LPG Cylinder Failure Prediction using Bigquery and ML: Implementation Summary1. OverviewThis project predicts LPG cylinder failure using machine learning and visualizes findings in a dashboard. It leverages BigQuery ML for modeling, Python (Google Colab) for data analysis, and Looker Studio for visualization. The goal is to identify at-risk cylinders and understand failure causes.2. Problem StatementThe […]

Clearos to Truenas SMB server migration SummaryMotivation:Clearos 7 reached its end of life  and showed performance problems.Clearos to Truenas was necessary for better storage performance, reliability, scalability, and support. Step 1: assess your current setupThe existing setup was a Clearos as a file server  in CAT computer lab in South Africa. Its primary function is […]

/ The core types of ambiguity include recognition ambiguity (multiple possible interpretations of input), segmentation ambiguity (uncertainty in grouping inputs), and target ambiguity (uncertainty about which component should handle input). These different forms require specific architectural considerations. This necessitates adaptable AI architectures. Here are key approaches to address ambiguity:Probabilistic Reasoning: Model uncertainty with tools like […]