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- 7+ years of experience ML engineering, with 1 or more years of developing generative AI products.
- You have experience with advanced LLM design patterns, at a minimum with Retrieval-Augmented Generation (RAG).
- You have experience or knowledge of ML traditional techniques (supervised / unsupervised systems or neural networks) and be able to pin point when a solution requires an LLM solution or an ML solution.
- Experience designing and building APIs and deploying them into a production environment.
- You have expertise in MLOps: deployment, model monitoring, and CI/CD workflows.
- You have experience in the GCP ecosystem.
- You have excellent problem-solving, system design, and technology decision-making skills.
- Build and maintain robust APIs that integrate generative AI models into production systems, ensuring scalability and low latency.
- Collaborate with cross-functional teams to identify use cases for generative AI, define requirements, and deliver impactful solutions.
- Implement and optimize workflows for model training, fine-tuning, and inference using large-scale pre-trained models .
- Develop and manage end-to-end pipelines for generative AI models, including preprocessing, model deployment, monitoring, and retraining.
- Conduct experiments to evaluate generative AI models and fine-tune them for real-world performance metrics such as fluency, coherence, and factual accuracy.
- Stay at the forefront of advancements in generative AI research and integrate cutting-edge techniques into the organization’s capabilities.
- Ensure reliability, scalability, and security in the deployment and operation of generative AI systems.
- Document processes, architectures, and technical decisions to facilitate collaboration and future improvements.
Backend DevelopmentDockerPythonSoftware DevelopmentSQLApache AirflowArtificial IntelligenceCloud ComputingData AnalysisElasticSearchFlaskGCPKafkaKubernetesMachine LearningNumpyPyTorchSnowflakeAPI testingData engineeringPostgresPandasTensorflowCI/CDRESTful APIs
Posted about 2 months ago
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