Software Engineer (ML Platform)
Cresta
About the role:
As an Software engineer on the Chat Agent team, you will join the a team full of talented experts in frontend, backend, and ML/NLP. We have an in-house product for call analysis, building, evaluating, and deploying conversational AI models, and have labelers and analysts available. We work on a variety of ML problems, including but not limited to text generation, classification, summarization, etc. Our team leverages the latest in cutting edge LLM and GPT technologies to enable a truly market differentiated product suite.
Responsibilities:
- Collaborate with product managers, data scientists, and other cross-functional team members to understand, define, and detail product requirements, ensuring alignment with business objectives.
- Design, prototype, and validate ML/NLP models to solve challenging cutting-edge problems, using state-of-the-art techniques (including LLM and ChatGPT!) and best practices.
- Work with our production teams to build and deploy scalable, high-performing, and reliable ML/NLP pipelines and systems that operate 24x7.
- Actively contribute to the continuous improvement of our ML productivity, by identifying and leveraging opportunities for automation, data improvements, code optimization, and process enhancements.
- Help shape the direction of machine learning and artificial intelligence at Cresta.
Qualifications We Value:
- Master's degree or PhD in Computer Science or related technical fields.
- 3+ years of experience in software development, with a strong focus on machine learning and natural language processing.
- Proficient in programming languages such as Python, Go and ML/NLP libraries such as PyTorch, Tensorflow, Transformers.
- Solid understanding of software development principles, data structures, algorithms, and design patterns.
- Experience with model optimization.
- Familiarity with cloud platforms (e.g., AWS, Azure, GCP) and containerization technologies (e.g., Docker, Kubernetes) is a plus.
- Strong problem-solving, communication, and collaboration skills.
- Bonus: hands-on experience in developing, deploying, and maintaining ML/NLP models & pipelines and with LLMs
- We offer Cresta employees a variety of medical, dental, and vision plans, designed to fit you and your family’s needs
- Paid parental leave to support you and your family
- Monthly Health & Wellness allowance
- Work from home office stipend to help you succeed in a remote environment
- Lunch reimbursement for in-office employees
- PTO: 3 weeks in Canada
Compensation for this position includes a base salary, equity, and a variety of benefits. Actual base salaries will be based on candidate-specific factors, including experience, skillset, and location, and local minimum pay requirements as applicable. We are actively hiring for this role in Canada. Your recruiter can provide further details.