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Manager, Data Scientist
Fox
Los Angeles, CA, United States
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Description
The Customer Intelligence group at 20th Century Fox designs, builds and operates machine learning pipelines that analyze several data sources to explain and predict the dynamics of filmed entertainment, theatrical movie releases and home entertainment consumption.
We are looking for a resourceful and motivated individual to drive strategically important and visible machine learning projects with our internal and external technology partners in the areas of natural language analysis, social media analysis, and chatbot analysis.
The person in this role will be in charge of defining and managing overall program goals and key individual milestones; coordinating with key stakeholders; cleaning and transforming large quantities of continuously streaming data; applying ML models to the data; pushing ML insights to management dashboards and/or decision making tools; and implementing end-to-end, production-ready machine learning pipelines.
Responsibilities:
• Develop data science tools to model customer behavior
• Develop machine learning models to segment customer data
• Develop machine learning pipelines to drive low-latency insights and decision making
• Develop statistical models to identify underserved customers
• Procure, discover and visualize data to drive insights
• Prepare data for machine learning algorithms
• Select and train models
• Fine-tune models
• Filter, map and reduce large amounts of data using distributed computing
Qualifications
Education:
• Master in sciences, engineering or computer science
Work Experience
• 3+ years of experience as data scientist or equivalent to PhD
• Academic or practical experience working with data at scale
• Experience with production machine learning pipelines
• Experience with big data paradigms (map-reduce, lazy-evaluation, in-memory storage, immutability, etc)
• Experience with classifiers, regression, support vector machines, decision trees, ensemble learning, and dimensionality reduction techniques
• Experience with neural network modeling using TensorFlow
• Experience in data ingestion, data cleaning, prototyping, bringing prototypes to production, product design, setting up and managing data infrastructure
• 2+ years of experience with SQL,Python,TensorFlow, within production data pipelines (required)
Knowledge & Skills:
• SQL
• Python, Jupyter, Scikit-learn
• TensorFlow, Airflow
• Spark
• Commercial Cloud Platforms
20th Century Fox Filmis one of the world's largest producers and distributors of motion pictures. 20th Century Fox Film produces, acquires and distributes motion pictures throughout the world. These motion pictures are produced or acquired by the following units of 20th Century Fox Film: Twentieth Century Fox, Fox 2000 Pictures, Fox Searchlight Pictures, Fox International Productions, and Twentieth Century Fox Animation.
We are an equal opportunity employer and all qualified applicants will receive consideration for employment without regard to race, color, religion, sex, national origin, gender identity, disability, protected veteran status, or any other characteristic protected by law.