Gen AI Architect

3 weeks ago

Bengaluru, Karnataka, India Tata Consultancy Services Full time

Job Role : Gen AI Architect

Experience : 8 to 15 Years

Location : Bengaluru, Hyderabad, Chennai, Mumbai

Must Have:

  1. 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

7. Monitoring & Evaluation:

  • Bleu, Rouge, Perplexity, BERT-Score etc.,

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