秋招推荐岗位 - Lyft
职位1
Machine Learning Software Engineer Intern (2022)
San Francisco, CA
Job ID: UO16530321
KEY RESPONSIBILITIES
- Partner with Engineers, Data Scientists, Product Managers, and Business Partners to apply machine learning for business and user impact
- Design, build, train and test ML models
- Write production-level code to convert your ML models into working pipelines and launch ML models at scale
- Perform data analysis and build proof-of-concept to explore and propose ML solutions to both new and existing problems
- Analyze experimental and observational data, communicate findings, and promote launch decisions
- Participate in code reviews to ensure code quality and distribute knowledge
- Develop statistical, machine learning, or optimization models
BASIC QUALIFICATIONS
- Currently pursuing a Bachelor's, Master's, or PhD degree in Computer Science or a related engineering/quantitative field
- Graduating between December 2022 and June 2023
- Proficiency in advanced coding principles & machine learning fundamentals, including machine learning models, statistical inference, and classes of ML models
- Practical knowledge of how to build efficient end-to-end ML workflows
- Knowledge of ML libraries like scikit-learn, Tensorflow, PyTorch, Keras, MXNet, etc
- “Engineer at heart” with a high degree of comfort producing high-quality code
- Demonstrated oral and written interpersonal skills
- Bonus points: Proven ability to effectively turn research ML papers into working code
- Bonus points: Experience in designing software and ML systems
职位2
Data Science Intern, Algorithms (2022)
San Francisco, CA
Job ID: UO16530322
KEY RESPONSIBILITIES
- Partner with Engineers, Product Managers, and other cross-functional partners to frame problems, both mathematically and within the business context
- Perform exploratory data analysis to gain a deeper understanding of the problem
- Write production modeling code; collaborate with software engineers to implement algorithms in production
- Design and run both simulated and live traffic experiments
- Analyze experimental and observational data; communicate findings including working with partner teams and presentations; facilitate launch decisions
BASIC QUALIFICATIONS
- Graduating with a Masters or PhD degree between December 2022 and June 2023
- Currently pursuing a Masters or PhD degree in mathematical sciences (Operations Research, Electrical Engineering/Computer Science, Statistics, Applied Mathematics, Theoretical Physics, Behavioral science etc.), Economics (Microeconomics Theory, Econometrics etc.), Data Engineering; or a related field
- Experience coding in Python or R, SQL; standard data science libraries (NumPy, Scikit-learn, PyTorch, TensorFlow, Keras); and ML Tools & Libraries (NumPy, SpaCy, NLTK, Scikit-learn, TensorFlow, Keras)
- Experimental design and analysis
- Exploratory data analysis
- Expertise in one of these specialties: optimization and mathematical modeling, machine learning fundamentals, or probabilistic and statistical modeling
- Bonus points: Experience in marketplace design, ridesharing, studying two-sided marketplaces, and/or transportation
职位3
Data Science Intern, Decisions-Product (2022)
San Francisco, CAID: UO16530323
KEY RESPONSIBILITIES
- Build and automate relevant models and reporting for important business processes
- Perform deep-dives into our customer data to understand passenger and driver behavior
- Develop strong hypotheses, create solutions, and uncover business insights to increase growth
- Design and analyze experiments to increase engagement with the Lyft platform
- Partner and develop strong relationships with diverse teams across product, marketing, and engineering
BASIC QUALIFICATIONS
- Pursuing B.S/M.S. in computer science, economics, applied math, engineering, statistics or another quantitative field; or in a hard science field, such as physics, biology, biostatistics, etc.
- Graduating between December 2022 and June 2023
- Comfortable working with very large datasets
- Experience analyzing data in R or Python; proficiency in SQL
- Experimentation design and analysis of A/B tests
- Effective communication skills; detail-oriented
- Passion for community, sustainability, or transportation
- Ability to thrive in a fast-paced environment
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版权声明:以上内容为用户推荐收藏至CareerEngine平台,其内容(含文字、图片、视频、音频等)及知识版权均属用户或用户转发自的第三方网站,如涉嫌侵权,请通知[email protected]进行信息删除。如需查看信息来源,请点击“查看原文”。如需洽谈其它事宜,请联系[email protected]。