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Gen AI Architect

Tata Consultancy Services (TCS) · Seattle, US

Job description

Must Have Technical/Functional Skills

  • Be an expert source on machine learning to drive delivery of new and innovative solutions.
  • Propose creative solutions to approach business solutions with emerging technologies.
  • Prototype new ways of applying technologies for solving business problems.
  • Educate others so that they can demonstrate the innovative methods for achieving outcomes.
  • Build and maintain machine learning principles, best practices, and code accelerators.
  • Conduct external research and internal experimentation for machine learning techniques.
  • Champion solution delivery behaviors and approaches from software engineers that accelerate delivery of reliable solutions and create a culture of teamwork.Analyze and communicate strategy, status, and product roadmaps to multiple audiences, including all levels of management.

Roles & Responsibilities

  • GenAI Application Development Expertise
  • Programming Languages: Python
  • Development Tools: LangChain, LlamaIndex, LangFlow, Langgraph, LangSmith, Flowise
  • Techniques: RAG Techniques
  • Databases: Vector Databases (Pinecone, Weaviate, Qdrant)
  • Additional Technologies: Knowledge Graphs, FastAPI, Streamlit, Gradio
  • 2. Domain Model Fine-Tuning Capabilities
  • Languages & Libraries: Python, Data Engineering, OSS LLMs (Llama2, Mixtral, GPT-Neo, GPT-J)
  • Tokenization & Frameworks: Tokenizers (SentencePiece, Hugging Face Tokenizers), Fine-tuning Frameworks (Hugging Face Transformers, PyTorch Lightning)
  • Datasets: HuggingFace Datasets, TensorFlow Datasets
  • 3. LLMOps Proficiency
  • Infrastructure & CI/CD: DevOps, Kubernetes, Docker, Git, Jenkins, GitLab, GitHub Actions
  • Monitoring & Management: Ray, SeldonCore, MLFlow, MLServer, Triton, BentoML, Prometheus, Grafana
  • 4. Data Engineering for AI Applications
  • Data Processing & Management: Python, Apache Spark, Apache Kafka, AWS S3, Azure Data Lake Storage (ADLS), Delta Lake
  • Workflow Automation: Apache Airflow, dbt, Apache NiFi, Fivetran, Airbyte, Great Expectations
  • Data Catalogs: Amundsen, Collibra, Alation
  • 5. AI-Ready Cybersecurity Knowledge
  • Threat Modeling & Security: AI-Specific Threat Modeling Tools, Secure ML Pipeline Tools, API Security Tools
  • Monitoring & Prevention: AI Security Monitoring Tools, Prompt Injection Prevention Libraries, Adversarial Example Detection Libraries

- 6. GenAI Guardrails and Ethics

  • Ethics & Fairness: AI Ethics Frameworks and Tools, Bias Detection and Mitigation Tools, Fairness Metrics Libraries
  • Privacy & Security: Privacy-Preserving Machine Learning Libraries, Robustness and Security Tools
  • Transparency & Governance: Model Interpretability Libraries, AI Governance Frameworks and Tools
  • Basic Qualifications
  • Bachelor’s degree in computer science, Data Science, or a related field; master’s degree preferred.
  • 5+ years of professional and/or postgraduate academic research experience in software engineering.
  • Preferred experience in SAP / Salesforce or Oracle programs.
  • 4+ year of experience designing and developing machine learning solutions.
  • 3+ years of experience with cloud native engineering, AWS, Azure, Google.

Generic Managerial Skills, If any

  • Lead a team of junior developers
  • Ability to translate requirements into understandable technical design.
  • Task effort estimation and distribution among team members.
  • Excellent communication skills, and stakeholder management.
  • Ability to work with Cross functional teams and business users.

Base Salary Range : $160,000 to $200,000 Per Annum

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: Auto & 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-SV2 #LI-KUMARAN Location Seattle, WA Job Function TECHNOLOGY Role Technical Architect Job Id 415578 Desired Skills Artificial intelligence Salary Range $160,000-$200,000 a year Desired Candidate Profile

Qualifications : BACHELOR OF COMPUTER SCIENCE

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