GenAI Architect
Apply NowCompany: Tata Consultancy Services
Location: Jacksonville, FL 32210
Description:
Must Have Technical/Functional Skills
Mandatory Skills:
1. GenAI Application Development Expertise
Programming Languages: Python
Development Tools: LangChain, LlamaIndex, LangFlow, 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
Roles & Responsibilities
1 ) POC , POT , POV
2 ) Presales
3 ) Competency development
Generic Managerial Skills, If any
Team management
Salary Range: $160,000-$180,000 a year
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 Benefit s & 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-SP1
Mandatory Skills:
1. GenAI Application Development Expertise
Programming Languages: Python
Development Tools: LangChain, LlamaIndex, LangFlow, 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
Roles & Responsibilities
1 ) POC , POT , POV
2 ) Presales
3 ) Competency development
Generic Managerial Skills, If any
Team management
Salary Range: $160,000-$180,000 a year
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 Benefit s & 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-SP1