BambooHR is looking to solve business and technical problems by applying current machine learning and AI algorithms to derive data insights and deliver intelligent services, gaining a deeper understanding of relevant customer needs and business domains.
Requirements
- 5+ years of professional experience as a data scientist, typically coding in Python with relevant libraries
- Demonstrated ability to select and implement ML algorithms, shape data into useful input features, and choose and optimize appropriate model performance metrics
- Proficiency with NLP, text processing, LLMs / generative models, and conversational UX
- Mathematical thinking foundation and orientation
- Skill working with data sources of various types using tools such as SQL, pandas, Spark
- Expertise designing and building deep learning architectures and models
- Ability to work well independently and with colleagues using cloud-based tooling, git, notebook systems, and ML workflows
Responsibilities
- Train and tune machine learning models
- Explore data and conduct feature engineering
- Apply natural language processing to understand text and aid in conversational interfaces
- Build optimal algorithms with LLMs and retrieval augmented generation
- Collaborate with data engineers, AI software engineers, data analysts, and stakeholders
- Evaluate emerging techniques by understanding academic papers and new technical tools, and by conducting labs, prototypes, and explorations
- Monitor and optimize production models
Other
- Clear communicators (verbal and written)
- Analytical and perceptive of patterns
- Strong in understanding underlying math and algorithms
- Creative in finding relevant and novel approaches
- Advanced degree in a quantitative field, or a related Bachelor’s and additional experience working with data
