Day191-198 Hands-On Docker: From Basics to Real-World Deployment (Course Completed)
Docker Review — From CLI Fundamentals to Multi-Container Orchestration
Recent posts
Day178-190 - SQL Review: SQL Fundamentals for Data Analysis (Course Completed)
SQL Mastery in 3 Weeks — From Fundamentals to Analytic SQL
Day177 - MLOps Review: Data Distribution Shifts and Monitoring (4)
Designing Machine Learning Systems: Data Distribution Shifts (3) (Understanding Failures: Monitoring and Observability for ML System Reliability)
Day176 - MLOps Review: Data Distribution Shifts and Monitoring (3)
Designing Machine Learning Systems: Data Distribution Shifts (2) (Detecting & Addressing Data Distribution Shifts)
Day175 - MLOps Review: Data Distribution Shifts and Monitoring (2)
Designing Machine Learning Systems: Causes of ML System Failures (2) (Correcting Degenerate Feedback Loops) & Data Distribution Shifts (1) (Covariate, Co...
Day174 - MLOps Review: Data Distribution Shifts and Monitoring (1)
Designing Machine Learning Systems: Causes of ML System Failures (1) (Production data differing from training data, Edge Cases, and Degenerate Feedback Loops)
Day173 - MLOps Review: Model Deployment and Prediction Service (3)
Designing Machine Learning Systems: ML on the Cloud and on the Edge & Model Optimization (AutoTVM & WebAssembly)
Day172 - MLOps Review: Model Deployment and Prediction Service (2)
Designing Machine Learning Systems: Model Comparison (Low-Rank Factorization, Knowledge Distillation, Pruning, & Quantization)
Day171 - MLOps Review: Model Deployment and Prediction Service (1)
Designing Machine Learning Systems: Model Deployment and Batch Prediction Versus Online Prediction (Unifying Batch and Streaming Pipeline)
Day170 - MLOps Review: Model Development and Offline Evaluation (4)
Designing Machine Learning Systems: Model Offline Evaluation (Methods: Perturbation Tests, Invariance Tests, etc.)