Developer Iii

Primary Skill Set Python FastAPI Microservices SQL No SQL MLOps Deployment Kubernetes Obeservability LLM Vector DB Qdrant Chromadb stc RAG Description Collaborate with cross-functional teams including data scientists and product managers to acquire process and manage data for AI ML model integration and optimization Design and implement robust scalable and enterprise-grade data pipelines to support state-of-the-art AI ML models Debug optimize and enhance machine learning models ensuring quality assurance and performance improvements Familiarity with tools like Terraform CloudFormation and Pulumi for efficient infrastructure management Create and manage CI CD pipelines using Git-based platforms e g GitHub Actions Jenkins to ensure streamlined development workflows Operate container orchestration platforms like Kubernetes with advanced configurations and service mesh implementations for scalable ML workload deployments Design and build scalable LLM inference architectures employing GPU memory optimization techniques and model quantization for efficient deployment Engage in advanced prompt engineering and fine-tuning of large language models LLMs focusing on semantic retrieval and chatbot development Document model architectures hyperparameter optimization experiments and validation results using version control and experiment tracking tools like MLflow or DVC Research and implement cutting-edge LLM optimization techniques such as quantization and knowledge distillation ensuring efficient model performance and reduced computational costs Collaborate closely with stakeholders to develop innovative and effective natural language processing solutions specializing in text classification sentiment analysis and topic modeling Design and execute rigorous A B tests for machine learning models analyzing results to drive strategic improvements and decisions Stay up-to-date with industry trends and advancements in AI technologies integrating new methodologies and frameworks to continually enhance the AI engineering function Contribute to creating specialized AI solutions in healthcare leveraging domain-specific knowledge for task adaptation and deployment SKILLS AND COMPETENCIES Technical Skills Advanced proficiency in Python Experience with big data processing using Spark for large-scale data analytics Version control and experiment tracking using Git and MLflow Software Engineering Development Advanced proficiency in Python familiarity with Go or Rust expertise in microservices test-driven development and concurrency processing DevOps Infrastructure Experience with Infrastructure as Code Terraform CloudFormation CI CD pipelines GitHub Actions Jenkins and container orchestration Kubernetes with Helm and service mesh implementations LLM Infrastructure Deployment Knowledge in LLM serving platforms such as vLLM and FastAPI model quantization techniques and vector database management MLOps Deployment Utilization of containerization strategies for ML workloads experience with model serving tools like TorchServe or TF Serving and automated model retraining Cloud Infrastructure Strong grasp of advanced cloud services AWS GCP Azure and network security for ML systems LLM Project Experience Experience in developing chatbots recommendation systems translation services and optimizing LLMs for performance and security General Skills Python SQL knowledge of machine learning frameworks Hugging Face TensorFlow PyTorch and experience with cloud platforms like AWS or GCP Experience in creating LLD for the provided architecture Experience working in microservices based architecture Experience working in Observability Professional Competencies Strong analytical thinking with ability to solve complex challenges Excellent communication skills for presenting technical findings to diverse audiences Experience translating business requirements into data science solutions Strong collaboration abilities for working with cross-functional teams Dedication to staying current with latest ML research and best practices Ability to mentor and share knowledge with team members Skills Platform Artificial Intelligence Digital Platform PythonAbout Company UST is a global digital transformation solutions provider For more than 20 years UST has worked side by side with the worlds best companies to make a real impact through transformation Powered by technology inspired by people and led by purpose UST partners with their clients from design to operation With deep domain expertise and a future-proof philosophy UST embeds innovation and agility into their clients organizations With over 30 000 employees in 30 countries UST builds for boundless impactxe2x80x94touching billions of lives in the process