
Senior AI Architect
1 week ago
We invite you to explore a challenging opportunity as a Gen AI Architect.
Key Responsibilities:- GenAI Application Development Expertise:
- Develop applications using Python and programming languages with expertise in GenAI
- Utilize development tools like LangChain, LlamaIndex, LangFlow, Langgraph, LangSmith, and Flowise
- Employ RAG Techniques for efficient application development
- Work with vector databases such as Pinecone, Weaviate, and Qdrant
- Explore additional technologies including Knowledge Graphs, FastAPI, Streamlit, and Gradio
- Apply fine-tuning capabilities to domain models using Python and data engineering libraries
- Work with OSS LLMs like Llama2, Mixtral, GPT-Neo, and GPT-J
- Use tokenization and fine-tuning frameworks like SentencePiece, Hugging Face Tokenizers, Hugging Face Transformers, and PyTorch Lightning
- Engage with datasets such as HuggingFace Datasets and TensorFlow Datasets
- Master the skills of infrastructure and CI/CD with DevOps, Kubernetes, Docker, Git, Jenkins, GitLab, and GitHub Actions
- Monitor and manage systems using Ray, SeldonCore, MLFlow, MLServer, Triton, BentoML, Prometheus, and Grafana
- Process and manage data using Python, Apache Spark, Apache Kafka, AWS S3, Azure Data Lake Storage (ADLS), and Delta Lake
- Automate workflows with Apache Airflow, dbt, Apache NiFi, Fivetran, Airbyte, and Great Expectations
- Manage data catalogs with Amundsen, Collibra, and Alation
- Develop threat modeling and security skills using AI-specific threat modeling tools, secure ML pipeline tools, and API security tools
- Implement monitoring and prevention measures using AI security monitoring tools, prompt injection prevention libraries, and adversarial example detection libraries
- Apply ethics and fairness frameworks and tools to ensure bias detection and mitigation, fairness metrics, privacy preservation, and robustness
- Utilize model interpretability libraries and AI governance frameworks and tools for transparency and governance
- Measure performance with Bleu, Rouge, Perplexity, BERT-Score, and other evaluation metrics
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