Staff Machine Learning Engineer
CongaIndia - Bangalore4d ago
Machine LearningEngineeringremotecurated-jd
Job description
Staff Machine Learning Engineer at Conga.
About the role
Conga is hiring a technical leader to oversee machine learning projects and align AI strategy with business objectives. You will architect end-to-end solutions, manage production systems, and mentor team members to ensure high-quality technical delivery.
Key facts
What you'll do
- Design and implement full-cycle machine learning and AI solutions.
- Integrate models into business applications while ensuring scalability and performance.
- Coordinate cross-functional efforts between Engineering, Product Management, and science teams.
- Lead small to medium-sized initiatives and conduct code reviews to maintain technical standards.
- Represent the Science team in operational meetings and define project workflows.
Requirements
- Over 8 years of total industry experience, with at least 5 years focused on AI/ML design, development, and deployment.
- Proficiency in Python and ML libraries including TensorFlow, PyTorch, XgBoost, Scikit-learn, and Spark ML.
- Experience with model versioning and management using Git and MLFlow.
- Hands-on experience fine-tuning transformer models like BERT, RoBERTa, LegalBERT, or DeBERTa using HuggingFace, PEFT, and LoRA.
- Expertise in cloud platforms such as Azure and Databricks, plus data tools like Spark and Pandas.
- Deep knowledge in one of the following: Named Entity Recognition/Ontology, Document search (BM25, Vector search, Re-rankers), or Recommendation systems (collaborative filtering, content-based, hybrid, two-tower, learning-to-rank).
Nice to have
- Ph.D. in Machine Learning.
- Experience with NLP in the legal sector, including semantic search or document classification.
- Proven ability to translate high-level business requirements into technical architectures.
- Experience promoting ethical AI practices and mentoring junior staff.
- Relevant AI/ML certifications.
Skills & tools
- Python, TensorFlow, PyTorch, XgBoost, Scikit-learn, Spark ML, Git, MLFlow, Azure, Databricks, Spark, Pandas, HuggingFace, PEFT, LoRA, BERT, RoBERTa, LegalBERT, DeBERTa, BM25.
Practical notes
- Conga encourages applications even if you do not meet every listed qualification.
- Please submit resumes in PDF or plain text format.
- The company provides equal employment opportunities and offers reasonable accommodations for candidates with disabilities during the interview process.