AI Consultant
6 hours ago
Location: Santa Clara
Experience: Years
Must Have:
- 12–15 years of experience in AI/ML, with at least 2+ years in Generative AI, LLMs, or Agentic AI.
- The candidate should be directly managing software engineering teams to implement AI-driven SDLC improvements.
- Strong foundation in machine learning, deep learning, and industrial AI (vision, NLP, time series).
- Expertise in Python and ML frameworks such as TensorFlow, PyTorch, Scikit-learn, Hugging Face, and LangChain.
- Proven experience delivering solutions on AWS / Azure / GCP cloud environments.
- Hands-on experience with containerization (Docker), orchestration (Kubernetes), and API deployment.
- Familiarity with MLOps / LLMOps tools (MLflow, Azure ML, Vertex AI Pipelines, Kubeflow).
- Strong understanding of manufacturing operations, IoT/edge AI, and service lifecycle data models.
- Excellent communication and presentation skills for engaging technical and business stakeholders
Job Description:
We are looking for an experienced AI Consultant with deep expertise in machine learning, deep learning, and generative AI, coupled with domain knowledge in Manufacturing and Service Lifecycle Management (SLM) — particularly in automotive (trucks, buses) and heavy equipment industries.
The ideal candidate will be a full stack AI engineer capable of architecting, deploying, and scaling AI solutions across design, production, quality, aftersales, and service operations. This role blends hands-on technical development with consultative leadership, including pre-sales, solutioning, prototyping, and client enablement.
Key Responsibilities1. AI Solutioning & Consulting
- Partner with manufacturing and service leaders to identify high-value AI use cases across product design, predictive maintenance, warranty analytics, service operations, and supply chain optimization.
- Drive pre-sales engagements, client workshops, and AI opportunity assessments for industrial clients.
- Develop proof-of-concepts, rapid prototypes, and demos to demonstrate business value.
- Translate business problems into AI/ML solution architectures and roadmaps.
- Design and build end-to-end AI pipelines for time-series analysis, anomaly detection, vision-based inspection, and document understanding.
- Lead development of GenAI applications and agentic AI workflows for service manuals, parts lookup, and technician copilots.
- Architect and deploy RAG-based knowledge assistants trained on technical documentation, service data, and IoT telemetry.
- Work across data engineering, modeling, and deployment, ensuring full lifecycle delivery and performance optimization.
- Deliver AI workloads on AWS (SageMaker, Bedrock), Azure (ML, OpenAI, AI Studio), or GCP (Vertex AI, Gemini).
- Implement MLOps/LLMOps practices for model versioning, deployment automation, and monitoring.
- Deploy containerized solutions with Docker/Kubernetes and expose models through APIs (FastAPI, Flask, or similar).
- Integrate with edge AI or IoT platforms for predictive and real-time inference scenarios.
Apply AI across the end-to-end product and service lifecycle, including:
Product Design: Quality prediction, digital twins, defect classification.
- Production: Process optimization, yield improvement, quality inspection using computer vision.
- Aftermarket Services: Predictive maintenance, spare parts forecasting, intelligent service documentation.
- Warranty & Field Data Analytics: Root cause analysis, failure mode detection, service call optimization.
- Design GenAI copilots for service engineers and dealerships, integrating technical documentation, sensor data, and knowledge graphs.
- Enable closed-loop feedback between engineering, manufacturing, and service through intelligent automation.
- Represent the organization in client solutioning sessions, RFPs, and innovation showcases.
- Mentor teams in full stack AI development, industrial AI frameworks, and GenAI best practices.
- Collaborate with domain and product experts to evolve AI-driven SLM accelerators and reference architectures.
- 12–15 years of experience in AI/ML, with at least 2+ years in Generative AI, LLMs, or Agentic AI.
- Strong foundation in machine learning, deep learning, and industrial AI (vision, NLP, time series).
- Expertise in Python and ML frameworks such as TensorFlow, PyTorch, Scikit-learn, Hugging Face, and LangChain.
- Proven experience delivering solutions on AWS / Azure / GCP cloud environments.
- Hands-on experience with containerization (Docker), orchestration (Kubernetes), and API deployment.
- Familiarity with MLOps / LLMOps tools (MLflow, Azure ML, Vertex AI Pipelines, Kubeflow).
- Strong understanding of manufacturing operations, IoT/edge AI, and service lifecycle data models.
- Excellent communication and presentation skills for engaging technical and business stakeholders.
- Exposure to Digital Twin frameworks, predictive maintenance systems, and industrial IoT architectures.
- Experience with vector databases (Pinecone, Weaviate, FAISS, Azure AI Search).
- Knowledge of PLM, ERP, and SLM platforms (PTC Windchill, Siemens Teamcenter, SAP S/4HANA, etc.).
- Background in automotive, commercial vehicles, or heavy equipment manufacturing.
- Certification in Azure AI Engineer, AWS Machine Learning Specialty, or GCP Professional ML Engineer.
- Drive the next wave of AI-led digital transformation in manufacturing and aftersales service.
- Build intelligent copilots, autonomous agents, and predictive systems for leading global OEMs.
- Collaborate with a team of AI experts and domain consultants pushing the frontier of industrial and agentic AI.
- Influence the evolution of service lifecycle management through data-driven intelligence and automation.
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