苹果RCC Data Scientist
社招全职Sales and Business Development地点:上海状态:招聘
工作描述
Qualifications Minimum Qualifications Bachelor’s degree in computer science, mathematics, finance, statistics, econometrics, or other quantitative field, and 7+ years of professional experience in data science, machine learning, or advanced analytics within business analytics, e-commerce, and customer analytics. Hands-on experience with text analytics, NLP, and sentiment analysis — including working with conversation or transcript data at scale. Experience defining and establishing performance metrics and KPIs — particularly for new programs, systems, or technologies where measurement frameworks don't yet exist. Experience designing and analyzing A/B tests and/or experience with quasi-experimental methods (e.g. causal inference, diff-in-diff, propensity matching, synthetic controls) to measure the impacts of business interventions. Strong programming skills in Python and SQL for large-scale data manipulation and analysis. Proficiency in data visualization tools (Tableau preferred). Strong communication and storytelling skills — the ability to translate complex analytical findings into clear recommendations for both technica…
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包括英文材料
NLP+
https://www.youtube.com/watch?v=fNxaJsNG3-s&list=PLQY2H8rRoyvzDbLUZkbudP-MFQZwNmU4S
Welcome to Zero to Hero for Natural Language Processing using TensorFlow!
https://www.youtube.com/watch?v=R-AG4-qZs1A&list=PLeo1K3hjS3uuvuAXhYjV2lMEShq2UYSwX
Natural Language Processing tutorial for beginners series in Python.
https://www.youtube.com/watch?v=rmVRLeJRkl4&list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4
The foundations of the effective modern methods for deep learning applied to NLP.
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.
SQL+
https://liaoxuefeng.com/books/sql/introduction/index.html
什么是SQL?简单地说,SQL就是访问和处理关系数据库的计算机标准语言。
https://sqlbolt.com/
Learn SQL with simple, interactive exercises.
https://www.youtube.com/watch?v=p3qvj9hO_Bo
In this video we will cover everything you need to know about SQL in only 60 minutes.
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