職位描述
崗位職責(zé): 1. 深入研究模型壓縮與優(yōu)化前沿技術(shù),持續(xù)探索并跟進(jìn)如 TensorRT、ONNX Runtime、OpenVINO 等不同深度學(xué)習(xí)推理和加速框架的最新進(jìn)展,通過(guò)模型剪枝、量化、蒸餾等技術(shù)手段,實(shí)現(xiàn)模型輕量化與性能優(yōu)化,提升模型在各類硬件平臺(tái)上的推理效率; 2. 負(fù)責(zé)感知、規(guī)劃、端到端無(wú)人駕駛等深度學(xué)習(xí)算法在嵌入式設(shè)備、邊緣計(jì)算平臺(tái)(OrinX, J6等)及云端服務(wù)器的全流程部署工作,包括環(huán)境搭建、模型轉(zhuǎn)換、性能調(diào)優(yōu),確保算法在實(shí)際應(yīng)用場(chǎng)景中高效、穩(wěn)定運(yùn)行; 3. 與算法研發(fā)團(tuán)隊(duì)緊密協(xié)作,參與 AI 模型的設(shè)計(jì)與開(kāi)發(fā)階段,從部署可行性角度提供專業(yè)建議,推動(dòng)算法模型與工程實(shí)踐的深度融合; 4. 針對(duì)部署過(guò)程中出現(xiàn)的問(wèn)題,進(jìn)行系統(tǒng)性的故障排查與性能分析,提出有效的解決方案,保障 AI 系統(tǒng)的可靠性與穩(wěn)定性。同時(shí),積極關(guān)注行業(yè)動(dòng)態(tài),探索新的技術(shù)和方法,為公司 AI 項(xiàng)目的持續(xù)優(yōu)化提供技術(shù)支持。 崗位要求: 1. 教育背景:計(jì)算機(jī)科學(xué)與技術(shù)、電子信息、人工智能等相關(guān)專業(yè)本科及以上學(xué)歷; 2. 編程能力:具備扎實(shí)的 C++、Python 開(kāi)發(fā)能力,能夠熟練運(yùn)用兩種語(yǔ)言進(jìn)行復(fù)雜業(yè)務(wù)邏輯的實(shí)現(xiàn)與系統(tǒng)開(kāi)發(fā); 3. 深度學(xué)習(xí)框架:熟練掌握 Pytorch 深度學(xué)習(xí)框架,熟悉其底層原理與高級(jí)特性,能夠靈活運(yùn)用框架實(shí)現(xiàn)模型的訓(xùn)練、調(diào)試與部署; 4. 技術(shù)實(shí)踐:精通深度學(xué)習(xí)模型的蒸餾、剪枝、量化等優(yōu)化技術(shù),擁有實(shí)際項(xiàng)目開(kāi)發(fā)經(jīng)歷,能夠?qū)⒗碚撝R(shí)應(yīng)用于實(shí)踐,解決實(shí)際工程問(wèn)題; 5. 加分項(xiàng):具備 CUDA 開(kāi)發(fā)經(jīng)驗(yàn),能夠充分發(fā)揮 GPU 并行計(jì)算能力,加速模型推理;擁有 Transformer 相關(guān)深度學(xué)習(xí)模型部署經(jīng)驗(yàn),熟悉其架構(gòu)特點(diǎn)與部署要點(diǎn)者優(yōu)先考慮; 6. 其他能力:具備良好的團(tuán)隊(duì)協(xié)作精神、溝通能力和問(wèn)題解決能力,能夠在跨部門(mén)協(xié)作中高效推進(jìn)項(xiàng)目;對(duì)新技術(shù)保持敏銳的洞察力和學(xué)習(xí)熱情,能夠快速掌握并應(yīng)用新興的 AI 部署技術(shù)。
企業(yè)介紹
上海西井科技股份有限公司(簡(jiǎn)稱西井科技WESTWELL),致力于以人工智能激活多產(chǎn)業(yè)潛能,做全球智能服務(wù)業(yè)的開(kāi)疆者。西井科技是目前為止中國(guó)首批基于正向自研無(wú)人駕駛重卡的公司,也是在全球范圍商業(yè)交付無(wú)人駕駛車輛及系統(tǒng)超過(guò)數(shù)百套規(guī)模的公司,場(chǎng)景已覆蓋海港、陸港、制造工廠等貨運(yùn)物流,產(chǎn)品及服務(wù)已落地全球18個(gè)國(guó)家和地區(qū),服務(wù)160余家客戶。秉持“取智于人,賦能予人From Human To Human”的企業(yè)哲學(xué),西井科技憑借獨(dú)特的應(yīng)用場(chǎng)景理解能力,已形成以WellOcean?(海港)、鐵路樞紐、陸港、空港、工廠等代表的大物流領(lǐng)域多場(chǎng)景智能解決方案,通過(guò)Qomolo?(新能源無(wú)人駕駛及智能商用車),用運(yùn)力串聯(lián)起各生產(chǎn)要素的運(yùn)營(yíng)與流轉(zhuǎn),并通過(guò)構(gòu)建Loopo?(數(shù)字化生產(chǎn)要素流轉(zhuǎn)互聯(lián)平臺(tái)),從生產(chǎn)節(jié)點(diǎn)、貿(mào)易流程等環(huán)節(jié),為終端用戶創(chuàng)造更高效并可持續(xù)的生產(chǎn)力價(jià)值。Shanghai Westwell Technology Co., Ltd (“Westwell”) is committed to activating the potential of various industries through artificial intelligence, and to be the industry pioneer of global intelligent services.Westwell has been the leading company to independently develop autonomous heavy trucks, and also the company to deliver hundreds of autonomous vehicles and sets of autonomous driving systems commercially worldwide. Westwell’s products and services cover most freight logistics scenarios, such as seaports, dry ports, manufacturing plants, spanning 160-plus clients in 18 countries and regions around the world. Adhering to the company’s Value Concept “From Human to Human” and through its extraordinary insights, Westwell has developed multi-scenario intelligent solutions for the bulk logistics fields, including seaports (dedicated seaport solution — WellOcean?), railway hubs, dry ports, airports, and factories, etc. With Qomolo? (our autonomous new energy commercial vehicle brand), Westwell connects operation and circulation within various production factors with transport capacity. With the launch of Loopo? (our digital interconnection platform for production factors), Westwell is capable of delivering more efficient and sustainable productivity value for end users in every sector, such as production nodes and trading flow, etc.