職位描述
? Monitor ML processes and performances and their impact on the factory
? Tune such models and adapt them continuously
? Explore data, monitoring and helping increase their quality
? Facilitate the communication between HQ team and the plant workers
? 監(jiān)控機器學(xué)習流程與性能及其對工廠的影響
? 持續(xù)調(diào)整模型并進行適應(yīng)性優(yōu)化
? 探索數(shù)據(jù),監(jiān)控并協(xié)助提升數(shù)據(jù)質(zhì)量
? 促進總部團隊與工廠員工之間的溝通
A. Must-have
? Good knowledge of machine learning (ML) models
? Experience in ML models deployment and lifecycle management (MLOps)
? Advanced knowledge of Python, TDD and OOP
? Data visualization expertise
? Advanced knowledge of SQL
? Experience with GIT
? Good communication skills and empathy
? Curiosity
A. 必備條件
? 精通機器學(xué)習(ML)模型
? 具備機器學(xué)習模型部署與生命周期管理(MLOps)經(jīng)驗
? 精通Python、測試驅(qū)動開發(fā)(TDD)及面向?qū)ο缶幊蹋∣OP)
? 具備數(shù)據(jù)可視化專業(yè)能力
? 精通SQL
? 熟練使用GIT
? 優(yōu)秀的溝通能力與同理心
? 保持求知欲
B Required:
? Experience with scientific libraries (pandas, scipy, numpy, jupyter), scikit-learn, statsmodels and related machine learning/stats/data mining packages
? Knowledge of CI/CD
? Experience with Docker
B. 優(yōu)先條件:
? 掌握科學(xué)計算庫(pandas/scipy/numpy/jupyter)、scikit-learn、statsmodels及相關(guān)機器學(xué)習/統(tǒng)計/數(shù)據(jù)挖掘工具包
? 了解持續(xù)集成/持續(xù)交付(CI/CD)
? Docker使用經(jīng)驗
C. Desired skills:
? Experience with deep learning
? Experience in Apache Spark
? Working experience with AWS cloud framework and services
? Knowledge of Kubernetes
Core skills:
? Self-organizing ability
? Ability to communicate and collaborate with other team members
? Sharp critical thinking
Is considered a plus:
? Prior experience using agile and scrum
? Previous experience in professional end-to-end ML projects
C. 優(yōu)先技能:
? 深度學(xué)習實踐經(jīng)驗
? Apache Spark應(yīng)用經(jīng)驗
? AWS云框架及服務(wù)操作經(jīng)驗
? Kubernetes知識儲備
核心能力:
? 自我管理能力
? 團隊協(xié)作溝通能力
? 敏銳的批判性思維
加分項:
? 敏捷開發(fā)與Scrum實踐經(jīng)驗
? 專業(yè)端到端機器學(xué)習項目經(jīng)驗
Required languages English (mandatory) / Italian (nice to have)
Instruction level Master in Computer Science, Physics, Math, Engineering, Statistics or any other data-oriented or coding related disciplines.
PhD is a plus.
Seniority level At least 4 years of experience developing in Python or other languages.
必備語言:英語(必備)/意大利語(加分項)
學(xué)歷要求:計算機科學(xué)、物理學(xué)、數(shù)學(xué)、工程學(xué)、統(tǒng)計學(xué)或任何數(shù)據(jù)導(dǎo)向/編程相關(guān)學(xué)科碩士學(xué)位。
博士學(xué)位優(yōu)先。
資歷要求:至少4年P(guān)ython或其他編程語言開發(fā)經(jīng)驗。