AI / ML Solutions Lead
Role
AI / ML Solutions Lead
Experience
7 - 9 Years (min. 2 - 3 years in AI/ML lead roles)
Location
India
Work Model
WFO / Remote / Hybrid — flexible based on candidate profile
Employment Type
Full-Time
Reporting To
IT PM
About the Role
We are seeking an AI / ML Solutions Lead with proven hands-on experience in Agentic AI, LLMs, and enterprise-grade machine learning delivery. In this lead role, you will own the end-to-end AI solutions lifecycle — from opportunity identification and solution architecture through to production deployment and continuous improvement. You will lead and mentor a high-performing team of AI/ML engineers, engage directly with clients to shape AI transformation roadmaps, and drive pre-sales and delivery excellence across engagements. Domain expertise in Finance (AP/AR, P2P, cash flow) or Supply Chain Management (procurement, inventory, logistics) will be treated as a significant added advantage.
Must-Have Skills
Core AI / ML
Python (Advanced)
Machine Learning (Expert)
Deep Learning — TF / PyTorch
NLP & Text Analytics
Feature Engineering
Model Evaluation & Tuning
Statistics & Probability
Data Pipelines
ML Pipeline Architecture
Large Language Models & Generative AI
LLM Design & Integration (GPT-4o / Claude / Gemini)
Advanced Prompt Engineering
RAG Architecture & Optimisation
Vector Databases (FAISS / Pinecone / Weaviate)
LangChain / LlamaIndex
Fine-Tuning (LoRA / QLoRA / PEFT)
Embeddings & Semantic Search
Knowledge Base Design
LLM Evaluation Frameworks
Agentic AI (Proven Experience — Key Differentiator)
Agentic System Design & Architecture
LangGraph / AutoGen / CrewAI
Tool Use & Function Calling
ReAct / CoT / Plan-and-Execute Patterns
Memory & State Management in Agents
Multi-Agent Orchestration
Human-in-the-Loop Workflows
Guardrails & Safety for Agents
Production Agent Deployment
Data, APIs & Infrastructure
REST API Design (FastAPI / Flask)
SQL & NoSQL Databases
Cloud AI Services (Azure / AWS / GCP)
Docker & Containerisation
Git & Version Control
MLOps Fundamentals
Leadership & Consulting
AI Solution Architecture
Pre-Sales & RFP / RFQ Response
Client Stakeholder Management
Team Leadership & Mentoring
Delivery Governance & QA
AI Roadmap & Strategy Consulting
Estimation & Proposal Writing
Agile / Scrum Delivery
Risk & Dependency Management
Good-to-Have Skills
Skills below are not mandatory but will significantly strengthen the candidate’s profile. Finance / SCM domain experience is particularly valued for client-facing engagements.
Category
Skills / Tools
Relevance
MLOps
MLflow, Weights & Biases, Model Registry, Drift Monitoring
Skills Required
- 7-9 years experience with 2-3 years in AI/ML lead roles
- Python (Advanced)
- Machine Learning (Expert)
- Deep Learning (TensorFlow / PyTorch)
- NLP & Text Analytics
- Feature Engineering
- Model Evaluation & Tuning
- Statistics & Probability
- Data Pipelines
- ML Pipeline Architecture
- LLM Design & Integration (GPT-4o / Claude / Gemini)
- Advanced Prompt Engineering
- RAG Architecture & Optimisation
- Vector Databases (FAISS / Pinecone / Weaviate)
- LangChain / LlamaIndex
- Fine-Tuning (LoRA / QLoRA / PEFT)
- Embeddings & Semantic Search
- Knowledge Base Design
- Agentic System Design & Architecture
- LangGraph / AutoGen / CrewAI
- Tool Use & Function Calling
- ReAct / CoT / Plan-and-Execute Patterns
- Memory & State Management in Agents
- Multi-Agent Orchestration
- Human-in-the-Loop Workflows
- Guardrails & Safety for Agents
- Production Agent Deployment
- REST API Design (FastAPI / Flask)
- SQL & NoSQL Databases
- Cloud AI Services (Azure / AWS / GCP)
- Docker & Containerisation
- Git & Version Control
- MLOps Fundamentals
- AI Solution Architecture
- Pre-Sales & RFP / RFQ Response
- Client Stakeholder Management
- Team Leadership & Mentoring
- Delivery Governance & QA
- AI Roadmap & Strategy Consulting
- Estimation & Proposal Writing
- Agile / Scrum Delivery
- Risk & Dependency Management
- MLOps tools: MLflow, Weights & Biases, Model Registry, Drift Monitoring
- Domain expertise in Finance (AP/AR, P2P, cash flow) or Supply Chain Management
What We Do
At Vserve, we are award winning eCommerce specialists! Vserve is one of the leading full-service ecommerce agencies that offers a range of ebusiness solutions, catalog management services, and business intelligence expertise. In short, we specialize in delivering customized ecommerce solutions that make your business work for you so that you can work less!
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