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Deploy ML Application to Azure

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Azure DevOps + Azure ML based ML application deployment tutorial : 🔷 Introduction: Context of Azure, Azure ML & Azure DevOps 1. Azure Overview Azure is Microsoft’s cloud computing platform offering a vast ecosystem of services for compute, storage, networking, databases, machine learning, DevOps, and more. It enables organizations to build, deploy, and manage applications and services through Microsoft-managed data centers. Key Benefits: Global scalability and reliability Pay-as-you-go pricing Integrated security and compliance Strong ecosystem for enterprise DevOps and AI/ML workflows 2. What is Azure Machine Learning (Azure ML)? Azure Machine Learning is a cloud-based platform for training, deploying, automating, and managing machine learning models. It supports both code-first (Python SDK, CLI) and no-code (Designer, Studio) approaches. Key Components: Workspaces : Central place to manage assets and operations Compute Targets : For training &...

Chassis Control System

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                                                                    image credit: BYD A fully electric chassis control system  is an advanced automotive technology that replaces traditional hydraulic or mechanical systems with electrically actuated components  to enhance vehicle stability, handling, safety, and efficiency. These systems rely on sensors, electronic control units (ECUs), and electric actuators to dynamically adjust chassis behavior in real time. Key Functions of a Fully Electric Chassis Control System : 1. Dynamic Stability Control  – Prevents skidding/loss of control by selectively braking wheels and adjusting torque. 2. Adaptive Suspension Damping  – Adjusts shock absorber stiffness based on road conditions and driving style. 3. Torque Vectoring  – Distribute...