 2. 负责车载电子产品各项指标以及性能的测试,需要操作各种测试仪器(公司有全面培训,无需担心起初是否会使用); 3. 负责车载电子产品测试后的问题的跟进工作,向软件或者硬件工程师反馈问题,并跟进过程直到问题完全彻底解决; 4. 参与或者制定车载新产品的测试流程和方案(能独立制定测试手段和流程者,将有机会提升到测试主管位置); 职位要求: 1. 车载导航或者汽车电子产品领域有测试经验者优先,男女不限; 2. 熟悉手机操作系统,如安卓系统和IOS系统者优先; 3. 熟悉和热爱电子产品者优先,有驾照会开车者优先; 4. 熟悉电脑操作以及文档编辑; 5. 热爱本职工作、能承受一定工作压力、有大局观,责任心和团队意识,具备较强的沟通、理解、学习、领悟能力和创新精神; 加分项: - 熟悉汽车电子相关标准(如ISO 26262); - 有自动化测试经验。
  • 25k-35k 经验5-10年 / 硕士
    金融 / 上市公司 / 2000人以上
    工作职责 1. 负责安全发现、运营效率提升等相关模型的开发、落地和调优。 2. 与产品和业务团队紧密合作,理解产品和业务需求,并提供相应的算法和模型支持,将相应的业务问题转换为对应的模型问题。 3. 跟踪最新的研究进展和技术趋势,不断提升算法和模型的性能和鲁棒性。 4. 撰写技术文档,分享研究成果和经验,并向其他团队成员提供技术支持和培训。 5. 对现有系统或模型的不足进行分析,找到目前系统的瓶颈,改进系统算法,提高系统性能。 任职要求 1. 计算机科学、数学、物理、统计学或相关领域的本科及以上学历。 2. 熟练掌握机器学习和深度学习的基本理论和常用算法,如常用的回归、分类、聚类、神经网络等。 3. 熟练掌握至少一种编程语言,如Python、Java、C++等,具有扎实的编程基础和良好的代码风格。 4. 熟悉常用的数据处理和分析工具,如Pandas、Numpy、Scikit-learn、pyplot等常规工具,spark、hive等大数据工具、TensorFlow、pytorch等深度学习框架。具备图分析,nebula图数据库、milvus向量数据库等工具使用为佳。 5、对算法工程化有相应的实践,对FastAPI、sqlalchemy、基础的Liunx、CI/CD等有相应的实践。 6. 对自然语义分析、大语言模型的场景化应用、编排、调优有实际的落地经验优先。 7. 具备一定的运营经验和业务敏感度,能够理解产品和业务需求,并从算法角度提出优化建议。 8. 积极的探索精神,对新的领域,新的工具有着强烈的好奇心和自驱力来快速学习和运用,对过程中的问题能够快速解决。
  • 25k-50k·15薪 经验不限 / 不限
    金融 / 上市公司 / 500-2000人
    岗位职责: 1. AI 业务应用开发: a. 负责 AI 算法的工程实现,包括模型部署、优化和集成,提升业务系统的智能化水平。 b. 参与 AI 解决方案的全流程开发,从需求分析、模型选型、训练、评估到线上部署。 2. AI 系统架构与优化: a. 设计并优化 AI 相关的系统架构,确保其高效、稳定、可扩展。 b. 结合业务需求,优化推理速度、降低计算成本,提高 AI 服务的可用性。 3. AI 模型应用与改进: a. 结合业务场景,应用深度学习、自然语言处理(NLP)、计算机视觉(CV)等技术,解决实际问题。 b. 持续跟踪 AI 技术前沿,结合业务需求改进现有模型,提高预测精度、稳定性和计算效率。 4. 数据处理与特征工程: a. 负责数据的采集、清洗、预处理和特征工程,构建高质量的 AI 训练数据集。 b. 设计高效的数据管道,支持大规模数据处理,提高 AI 训练与推理的效率。 岗位要求: 1. 基础技能要求: a. 计算机或相关专业本科及以上学历,熟悉数据结构、算法、操作系统和计算机网络。 b. 精通Python编程语言,并具备良好的编程习惯和代码优化能力。 c. 熟悉 深度学习框架(TensorFlow/PyTorch),能基于现有框架训练、优化并部署 AI 模型。 d. 具备 NLP、计算机视觉、推荐系统等至少一个领域的实践经验,并理解相关算法原理。 2. 工程能力要求: a. 熟悉 Docker、Kubernetes、TensorRT等,能在生产环境中高效部署 AI 模型。 b. 了解 数据库(SQL/NoSQL),能处理大规模数据并优化 AI 训练数据流。 c. 具备 AI 系统的工程化能力,能构建高效、可扩展的 AI 服务和 API。 加分项: 1. 具备 大模型(LLM)相关经验,能优化和微调开源大模型(如 GPT、Llama、Claude)。 2. 有多模态AI 开发经验(图像+文本+语音)或 强化学习应用经验。 3. 了解 MLOps、AutoML、A/B 测试、AI 监控与评估,能构建自动化 AI 训练与部署流程。 4. 具备创业或业务落地经验,能够平衡技术与商业需求,实现 AI 价值最大化。