Machine Learning Engineer
San Mateo HQ, United States
Full Time Entry-level / Junior USD 80K - 144K
Guidewire Software
Elevate your P&C insurance with Guidewire's industry-leading software! Streamline workflows, enhance customer experience, and drive growth. Learn more today!Summary
At Guidewire, we offer a combination of good working conditions, an excellent market opportunity, a rational and meritocratic company culture, quality software products, and a long history of careful hiring have allowed us to create an enviable work environment.Our Machine Learning team here at Guidewire is responsible for building Machine Learning Systems and Tools that make Guidewire products more intelligent and helps deliver analytics at scale. We are constantly faced with results-oriented challenges in the areas of Natural Language Processing, Deep Learning, Risk Modeling and Operational Analytics. You will be working in a team of 10 of data scientists and engineers who hunt down non-obvious datasets and apply ML techniques to enhance more traditional insurance underwriting processes.
Job Description
Your day-to-day:
Be part of a cross-functional team implementing Generative AI (GenAI) solutions for some of the most critical business needs in the insurance industry. Design, test and build GenAI infrastructure for guidewire Large Language Models (LLMs). Create data solutions, prompt engineering for models, fine tuning and deploying LLMs.
Guidewire’s GenAI team is the center of excellence for machine learning and AI. This role is a great opportunity for individuals motivated by learning cutting edge technologies and their application to solve real world business problems. Guidewire is the AWS for insurance companies that use our platforms and applications. The GenAI solutions developed by you and this team will be used by hundreds of insurance companies and impact billions of dollars in annual transactions.
Requirements:
0+ years of professional experience working in Machine Learning and Data Science.
Bachelor’s or Master’s Degree in Computer Science, or equivalent level of demonstrable professional competency.
Proficient with Python programming language.
Knowledge of ML Ops good practices for model development, deployment and monitoring.
Familiar with AWS cloud technologies such as S3, EC2, RDS, etc.
Good understanding of statistical learning algorithms such as GLM, XGBoost, and Random Forest to solve real world business problems.
Familiarity with the setup and use of various open source LLM foundation models.
Prompt engineering and fine tuning concepts for LLM performance.
Creating and using vectorized databases for data storage and retrieval.
Familiarity with various LLM architecture patterns such as RAG and FLARE.
Understanding of LLM performance evaluation and monitoring using NLP and LLM-assisted metrics.
Preferred Skills:
Data engineering experience with SQL, Spark or AWS Glue.
Experience using Docker or Kubernetes to deploy containerized applications.
Experience using TeamCity and Terraform for infrastructure setup and CI/CD.
Insurance industry or related experience such as banking and finance.
Disability Accommodations and Guidewire’s Appeals Process. Guidewire provides accommodations to the hiring process to create a fair opportunity for candidates with disabilities to contend for open positions. Accommodation requests should be directed to Accommodations@guidewire.com. If things do not go as hoped, we invite you to use our appeals process. Guidewire promises to independently review any denied accommodation and any decision not to offer you the position. The appeals process is the same in either case. Within five business days of receiving a notice of denial of an accommodation, or receiving a notice of your non-selection for a vacancy, e-mail Accommodations@guidewire.com to make an appeal. Guidewire will assign a new decision-maker to review the request and/or hiring decision, who will then notify you in writing of a decision within 10 business days.
About Guidewire
Guidewire is the platform P&C insurers trust to engage, innovate, and grow efficiently. We combine digital, core, analytics, and AI to deliver our platform as a cloud service. More than 540+ insurers in 40 countries, from new ventures to the largest and most complex in the world, run on Guidewire.
As a partner to our customers, we continually evolve to enable their success. We are proud of our unparalleled implementation track record with 1600+ successful projects, supported by the largest R&D team and partner ecosystem in the industry. Our Marketplace provides hundreds of applications that accelerate integration, localization, and innovation.
For more information, please visit www.guidewire.com and follow us on Twitter: @Guidewire_PandC.
Guidewire Software, Inc. is proud to be an equal opportunity and affirmative action employer. We are committed to an inclusive workplace, and believe that a diversity of perspectives, abilities, and cultures is a key to our success. Qualified applicants will receive consideration without regard to race, color, ancestry, religion, sex, national origin, citizenship, marital status, age, sexual orientation, gender identity, gender expression, veteran status, or disability. All offers are contingent upon passing a criminal history and other background checks where it's applicable to the position.
Tags: Architecture AWS AWS Glue Banking CI/CD Computer Science Deep Learning Docker EC2 Engineering Finance Generative AI Kubernetes LLMs Machine Learning ML models NLP Open Source Prompt engineering Python R RAG R&D Spark SQL Statistics Terraform XGBoost
Perks/benefits: Career development Equity / stock options Insurance Salary bonus
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