Gen AI Systems Architect

2 weeks ago

Ahmedabad, Gujarat, India beBeeGenAIArchitect Full time ₹ 1,62,00,000 - ₹ 2,02,50,000

We are seeking an expert in Gen AI systems to drive innovation and growth.

Key Responsibilities:
  • Design, develop, and implement scalable Gen AI solutions using Python and relevant tools.

Required Skills:
  1. Expertise in Gen AI application development, data engineering, and DevOps.
  • 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
  1. Fine-tuning domain models and expertise in LLMOps.
  • 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
  1. Proficiency in infrastructure, CI/CD, monitoring, and management of Gen AI systems.
  • Infrastructure & CI/CD: DevOps, Kubernetes, Docker, Git, Jenkins, GitLab, GitHub Actions
  • Monitoring & Management: Ray, SeldonCore, MLFlow, MLServer, Triton, BentoML, Prometheus, Grafana
  1. Data engineering for AI applications, including data processing, management, workflow automation, and data catalogs.
  • 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
  1. Ai-ready cybersecurity knowledge, including threat modeling, security, monitoring, and prevention.
  • 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
  1. GenAI guardrails and ethics, including fairness, transparency, and governance.
  • 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
  1. Monitoring and evaluation metrics for Gen AI systems.
  • Bleu, Rouge, Perplexity, BERT-Score etc.,

To succeed in this role, you must have a strong foundation in Gen AI systems, with expertise in design, development, and implementation. You will work closely with cross-functional teams to drive innovation and growth. The ideal candidate will be a skilled problem solver with excellent communication and collaboration skills.

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