Gen AI Architect

2 weeks ago

Bengaluru, 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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