Ai/ml technical capability owner

4 days ago


Bangalore, India Blue Cloud Softech Solutions Limited Full time

AI/ML Technical Capability Owner — Center of Excellence (Co E) Role overview TE Connectivity is evolving from product-by-product AI delivery to an AI Center of Excellence (Co E) model that democratizes AI/ML for both business and technical users in FY26. We’re hiring a Technical Capability Owner to define our technical “golden paths,” reference architectures, and persona-approved toolsets across AWS and Databricks. You’ll be the connective tissue between enterprise architecture, data science, security, and business units, designing frameworks, enabling scaled adoption, and presenting compellingly to audiences from engineering guilds to executives. You will be democratizing AI/ML for technical users, giving developers the tools, frameworks, guidance, and trainings to develop AI/ML solutions on their own. The AI/ML Technical Capability Owner will also measure value of technical tools and products developed on those tools. What you’ll do Strategy & Ownership Own the technical capability roadmap for the AI/ML Co E; understand technical user needs on AI capabilities, align with the Business Capability Owner on outcomes, funding, chargeback model, governance, and adoption plans. Translate company goals into technical guardrails, accelerators, and “opinionated defaults” for AI/ML delivery. Reference Architectures & Frameworks Design and maintain end-to-end reference architectures on AWS and Databricks (batch/streaming, feature stores, training/serving, RAG/Gen AI, Agentic AI). Publish reusable blueprints (modules, templates, starter repos, CICD pipelines) and define golden paths for each persona (Data Scientist, ML Engineer, Data Engineer, Analytics Engineer, Software Engineer, TE Citizen AI/ML Developer). Persona-Approved Tools & Platforms Curate the best-fit suite of tools across data, ML, Gen AI, and MLOps/LMMOps (e.g., Databricks Lakehouse, Unity Catalog, MLflow, Feature Store, Model Serving; AWS S3, EKS/ECS, Lambda, Step Functions, Cloud Watch, IAM/KMS; Bedrock for Gen AI; vector tech as appropriate). Run evaluations/POCs and vendor assessments; set selection criteria, SLAs, and TCO models. Governance, Risk & Compliance Define technical guardrails for data security (Structured and Unstructured Data), lineage, access control, PII handling, and model risk management in accordance with TE’s AI policy. Identifying enhancements or improvements to TE’s AI Policy based on user feedback. Establish standards for experiment tracking, model registry, approvals, monitoring, and incident response. Enablement & Community Lead large cross-functional workshops; organize engineering guilds, office hours, and “train-the-trainer” programs. Create documentation, hands-on labs, and internal courses to upskill teams on the golden paths. Delivery Acceleration Partner with platform and product teams to stand up shared services (feature store, model registry, inference gateways, evaluation harnesses). Advise solution teams on architecture reviews; unblock complex programs and ensure alignment to standards. Evangelism & Communication Present roadmaps and deep-dive tech talks to execs and engineering communities; produce clear decision memos and design docs. Showcase ROI and adoption wins through demos, KPIs, and case studies. What you’ll bring Must-have 8–12+ years in data/ML platform engineering, ML architecture, or similar; 3+ years designing on AWS and Databricks at enterprise scale. Proven experience defining reference architectures , golden paths, and reusable accelerators. Strong MLOps experience: experiment tracking (MLflow), CI/CD for ML, feature stores, model serving, observability (data & model), drift/quality, A/B or shadow testing. Gen AI experience: RAG patterns, vector search, prompt orchestration, safety/guardrails, evaluation. Security-by-design mindset (IAM/KMS, network segmentation, data classification, secrets, compliance frameworks). Track record organizing large groups (guilds, communities of practice, multi-team workshops) and influencing without authority. Excellent presenter and communicator to both technical and executive audiences. Nice-to-have AWS certifications (e.g., Solutions Architect, Machine Learning Specialty); Databricks Lakehouse/ML certifications. Experience with Kubernetes/EKS, Ia C (Terraform), Delta Live Tables/Workflows, Unity Catalog policies. Background in manufacturing/industrial Io T/edge helpful. Success metrics (first 12 months) Adoption: ≥70% of AI/ML initiatives using Co E golden paths and persona-approved tooling. Time-to-value: 30–50% reduction in time to first production model or Gen AI workload. Quality & Risk: ≥90% compliance with model governance controls; measurable reduction in incidents. Enablement: 4+ reusable blueprints and 2+ shared services in production; 6+ enablement sessions/quarter. 30/60/90 plan 30 days: Inventory current tools/initiatives; draft capability heatmap and initial reference architecture; publish near-term guardrails. 60 days: Deliver first golden path (e.g., Databricks-centric MLOps with MLflow/UC); run 2 enablement workshops; select initial Gen AI stack (incl. Bedrock stance). 90 days: Launch shared services (feature store/model registry + eval harness); formalize governance checks; publish KPI dashboard and FY26 roadmap. Posting blurb (short version) We’re building an AI Center of Excellence to democratize AI/ML across TE Connectivity. As our AI/ML Technical Capability Owner , you’ll define the architectures, tools, and guardrails that help teams ship reliable ML and Gen AI solutions at scale on AWS + Databricks . If you love creating golden paths, enabling large technical communities, and presenting your vision from deep dives to the boardroom, we’d love to talk.



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