06 Sep
|
Sparix Global
|
Maharashtra
06 Sep
Sparix Global
Maharashtra
AI/ML Lead
Location - Pune (Hybrid) and candidate are okay to go Hyderabad as well when required
Exp - 7+Y
Role Overview
We are looking for an AI/ML Lead with strong hands-on experience in Python-based ML systems and GenAI solutions. This role focuses on designing and deploying production-grade AI systems, especially leveraging LLMs, RAG pipelines, and MLOps practices.
You will work closely with engineering and product teams to build scalable, secure, and effective AI-powered applications.
Key Responsibilities
❖ AI/ML System Design
● Design and implement end-to-end ML pipelines (data ingestion → training → evaluation → deployment).
● LLM-based solutions using advanced prompting strategies, RAG (Retrieval-Augmented Generation) and agentic workflows.
● Define scalable patterns for ML/ GenAI application development.
❖ Model Development &
- Optimization
● Work on data analysis, quality benchmarking, lineage detection and curation, ingestion into vector stores
● Work on statistical model training, evaluation, hyper-parameter tuning, feature engineering
● Work on fine-tuning of LLMs for specific tasks and prompt optimization (no expectation to build models from scratch at large scale).
● Evaluate and select appropriate models (open weights or closed weights).
● Collaborate with data teams for feature engineering and dataset readiness.
❖ MLOps &
- Deployment
● Implement MLOps best practices:
○ Model versioning
○ Experiment tracking
○ Monitoring & retraining pipelines
○ Prompt versioning
○ Drift detection
○ Token costs
● Handle model deployment in production environments (APIs, batch, streaming).
● Ensure performance, scalability, and reliability of AI systems.
❖ Platform &
- Integration
● Integrate AI solutions with existing microservices and backend systems.
● Work with vector databases, caching, and APIs for GenAI use cases.
● Ensure security and governance in AI deployments.
❖ Collaboration
● Partner with product managers and engineers to translate business problems into AI solutions.
● Mentor engineers on AI/ML and GenAI best practices.
Must Have Skills
❖ Core
● 7+ years of experience in software engineering / ML systems.
● Strong programming skills in Python (mandatory).
● Experience in building production-grade ML systems (not just notebooks).
❖ AI/ML &
- GenAI
● Hands-on experience with:
○ Data Analysis and curation
○ Feature engineering
○ Statistical model training, evaluation & hyper parameter tuning
○ LLMs / GenAI applications
○ RAG pipeline design
○ Prompt engineering & model tuning
● Experience with frameworks like Tensorflow, PyTorch, Sci-kit, LangChain, LlamaIndex, or similar.
● Understanding of embeddings, vector search, and retrieval systems.
● Exposure to custom model fine-tuning (good to have, not mandatory).
❖ MLOps &
- Deployment
📌 AI/ML Lead (Maharashtra)
🏢 Sparix Global
📍 Maharashtra