Valiance Solutions - Machine Learning Engineer - Data Modeling

Key Responsibilities :

• Design and implement scalable deployment pipelines for open-source Gen AI models (LLMs, diffusion models, etc.)
• Fine-tune and optimize models using techniques like LoRA, quantization, distillation, etc.
• Manage inference workloads, latency optimization, and GPU utilization.
• Build CI / CD pipelines for model training, validation, and deployment.
• Integrate observability, logging, and alerting for model and infrastructure monitoring.
• Automate resource provisioning using Terraform, Helm, or similar tools on GCP / AWS / Azure.
• Ensure model versioning, reproducibility, and rollback using tools like MLflow, DVC, or

Weights & Biases.

production rollouts.

Required Skills & Qualifications :

etc.)

Inference Server, Hugging Face Accelerate, vLLM).

Good to Have :

Why Join Us :

(ref : hirist.tech)