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Data Scientist Nlp Jobs
Company | Alignment Health |
Address | California, United States |
Employment type | FULL_TIME |
Salary | |
Category | Hospitals and Health Care |
Expires | 2023-09-14 |
Posted at | 8 months ago |
Job Number: 5226
- Build customer segmentation models to better understand our customers, and tailor the clinical outcome and healthcare care experience for them.
- Develop and implement NLP solutions to extract insights from unstructured data.
- Build end-to-end data science solutions which will improve healthcare outcomes and reduce the cost for our members.
- Applying coding skills and knowledge data structures to develop projects in partnership with other scientists and engineers in the team.
- Develop scalable and efficient modeling algorithms that can work in production systems.
- Build models using machine learning algorithms to analyze large volumes of text-based data.
- Collaborate with the engineering team to build end-to-end cloud-based machine learning production pipelines.
- Design and implement online experiments and experimental frameworks
- Work with cross-functional teams to identify and prioritize business needs and opportunities for NLP solutions.
- Healthcare experience
- Excellent communication and collaboration skills
- PhD in Computer Science, Engineering, Mathematics, Statistics, or related field
- Minimum Experience:
- Demonstrated proficiency in SQL and relational databases.
- Communicate complex NLP concepts and analysis results to both technical and non-technical audiences.
- Solid data structures & algorithms background.
- 2+ years of relevant experience in predictive modeling, analysis, and NLP based modeling
- Other:
- Strong programming skills in one of the following: Python, Java, R, Scala or C++
- Education/Licensure:
- Deep understanding and experience with various machine learning algorithms, including deep neural networks, natural language processing, kernel methods, dimensionality reduction, ensemble methods, HMM and graph algorithms.
- Preferred Qualifications:
- Experience with manipulating and analyzing complex, high-volume, high-dimensionality and unstructured data from varying sources.
- Strong problem-solving skills and ability to think creatively to develop innovative solutions.
- Familiarity with machine learning algorithms such as SVM, Naive Bayes, or Deep Learning (e.g., LSTM, Transformer)
- Experience working with NLP libraries such as NLTK, Spacy, Gensim, or Stanford CoreNLP
- Experience in building end to end data science solutions and applying machine learning methods to real world problems with measurable outcomes.
- Excellent communication, analytical and collaborative problem-solving skills
- Stay up to date with the latest developments in NLP and machine learning techniques and apply them to our solutions.
- Understanding of relevant statistical measures such as confidence intervals, significance of error measurements, development, and evaluation data sets, etc.
- Published work in academic conferences or industry circles.
- The work environment characteristics described here are representative of those an employee encounters while performing the essential functions of this job. Reasonable accommodations may be made to enable individuals with disabilities to perform the essential functions.
- Work Environment:
- The employee frequently lifts and/or moves up to 10 pounds. Specific vision abilities required by this job include close vision and the ability to adjust focus.
- While performing the duties of this job, the employee is regularly required to talk or hear. The employee regularly is required to stand, walk, sit, use hand to finger, handle or feel objects, tools, or controls; and reach with hands and arms.
- DISCLAIMER: Please beware of recruitment phishing scams affecting Alignment Health and other employers where individuals receive fraudulent employment-related offers in exchange for money or other sensitive personal information. Please be advised that Alignment Health and its subsidiaries will never ask you for a credit card, send you a check, or ask you for any type of payment as part of consideration for employment with our company. If you feel that you have been the victim of a scam such as this, please report the incident to the Federal Trade Commission at https://reportfraud.ftc.gov/#/. If you would like to verify the legitimacy of an email sent by or on behalf of Alignment Health’s talent acquisition team, please email [email protected].
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