Company

Corporate Systems Associates, Inc.See more

addressAddressHoffman Estates, IL
type Form of workFull-time
salary Salary$134,393 - $142,338 a year
CategoryInformation Technology

Job description

Job ID: BZ494 - Senior Data Scientist

Insurance highly preferred

PLEASE NOTE: This is a fulltime opening and needs to meet Client full-time policies. Those dependent on a work permit sponsor now or anytime in the future (ie H1B, OPT, CPT, etc) do not meet Client requirements for this opening.

Responsibilities:

  • Use state-of-the-art deep learning approaches (e.g. CNN, transformer, RNN/LSTM/GRU, GCN/GNN) to extract value from massive amounts of unstructured data (text, images).
  • Design and develop machine learning and deep learning systems
  • Mentor junior team members in the formulation, execution, and delivery of machine learning models. Operate as a technical leader on the project scrum team.
  • Write production-ready code to deliver end-to-end AI solutions, working closely with Software, Data, MLOps, and ML Platform engineers.
  • Create large, well curated datasets for training models, often using advanced methods to obtain sufficient annotations.
  • Contribute to the development of our model monitoring framework to ensure the algorithms are performing as intended.
  • Collaborate with business stakeholders to understand their challenges and develop leading technology that delivers business impact.
  • Support stakeholders after deployment to ensure impact is achieved.
  • Contribute to the development and adoption of best practices and tooling.
  • Stay up to date with the latest advancements in the field and how they can support a variety of initiatives.

Senior Data Scientist Basic Qualifications:

  • High School Diploma or Equivalent with 7 or more years of experience in Computer Science, Statistics or Mathematics and experience transforming data in the business analysis area
  • OR
  • Associate Degree in Computer Science, Statistics or Mathematics and 5 or more years of experience transforming data in the business analysis area

OR

  • Bachelor’s Degree in Computer Science, Statistics or Mathematics and 5 or more years of experience transforming data in the business analysis area

OR

  • Master’s Degree in Computer Science, Statistics or Mathematics and 3 or more years of experience transforming data in the business analysis area
  • PhD in Computer Science, Statistics or Mathematics and 1 or more years of experience transforming data in the business analysis area

OR

Senior Data Scientist- AVP Basic Qualifications:

  • Bachelors Degree in Computer Science or Engineering or Mathematics/Statistics or Technology and 8 or more years of experience in the Predictive Analytics area
  • AND
  • Experience applying data transformation techniques such as exact and probabilistic matching methods; fuzzy matching, text mining, and data reduction
  • Experience with programming and database mining tools such as Hadoop, Hive, Pig, Java, SQL, and Python

Preferred Qualifications:

  • Demonstrated experience delivering deep learning-based solutions to solve business problems.
  • Experience deploying machine learning models to production, particularly in a cloud environment (i.e. Azure, AWS, GCP).
  • Significant experience with machine learning and deep learning frameworks such as sklearn and PyTorch/Tensorflow/Keras.
  • Significant experience working with large amounts of unstructured data such as images and text. Experience with unsupervised, self-supervised, semi-supervised, contrastive learning, and transfer learning methods is a plus.
  • Advanced knowledge of fine-tuning (e.g. PEFT, LoRA, RLHF) and customizing large language models (e.g. GPT, BERT, Flan-T5, Llama, Dolly, BART), embedding approaches (e.g. Word2Vec, t-SNE), prompt engineering, and vector databases.
  • Strong software engineering skills including familiarity with best practices around version control (e.g. Git, Azure DevOps), testing (e.g. PyTest, unittest), containerization (e.g. Docker), and experiment tracking (e.g. MLFlow).
  • Experience with distributed data processing technologies (e.g. pyspark).
  • Prior experience building NLP data pipelines using a variety of data sources.
  • Familiarity with graphical methods, graph-databases, and pattern mining techniques.
  • Advanced knowledge of statistical and predictive modeling techniques such as machine learning, decision trees, probability networks, association rules, clustering, regression, GLMs, SVMs, HMMs, and neural networks and their application to business decisions.
  • Ability to explain deep technical concepts to both technical and non-technical audiences.
  • Past experience as a technical lead, scrum master, or technical product owner.
  • Advanced analytical and problem-solving skills.
  • Ability to mentor more junior team members.
  • Experience working in an agile framework such as scrum or kanban.
  • Strong verbal and written communication skills

Job Type: Full-time

Pay: $134,393.00 - $142,338.00 per year

Benefits:

  • 401(k)
  • Health insurance

Schedule:

  • 8 hour shift
  • Monday to Friday

Work Location: In person

Benefits

Health insurance, 401(k)
Refer code: 8619284. Corporate Systems Associates, Inc. - The previous day - 2024-03-18 05:53

Corporate Systems Associates, Inc.

Hoffman Estates, IL
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