Apr 21, 2026 / 8 min read
End-to-end lineage with DVC and SageMaker AI MLflow apps
A practical pattern for connecting datasets, training runs, model registry entries, and deployed models into one traceable chain.
My blog posts.
Writing covering model customization, MLOps, GenAI platforms, analytics, explainability, and applied machine learning.
Apr 8, 2026 / 8 min read
Reinforcement fine-tuning on Amazon Bedrock: Best practices
Practical guidance for preparing datasets, designing reward functions, monitoring training, and tuning RFT jobs on Amazon Bedrock.
Mar 25, 2026 / 7 min read
Reinforcement fine-tuning on Bedrock with OpenAI-compatible APIs
An AWS blog on why OpenAI-compatible APIs matter for model customization workflows on Amazon Bedrock.
Mar 17, 2026 / 6 min read
AWS AI League: Atos fine-tunes approach to AI education
A customer story on using hands-on, gamified model customization to move AI training from passive learning into applied practice.
Nov 26, 2025 / 5 min read
Enhanced performance for Amazon Bedrock Custom Model Import
An AWS blog covering custom model import, inference performance, and where platform teams tend to get stuck.
Nov 21, 2025 / 6 min read
Why a multi-provider GenAI gateway is an operating model decision
The gateway pattern is less about abstraction for its own sake and more about observability, routing, policy, and change control.
Nov 10, 2025 / 6 min read
Fine-tuning VLMs for document-to-JSON workflows
An AWS blog on why document extraction is a strong stress test for data quality, evaluation, and fine-tuning workflow design.
May 30, 2025 / 9 min read
Architect a mature generative AI foundation on AWS
A foundation view of the platform, governance, security, and operating-model pieces that make GenAI work sustainable.
Oct 8, 2024 / 8 min read
Time series forecasting with Amazon SageMaker AutoML
A technical guide to preparing time-series data, configuring AutoMLV2, and deploying forecasting models on SageMaker.
Nov 15, 2023 / 6 min read
BMW Cloud Efficiency Analytics powered by Amazon QuickSight and Amazon Athena
A customer analytics story around cloud-efficiency reporting with Athena and QuickSight.
May 17, 2023 / 6 min read
Prepare training and validation data for facies classification with SageMaker Canvas
A workflow for connecting Snowflake data to SageMaker Canvas and preparing datasets for geoscience classification.
Mar 18, 2021 / 7 min read
Explaining Bundesliga Match Facts xGoals using SageMaker Clarify
An explainability walkthrough for expected-goals models using Amazon SageMaker Clarify.