Senior AI / Machine Learning Engineer (Adaptive Intelligence Systems)
Pulseroot Ai Labs Private limited
5 - 10 years
Noida
Posted: 12/02/2026
Job Description
Role Overview
We are hiring a Senior AI / Machine Learning Engineer to build and scale core adaptive
intelligence systems for a next-generation learning product. This role involves designing
systems that personalize experiences dynamically based on user behavior, performance, and
interaction patterns.
This is a hands-on engineering role focused on building production-grade AI systems that
operate in real time.
Responsibilities
Build, train, evaluate, and deploy machine learning models in production
environments.
Design and implement data pipelines for model training and inference.
Work with large-scale structured and unstructured datasets.
Integrate LLMs into backend systems for reasoning, generation, or decision support.
Implement retrieval-based systems using embeddings and vector databases.
Optimize models and inference for latency, throughput, and cost.
Monitor model performance and handle versioning, retraining, and rollback.
Collaborate with backend engineers to expose models via APIs.
Required Technical Experience
Mandatory
3+ years of hands-on experience in applied machine learning
Strong proficiency in Python
Experience with PyTorch or TensorFlow
Experience deploying models using REST / gRPC APIs
Practical experience with LLMs (fine-tuning, RAG, prompt systems)
Experience with vector databases and embedding workflows
Solid understanding of model evaluation and metrics
Preferred
Experience with real-time or low-latency inference
Experience with MLOps tools (model registries, monitoring, CI/CD)
Familiarity with cloud-based ML infrastructure
Experience handling noisy or behavioral data
This Role Is a Fit If You
Have shipped ML systems used by real users
Are comfortable owning models end-to-end
Prefer engineering problems over research papers
What We Value
System-level thinking
Clear reasoning about trade-offs
Ownership from design to deployment
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