Amazon Rekognition: The Deep Internals of a Managed Computer Vision Engine

Amazon Rekognition: The Deep Internals of a Managed Computer Vision Engine A production-grade, architect-level walkthrough of how Rekognition's detection pipeline, custom model training, and streaming video architecture actually work — built for engineers who already know the basics and want the advanced picture. 1 · Advanced Core Concepts 2 ·…

Read More

Amazon Kinesis at Scale: The Expert’s Guide to Shards, Fan-Out, and Failure Recovery

Amazon Kinesis at Scale: The Expert's Guide to Shards, Fan-Out, and Failure Recovery A deep, production-grade walkthrough of how Amazon Kinesis Data Streams actually behaves once you push it past millions of records per second — shard mechanics, lease management, resharding, hot partitions, and the design decisions that separate a…

Read More

Amazon Forecast at Scale: The Expert’s Guide to AutoPredictor, Backtesting, and Quantile Loss

Amazon Forecast at Scale: The Expert's Guide to AutoPredictor, Backtesting, and Quantile Loss A deep, production-grade walkthrough of how Amazon Forecast actually behaves once you move past a single target time series — AutoPredictor's algorithm ensembling, backtest window design, related time series and item metadata modeling, quantile forecasts, and the…

Read More