Generative AI Engineer
JConnect Infotech
Generative AI Engineer
Location: Warren, MI
Duration: Full Time
Job Description:
Programming: Expert-level proficiency in Python.
ML Frameworks: Extensive experience with PyTorch (strongly preferred) and/or TensorFlow.
LLMs & NLP: Hands-on experience working with Large Language Models (e.g., via OpenAI API, Hugging Face Transformers, LangChain, LlamaIndex, or custom models). Deep understanding of NLP concepts (tokenization, embeddings, attention mechanisms).
Cloud & MLOps: Proven experience with cloud platforms (AWS, GCP, or Azure) and MLOps tools (e.g., Docker, Kubernetes, MLflow, Weights & Biases, TFX).
Problem-Solving: Strong analytical and problem-solving skills with the ability to iterate quickly from experimentation to production-ready solutions.
Design & Development: Architect, train, fine-tune, and optimize large generative models (e.g., LLMs like GPT, diffusion models like Stable Diffusion, VAEs, GANs) for specific use cases.
End-to-End Pipeline Ownership: Build robust, scalable data pipelines for pre-processing and curating massive training datasets.
Model Deployment & MLOps: Implement and manage MLOps practices to deploy models into production, ensuring scalability, low latency, and high reliability. This includes containerization, API development, and continuous integration/continuous deployment (CI/CD).
Performance Optimization: Apply advanced techniques like Retrieval-Augmented Generation (RAG), fine-tuning, quantization, and distillation to improve model efficiency, accuracy, and cost-effectiveness.
Research & Innovation: Stay current with the latest academic research and open-source advancements in generative AI. Prototype new ideas and conduct experiments to validate their feasibility and impact.
Collaboration: Work closely with product managers, data scientists, and software engineers to integrate generative AI capabilities into our products and platforms.
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