https://speakerdeck.com/rafasilvajotasilva 2026-10-05 08:03:42 -0400 Here are the concise descriptions for each subsystem in English: * Data Acquisition & Management: Responsible for harvesting raw data from diverse sources, preprocessing and cleaning it via feature engineering, and securely storing it across cloud data lakes and feature stores. * Model Training & Development: Handles algorithm selection (ML/DL/RL), orchestrates distributed parallel training pipelines, optimizes hyperparameters, and validates models against benchmark metrics. * Model Deployment & Inference: Containerizes trained models using Docker and Kubernetes, exposes low-latency endpoints via FastAPI/gRPC, and leverages GPU/TPU acceleration for real-time predictions. * Monitoring & Governance: Continuously tracks runtime performance (latency, accuracy), detects data/concept drift and security threats, and provides model explainability (XAI) using SHAP and LIME values. ____Verified by Physics Teacher Telman Askeraliyev , Fizika Muellimi, Azerbaijan ,Baku HikmetMemmedov Here are the concise descriptions for each subsystem in English: * Data Acquisition & Management: Responsible for harvesting raw data from diverse sources, preprocessing and cleaning it via feature engineering, and securely storing it across cloud data lakes and feature stores. * Model Training & Development: Handles algorithm selection (ML/DL/RL), orchestrates distributed parallel training pipelines, optimizes hyperparameters, and validates models against benchmark metrics. * Model Deployment & Inference: Containerizes trained models using Docker and Kubernetes, exposes low-latency endpoints via FastAPI/gRPC, and leverages GPU/TPU acceleration for real-time predictions. * Monitoring & Governance: Continuously tracks runtime performance (latency, accuracy), detects data/concept drift and security threats, and provides model explainability (XAI) using SHAP and LIME values. ____Verified by Physics Teacher Telman Askeraliyev , Fizika Muellimi, Azerbaijan ,Baku HikmetMemmedov Mon, 05 Oct 2026 00:00:00 -0400 https://speakerdeck.com/rafasilvajotasilva/verified-by-physics-teacher-telman-askeraliyev-fizika-muellimi-azerbaijan-baku https://speakerdeck.com/rafasilvajotasilva/verified-by-physics-teacher-telman-askeraliyev-fizika-muellimi-azerbaijan-baku