Aparajita Consultancy services
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MLOps Architect - Python/Tensorflow (10-13 yrs) Bangalore,Pune (Analytics & Data
Location:
Bangalore,Pune
Description:
Role : ML Ops ArchitectExperience : 10+ years ( Atleast 6+ years as Architect Role)Location : Bangalore / Pune - Hybrid Must to have skills : - Data Drift- Concept drift- RAG- Vector database- Hiber parameter tuning- ML concepts- CI/CD PipelineML Ops Architect JD : As a ML Ops Architect, you will play a critical role in designing, implementing, and optimizing end-to-end machine learning systems. Your expertise will bridge the gap between data science, software engineering, and operations. Here are the key responsibilities and qualifications : System Design and Architecture : - Collaborate with cross-functional teams to design ML systems that scale efficiently.- Design ML pipelines, considering data ingestion, pre-processing, model training, and deployment.- Evaluate and select appropriate vector databases (e.g., Faiss, Milvus) for efficient similarity search and retrievalML Pipeline Development : - Develop robust and scalable ML pipelines using tools like Kubeflow or custom solutions.- Implement data version control (DVC) for tracking changes in datasets.- Optimize data processing steps, feature engineering, and model training.Model Deployment and Monitoring : - Deploy ML models to production environments (on-premises or cloud).- Set up monitoring for model performance, data drift, and concept drift.- Implement model-serving frameworks (e.g., TensorFlow Serving,TorchServe).Vector Databases and Similarity Search : - Leverage vector databases (e.g., Faiss, Milvus) for efficient storage and retrieval of high-dimensional embeddings.- Optimize similarity search for recommendation systems, content matching, and clustering.Coding and Scripting : - Proficiency in Python and PyTorch for model development and experimentation.- Familiarity with TensorFlow for deep learning workflows.- Write clean, maintainable, and efficient code.Infrastructure and Scalability : - Design infrastructure for distributed ML training and inference.- Optimize resource allocation (CPU, GPU, memory) for scalability.- Work with containerization (Docker, Kubernetes) and orchestration tools.GitOps and CI/CD : - Implement GitOps practices for model versioning and deployment.- Define CI/CD pipelines for automated testing, validation, and deployment.- Ensure reproducibility and traceability.Collaboration and Leadership : - Mentor junior team members and guide them in best practices.- Collaborate with data scientists, engineers, and DevOps teams.- Stay updated with industry trends and emerging technologies.Qualifications : Bachelors or Master's degree in Computer Science, Data Science, or related field.Must Have Skills : - 6+ years of experience as Architect in ML Ops, ML engineering, or related roles.- Strong understanding of ML algorithms, deep learning, and NLP.- Experience with vector databases (Faiss, Milvus) and similarity search.- Proficiency in Python, PyTorch, and TensorFlow.- Knowledge of cloud platforms (AWS, GCP, Azure) and containerization.- Excellent problem-solving skills and ability to work in a fast-paced environment.Good to Have Skills : - Familiarity with other ML frameworks (e.g., scikit-learn, XGBoost).- Experience with model explainability and interpretability techniques.- Knowledge of ML model deployment using serverless architectures.- Understanding of ML monitoring tools (e.g., Prometheus, Grafana). (ref:hirist.tech)
Education/experience:
7 To 10 Years
Company:
Aparajita Consultancy Services
Posted:
May 11 on hirist
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More About this Listing: MLOps Architect - Python/Tensorflow (10-13 yrs) Bangalore,Pune (Analytics & Data
MLOps Architect - Python/Tensorflow (10-13 yrs) Bangalore,Pune (Analytics & Data is a Jobs Mlops Architect - Python Te Job at Aparajita Consultancy Services located in India. Find other listings like MLOps Architect - Python/Tensorflow (10-13 yrs) Bangalore,Pune (Analytics & Data by searching Oodle for Jobs Mlops Architect - Python Te Jobs.
MLOps Architect - Python/Tensorflow (10-13 yrs) Bangalore,Pune (Analytics & Data is a Jobs Mlops Architect - Python Te Job at Aparajita Consultancy Services located in India. Find other listings like MLOps Architect - Python/Tensorflow (10-13 yrs) Bangalore,Pune (Analytics & Data by searching Oodle for Jobs Mlops Architect - Python Te Jobs.