Tata Consultancy Services

AI/ML Ops Architect

Tata Consultancy Services$130K — $150K *
Technical Services
Less than 5 years of experience
Job Overview by Ladders

Qualifications

  • 5+ years of experience in programming with Python and Java.
  • Familiarity with Agentic AI tools such as Google ADK and Semantic Kernel.
  • Demonstrated proficiency in machine learning frameworks like TensorFlow and PyTorch.
  • Hands-on experience with generative AI models and natural language processing.
  • Solid understanding of cloud platforms like Google Cloud Platform (GCP).
  • Experience in data preprocessing, feature engineering, and version control using GitHub.
  • Background in retail domain and familiarity with retail pricing functionalities is advantageous.

Responsibilities

  • Collaborate with IT and Business teams to understand their requirements.
  • Design architecture for AI and machine learning workflows.
  • Lead the development of AI/ML and agent-based solutions.
  • Optimize machine learning models and orchestration pipelines.
  • Deploy advanced AI/ML models and LLM pipelines effectively.
  • Ensure smooth integration and deployment working alongside data scientists and engineers.
  • Drive technical strategy and infrastructure decisions to improve processes.

Benefits

  • Discretionary annual incentive plans.
  • Comprehensive medical coverage including dental and vision.
  • Support for family through parental leave.
  • Insurance options such as home and identity theft protection.
  • Professional growth through training reimbursement and commuter benefits.
  • Generous time-off policies including sick leave and holidays.
  • Legal and financial assistance benefits, including 401K and student loan refinancing.
Full Job Description
Must Have Technical/Functional Skills

Technical Skills -

  • Programming Languages: Python, Java
  • Agentic AI : Google ADK, A2A, LangChain/LangGraph, CrewAI, Semantic Kernel/Autogen and Open AI Agentic SDK
  • Tool Integration: Gemini Tools, Custom MCP tools
  • Machine Learning Frameworks: Experience with TensorFlow, PyTorch and AutoML.
  • Generative AI: Hands-on experience with generative AI models, RAG (Retrieval-Augmented Generation) architecture, and Natural Language Processing (NLP).
  • Cloud Platforms: Google Cloud Platform (GCP), Vertex AI and Kubeflow
  • Data Engineering: Proficiency in data preprocessing and feature engineering.
  • Version Control: Experience with GitHub for version control.
  • Data Science Practices: Skills in building models, testing/validation, and deployment.
  • Databases: DB2, Oracle, BigQuery, BigData, Cassandra, PostGRES
  • Collaboration: Experience working in an Agile framework.
  • RAG Architecture: Experience with data ingestion, data retrieval, and data generation using optimal methods such as hybrid search.
  • Good to Have: Knowledge in GPU programming, GPU profiling, GPU optimizations & TensorRT


Functional Skills -

  • Experience working with customers in Retail Domain
  • Knowledge in Retail Pricing functionalities is a plus
Roles & Responsibilities
  • Meet with IT and Business teams to understand the requirements and opportunities
  • Architect systems for AI/ML, agent-based AI workflows.
  • Lead the design and development of AI/ML, ML Ops & Agentic AI solutions
  • Develop and optimize ML models, pipelines, and orchestration logic
  • Deploy AI/ML Models, LLM-based pipelines, agent orchestration, and vector-based memory systems
  • Work closely with data scientists, ML engineers, DevOps, and software engineers to ensure seamless integration and deployment of solutions
  • Drive technical strategy, tooling, and infrastructure decisions.
  • Provides management with timely communication on status & utilizes appropriate tools and/or develops custom solutions as required to meet objectives.
  • Identifies areas for process improvement.
  • Maintains appropriate communication within the team and across various teams (i.e., internal and external).


TCS Employee Benefits Summary:

  • Discretionary Annual Incentive.
  • Comprehensive Medical Coverage: Medical & Health, Dental & Vision, Disability Planning & Insurance, Pet Insurance Plans.
  • Family Support: Maternal & Parental Leaves.
  • Insurance Options: Aut& Home Insurance, Identity Theft Protection.
  • Convenience & Professional Growth: Commuter Benefits & Certification & Training Reimbursement.
  • Time Off: Vacation, Time Off, Sick Leave & Holidays.
  • Legal & Financial Assistance: Legal Assistance, 401K Plan, Performance Bonus, College Fund, Student Loan Refinancing.


#LI-KR3

Salary Range-$130,000-$150,000 a year

About Tata Consultancy Services

Tata Consultancy Services (TCS) is an Indian multinational information technology (IT) services and consulting company, headquartered in Mumbai, Maharashtra, India. It is a subsidiary of Tata Group and operates in 149 locations across 46 countries. TCS is the largest Indian company by market capitalization and is ranked 11th on the Forbes Global 2000 list of the world's biggest public companies. TCS is also the second-largest IT services company in the world by revenue and the largest employer of women in India. The company provides services in areas including IT, consulting, and business solutions.
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