End-to-End AI Platform

A visual journey from data ingestion to Model-as-a-Service

Core Pipeline Design

AI Services Ecosystem

Forecasting

Time-series prediction with ARIMA, Prophet

NLP/Gen AI

Classification, generation, translation

Anomaly Detection

Identify unusual patterns in data

Computer Vision

Face recognition, video analytics

Governance Framework

Key Components

  • PII Masking & Data Protection
  • Model Documentation & Provenance
  • Access Controls & Lineage Tracking

Explainability Tools

  • SHAP & LIME Analysis
  • Feature Importance Charts
  • Model Card Generation

End-to-End Flow

Data Ingestion

Preprocessing

Model Training

Deployment

Monitoring