- Own exploration, design and execution of advanced ML models, algorithms and frameworks that deliver value to our users.
- Preprocess and clean large amounts of unstructured text data to ensure quality and consistency for Natural Language Processing (NLP) and other ML model training.
- Engineer relevant features from textual data to facilitate accurate model predictions and classification.
- Apply machine learning techniques including LLMs, deep learning including generative models, natural language understanding, sentiment analysis, topic modeling, and named entity recognition to analyze large sets of HR-related text data, and design and launch pioneering cloud based machine learning architectures.
- Train, validate, and fine-tune machine learning models using large-scale datasets to achieve robust performance.
- Own the performance, scalability, metric based deployed evaluation, and ongoing data driven enhancements of your products.
- Collaborate across teams to deliver your products through Workday end user applications.
- Be given autonomy and ownership over your work, but with the support of the entire organization.
- Keep abreast of the latest advancements in NLP research, techniques, and tools.
- Have extraordinary opportunities for career growth and learning in a fast-growing, forward-looking company.
- 3+ yrs experience as a member of a data science or machine learning science, machine learning engineering, or other relevant software development team.
- Proficiency in Python and supporting numeric libraries, with experience in shipping production code and models.
- Experience in machine learning and deep learning frameworks & toolkits such as Pytorch, Tensorflow, and Sklearn.
- Proven theoretical and practical understanding of statistical analysis and machine learning algorithms, natural language processing, especially for supervised, unsupervised and self-supervised methods.
- Experience with generative models, large language models, and transformer based deep neural networks.
- 2 or more experience building applied machine learning products, including taking a product through applied research, design, implementation, production, and production based evaluation.
- Execution of projects for products handling large-scale, complex data sets, data modeling, and productizing algorithms.
- Experience with data engineering and data wrangling using e.g. Pandas and PySpark.
- Familiarity with LLMs such as Llama, different GPT models, and their applications in real-world scenarios.
- Exposure to advanced techniques such as reinforcement learning, imitation learning, and graph neural networks.
- Experience with cloud computing platforms (e.g. AWS, GCP) and containerization technologies (e.g. Docker).
- Standout colleague, strong communication skills, with experience working across functions and teams.
- Bonus points for relevant PhD and/or machine learning related research publications.
- M.S. in a relevant field, e.g. Computer Science, Mathematics, Engineering.
- Resilience to obstacles, and ability to solve problems independently.
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Machine Learning Engineer - Atlanta, United States - Workday, Inc.
Description
About the Role
As a machine learning engineer, you will help develop tailored experiences for every user powered by advanced Large Language Models (LLMs), personalization, and predictive analysis. You will work closely with other ML engineers and software developers to deliver ML solutions that enable personalized user experience across Workday's product ecosystem. You will apply current software and data engineering stacks to enable training, deployment, and lifecycle management of a variety of ML models; supervised and unsupervised, deep learning and classical. You will develop new APIs/microservices and deploy them using docker/kubernetes at scale. You will use Workday's vast computing resources on rich, exclusive datasets to deliver value that transforms the way our customers make decisions and run their business. We will challenge you to apply your best creative thinking, analysis, problem-solving, and technical abilities to make an impact on thousands of enterprises and millions of users. Sound like your kind of challenge?
In this role, you would:
About You
Basic qualifications:
Other Qualifications:
Workday Pay Transparency Statement
The annualized base salary ranges for the primary location and any additional locations are listed below. Workday pay ranges vary based on work location. As a part of the total compensation package, this role may be eligible for the Workday Bonus Plan or a role-specific commission/bonus, as well as annual refresh stock grants. Recruiters can share more detail during the hiring process. Each candidate's compensation offer will be based on multiple factors including, but not limited to, geography, experience, skills, job duties, and business need, among other things. For more information regarding Workday's comprehensive benefits, please.
Primary Location: USA.GA.AtlantaPrimary Location Base Pay Range: $144,000 USD - $216,000 USDAdditional US Location(s) Base Pay Range: $136,800 USD - $240,000 USD
