TransUnion

AI Developer

Bengaluru, India
Java AWS Azure Git Machine Learning Python
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Description

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What We'll Bring:

As a Generative AI Developer, you will play a pivotal role in designing, developing, evaluating and deploying advanced generative AI models. You will be responsible for leveraging RAG (Retrieval-Augmented Generation) and Graph RAG models to create sophisticated AI-driven solutions. This role requires a deep understanding of generative models, machine learning algorithms, and the ability to work on complex AI projects.
Years of Experience: 3-7 Years

What You'll Bring:

Key Responsibilities

  • Develop, and optimize generative AI models with a strong focus on RAG and Graph RAG.
  • implement end-to-end generative AI solutions, from data preparation to production deployment
  • Develop custom AI models and fine-tune pre-trained models for specific client use cases
  • Optimize generative models for production, balancing performance, latency
  • Design and implement efficient data pipelines for training and serving generative models
  • Develop strategies for effective prompt engineering and few-shot learning in production systems
  • Implement robust evaluation frameworks for generative AI outputs
  • Address challenges related to bias, fairness, and ethical considerations in generative AI applications
  • Develop internal tools and frameworks to accelerate generative AI development

Technical Skills

  • Required
    • Strong programming skills in languages such as Python, Java, or C++
    • Solid understanding of machine learning algorithms and techniques
    • Demonstrated experience with large language models (LLMs) transformers such as GPT, BERT, T5, etc.
    • Practical understanding of generative AI frameworks (e.g., Hugging Face Transformers, OpenAI GPT, DALL-E)
    • Familiarity with prompt engineering and few-shot learning techniques
    • Familiar with MLOps and LLMOps practices, including CI/CD for ML models
    • Strong knowledge of one or more cloud-based AI services (e.g., AWS Bedrock, Azure ML, Google Vertex AI)
    • Deep understanding of state-of-the-art AI architectures (e.g., Transformers, VAEs, GANs, Diffusion Models)
    • Proficiency in Python and software engineering best practices for AI systems
  • Preferred
    • Proficiency in optimizing generative models for inference (quantization, pruning, distillation)
    • Experience with distributed training of large-scale AI models
    • Advanced Techniques: Experience with reinforcement learning, unsupervised learning, or graph-based learning models.
    •  Agile Methodologies: Experience working in Agile/Scrum environments.
    •  Version Control: Proficiency with Git and other version control systems.

Impact You'll Make:

Qualifications

  • Advanced degree in Computer Science, Machine Learning, or related field with a focus on generative models
  • 2+ years of hands-on experience developing and deploying AI models in production environments with 1 year of experience in developing generative AI pilots, proofs of concept, and prototypes

This is a hybrid position and involves regular performance of job responsibilities virtually as well as in-person at an assigned TU office location for a minimum of two days a week.

TransUnion Job Title

Developer, Data Development
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