Manager, Data Science
1 semana atrás
LexisNexis is seeking a Manager, Data Science to lead a team of Data Scientists in Brazil. This is an exciting opportunity to build and grow a new team to support core LexisNexis data functions. If you're looking to make an impact as a leader in an important role, this is the opportunity for you
**ACCOUNTABILITIES**:
- Manage a small team of Data Scientists in Brazil. Collaborate closely with Data Scientists in US.
- Solve some of the most challenging problems in natural language processing, machine learning, and information retrieval including topical classification, legal sentiment analysis, user intent detection, open Q&A.
- Research, build, and deploy models based on both shallow and deep machine learning. Train robust NLP-based models a very large corpus of legal, regulatory, and news data.
- Drive best practices for NLP/Machine Learning pipelines.
- Maintain current knowledge base of state-of-the-art ML algorithms (BERT, ELMo, GPT, etc.), API's, and open-source methods and be able to quickly evaluate alternatives.
- Translate complex business requirements into actionable stories with reasonable time estimates.
- Participate in model reviews with key stakeholders, including stakeholders with limited statistical backgrounds from among that set.
- Participate in knowledge sharing sessions (e.g. Guilds and Chapters).
**DATA SCIENCE AND NLP SKILLS**:
- In-depth understanding of machine learning techniques such as classification, clustering, recommendation systems, and statistical models
- 7+ years’ experience using Machine Learning and associated packages like scikit-learn, pandas, Numpy.
- Proficiency training large scale models in at least one modern deep learning engine such as Tensorflow, Keras, PyTorch /Torch, MXNet, Caffe/Caffe2
- In-depth knowledge of design and workings of Transformer-based models like BERT
- 5+ years’ experience using NLP tools and methods such as OpenNLP, Stanford NLP, LDA, Gensim, spaCy
- 5+ years experience in deploying and operationalizing models in a cost effective way
**PROGRAMMING SKILLS**:
- 7+ years recent coding experience using Python AND/OR (Java OR Scala)
- SQL programming experience
**CLOUD SKILLS**:
- 3-4 years’ experience with a major cloud system (AWS, Azure, GCP)
- Familiarity with Cloud-based Machine Learning environments
**TEAM AND SOCIAL SKILLS**:
- Ability to lead a team of Data Scientists in solving complex business problems
- Strong collaboration and team skills
- Ability to explain models to Senior Business Leaders
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