NVTabular
April 12, 2022Introduction to NVTabular, NVIDIA's GPU-accelerated library for tabular data feature engineering and preprocessing.
1 min read·mlmlopsAirflow and Kubernetes
April 8, 2022Comparison of two approaches for running Airflow on Kubernetes: deploying Airflow components as pods vs. using KubernetesExecutor with KubernetesPodOperator.
2 min read·mlopsSplit VRAM of GPU on Kubernetes
April 8, 2022Exploring options for splitting GPU VRAM across pods in Kubernetes, including replicas, extended resources, and GPU virtualization.
1 min read·mlopsFull Stack ML Engineer
September 26, 2021What it means to be a full-stack ML engineer: roles, ML product lifecycle, team structure, and trade-offs.
3 min read·mlopsnaver-boostcampMLOps Summary
September 22, 2021Curated list of MLOps tools and frameworks including Wandb, Hydra, DVC, ONNX, and CI/CD options for ML project workflows.
1 min read·mlops