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Architecture & Engineering Specialist / Lead - ML Engineering

Architecture & Engineering Specialist / Lead - ML Engineering

ConfidentialPune, Bengaluru / Bangalore, Gurgaon / Gurugram
30+ days ago
Job description

Job description

What Youll Do

  • Work on ZS AI Products or client AI solutions using ML Engineering & Data Science Tech stack
  • Work on creating GenAI applications such as answering engines, extraction components, and content authoring
  • Provides technical expertise including the evaluation of different products in ML Tech stack
  • Collaborate with data scientists to create state-of-the-art AI models
  • Design and build ML Engineering platforms and components
  • Design and build advanced ML pipelines for Feature engineering, inferencing and continuous model training
  • Design and build ML Ops framework and components for model visibility and tracking
  • Manage the complete ML lifecycle
  • Leads team to achieve established goals, such as delivering new features or functionality
  • Mentor and groom technical talent within the team
  • Review individual work plans before implementation to identify potential issue areas and / or reduce rework
  • Performs design / code reviews of the team to identify issues / risks and ensure robustness
  • Drive estimation of technical components and tracks team's progress
  • Handle client interactions as and when required
  • Recommend designs that are scalable, testable, debuggable, robust, maintainable and usable
  • Maintain a culture of rapid learning and explorations to drive innovations / POCs on niche technologies and architecture patterns;
  • Systematically debug code issues using stack traces, logs, monitoring tools and other resources

What Youll Bring

  • 4-8 years experience in deploying and productionizing ML models at scale
  • Strong knowledge in developing RAG-based pipelines using frameworks like LangChain & LlamaIndex
  • Good understanding of various LLMs like Azure OpenAI and proficiency in their effective utilization
  • Solid working knowledge of the engineering components essential in a Gen AI application, including Vector DB, caching layer, chunking, and embedding
  • Experience in scaling GenAI or similar applications to accommodate a high number of users, large data size, and reduce response time.
  • Expertise in Designing, configuring and using ML Engineering platform like Sagemaker, Azure ML, MLFlow, Kubeflow or other platforms
  • Experience in Building ML pipelines, Troubleshooting ML models for high performance and scalability
  • Experience with Spark or other distributed computing frameworks
  • Strong programming expertise in Python, Scala or Java
  • Experience in deployment to cloud services like AWS, Azure, GCP
  • Strong fundamentals of machine learning and deep learning
  • Up to date with recent developments in Machine learning and are familiar with current trends in the wider ML community
  • Knowledgeable of core CS concepts such as common data structures and algorithms
  • Excellent technical presentation skills (documentation, presentations, discussions)
  • Good communicator with clear and concise, active listening and empathy skills.
  • Collaborate well with teams with different backgrounds / expertise / functions
  • Additional Skills :

  • Understanding DevOps CI / CD, data security, experience in designing on cloud platform;
  • Willingness to travel to other global offices as needed to work with the client or other internal project teams
  • Role :   Data Science & Machine Learning - Other

    Industry Type :   Analytics / KPO / Research

    Department :   Data Science & Analytics

    Employment Type :   Full Time, Permanent

    Role Category :   Data Science & Machine Learning

    Education

    UG :   Any Graduate

    PG :   CS in Any Specialization

    Key Skills

    Skills highlighted with '' are preferred keyskills

    ML Engineering

    Kubeflow Azure Open AIML pipelines GCP data security MLFlowDevOps CI / CD AWS

    Skills Required

    Dev Ops

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    Engineering • Pune, Bengaluru / Bangalore, Gurgaon / Gurugram

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