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Python + GenAI
Python + GenAIAwign Expert • Pune City, MH, in
Python + GenAI

Python + GenAI

Awign Expert • Pune City, MH, in
29 days ago
Job type
  • Quick Apply
Job description

Job Description

Key Responsibilities :

Generative AI Development

  • Develop and implement generative AI models using frameworks like LangChain

or Llama-Index.

  • Apply prompt engineering techniques to design effective queries and ensure
  • optimal LLM responses for diverse use cases.

  • Master advanced LLM functionalities, including prompt optimization,
  • hyperparameter tuning, and response caching.

  • Implement Retrieval-Augmented Generation (RAG) workflows by integrating
  • vector databases like Pinecone, Weaviate, Supabase, or PGVector for efficient

    similarity searches.

  • Work with embeddings and build solutions that leverage similarity search for
  • personalized query resolution.

  • Explore and process multimodal data, including image and video understanding
  • and generation.

  • Integrate observability tools for monitoring and evaluating LLM performance to
  • ensure system reliability.

    Backend Engineering

  • Build and maintain scalable backend systems using Python frameworks such as
  • FastAPI, Django, or Flask.

  • Design and implement RESTful APIs for seamless communication between
  • systems and services.

  • Optimize database performance with relational databases (PostgreSQL, MySQL)
  • and integrate vector databases (Pinecone, PGVector, Weaviate, Supabase) for

    advanced AI workflows.

  • Implement asynchronous programming and adhere to clean code principles for
  • maintainable, high-quality code.

  • Seamlessly integrate third-party SDKs and APIs, ensuring robust interoperability
  • with external systems.

  • Develop backend pipelines for handling multimodal data processing, and
  • supporting text, image, and video workflows.

  • Manage and schedule background tasks with tools like Celery, cron jobs, or
  • equivalent job queuing systems.

  • Leverage containerization tools such as Docker for efficient and reproducible
  • deployments.

  • Ensure security and scalability of backend systems with adherence to industry
  • best practices.

    Qualifications : Essential :

  • Strong Programming Skills : Proficiency in Python and experience with backend
  • frameworks like FastAPI, Django, or Flask.

  • Generative AI Expertise : Knowledge of frameworks like LangChain, Llama-Index,
  • or similar tools, with experience in prompt engineering and Retrieval-Augmented

    Generation (RAG).

  • Data Management : Hands-on experience with relational databases (PostgreSQL,
  • MySQL) and vector databases (Pinecone, Weaviate, Supabase, PGVector) for

    embeddings and similarity search.

  • Machine Learning Knowledge : Familiarity with LLMs, embeddings, and
  • multimodal AI applications involving text, images, or video.

  • Deployment Experience : Proficiency in deploying AI models in production
  • environments using Docker and managing pipelines for scalability and reliability.

  • Testing and Debugging : Strong skills in writing and managing unit and
  • integration tests (e.g., Pytest), along with application debugging and

    performance optimization.

  • Asynchronous Programming : Understanding of asynchronous programming
  • concepts for handling concurrent tasks efficiently.

    Preferred :

  • Cloud Proficiency : Familiarity with platforms like AWS, GCP, or Azure, including
  • serverless applications and VM setups.

  • Frontend Basics : Understanding of HTML, CSS, and optionally JavaScript
  • frameworks like Angular or React for better collaboration with frontend teams.

  • Observability and Monitoring : Experience with observability tools to track and
  • evaluate LLM performance in real-time.

  • Cutting-Edge Tech : Awareness of trends in generative AI, including multimodal
  • AI applications and advanced agentic workflows.

  • Security Practices : Knowledge of secure coding practices and backend system
  • hardening.

  • Certifications : Relevant certifications in AI, machine learning, or cloud
  • technologies are a plus.

    Requirements

    Requirements

    SAP CX, SAP Customer Experience, SAP CX Analytics, Sales Cloud, Service Cloud, Marketing Cloud, Commerce / Hybris Cloud, SAP CX Integartions, SAP S / 4 HANA, SAP ECC, SAP CPI

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    Python Genai • Pune City, MH, in

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