Core ML & Data Science Skill Category ML model development, evaluation, deployment Must Have ML pipelines & orchestration (Vertex AI Pipelines / Kubeflow) Must Have Real-time inference & streaming ML systems Must Have Model monitoring (drift, failure detection, alerting) Must Have Feature engineering & model optimization Good to Have 2. GCP & AI Platform Vertex AI & ML Platform Skill Category Vertex AI (Batch training, inference, pipelines) Must Have Vertex AI Model Monitoring Must Have AutoML Must Have Gemini / LLM capabilities Good to Have 3. Data & Processing Skill Category BigQuery (SQL, large-scale data pr. We work with clients across all major verticals, providing industry solutions for Financial Services, Manufacturing, Life Sciences and Healthcare, Technology and Services, Telecom and Media, Retail and CPG, and Public Services.