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Data Scientist
3 weeks ago
Location: Addison, TX, or Charlotte, NC
Job Overview:
The Enterprise Complaints Operations and Enablement – Reporting and Analytics AI team designs and develops AI automation machine learning solutions that drive daily business decisions.
Qualified individuals should have a keen interest in combining data science skills to engineer automation solutions, help drive decisions, and are passionate about breaking down complex business problems and providing well–design data science solutions that makes a significant impact.
Must have a strong background in working with text data using natural language processing (NLP) including classification modeling, unsupervised modeling techniques such as clustering and topic modeling.
Background in working with transformer models.
Strong Python coding skills are a must.
Strong SQL skills, data mining, analytics, wrangling and data cleaning skills and strong feature engineering and entity/parts of speech tagging.
Strong understanding of word embeddings and finding like patterns in text with cosine similarity.
Background in ElasticSearch or building semantic search solutions a plus
Required Skills:
2 – 4 years of professional experience in NLP programming
Experience with finetuning Large Language Models (LLMs) or writing language models from scratch.
Demonstrated background in NLP and machine learning. Preference for degrees in computer science, information retrieval, statistics, applied math, or other quantitative field
Demonstrated track record of publication in peer reviewed journals and conferences
Track–record of having developed Client algorithms
Experience in deep learning – phonetics (valued)
Experience in one or more of the following areas: entity/relation extraction, information extraction, summarization, semantics, document classification, ontology, question answering, and knowledge graph
Experience on modern deep learning approaches to NLP: word/paragraph embedding s, structured prediction, sentiment analysis, disambiguation
Ability to consistently deliver results across shifting priorities and deadlines in fast paced environment
Ability to work with a sense of urgency in order to meet critical deadlines
Detail oriented with strong investigative and problem–solving skills
Strong communication skills, both verbal and written
Ability to proactively engage in a teamwork culture
Desired Skills:
Advanced degree in Data Science with a focus in NLP valued
Experience with BERT family of models, open source foundational LLMs such as LLAMA, Falcon or Mistral.
Ability to indirectly manage peer level associates who are part of problem–solving teams
Background in teaching NLP algorithms to beginners and advanced Data Scientists
Experience with large scale data analysis tools such as Spark, Hadoop
Background in machine learning techniques
NLP programming in R and or Python / Anaconda
Background with moving large data sets across Hadoop, SQL, ORACLE
Solid background in statistical learning techniques for NLP (HMMs, CRFs, SVMs, LDA, LSI, MRFs)
NLP algorithm implementation experience as well as the ability to create / modify standard algorithms (e.g. change objectives, work–out the math and implement)
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