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Gen AI Architect

Gen AI Architect

Tata Consultancy Servicesludhiana, India
1 day ago
Job description

Job Role : Gen AI Architect

Experience : 8 to 15 Years

Location : Bengaluru, Hyderabad, Chennai, Mumbai

Must Have :

  • 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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