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Data Scientist

2 months ago


Addison, United States Axelon Full time
Job Title: Data Scientist (NLP) (Hybrid/ 3 days onsite)
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)