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What is TensorFlow Lite? Architecture, Quantization & Edge AI Explained

February 25, 2026 By WatElectronics

TensorFlow Lite

Artificial Intelligence is no longer limited to powerful cloud servers and high-end GPUs. Today, AI models are running directly on smartphones, IoT devices, embedded systems, and even tiny microcontrollers. This shift from cloud-based processing to on-device intelligence is called Edge AI. At the center of this transformation is TensorFlow Lite (TFLite) — a lightweight machine learning framework developed by Google for deploying deep learning models on edge devices. It enables developers t … [Read more...]

What is a Form Factor & Its Importance

September 28, 2021 By WatElectronics

Form Factor

Generally, form factors are related to different electronic devices like motherboards, cell phones, etc. For motherboard, it can be referred to as one kind of hardware peripherals & its structure. So motherboard form factors are micro-ATX & ATX. Similarly, for mobile phones, it is referred to as the complete shape, design of the phone like the traditional candy bar shape, which changes from the slide & flip form factors. At present, most of the phones are available with touch … [Read more...]

Development Process of Embedded Systems

January 11, 2021 By admin

Applications of Embedded Systems

Generally, in any kind of work, several tasks need to be done in the progression of meeting the purposes and goals intended at accomplishing through that effort. In addressing “what type of task need to be achieved”, numerous inputs and outputs and the complete contents of these tasks are defined and planned in a logical manner, which is jointly stated to as the “process”. In order to complete the expansion of software as a product, several types of tasks need to be achieved with layers like in a … [Read more...]

Embedded Systems Role in Automobiles with Applications

January 7, 2021 By admin

An embedded system is an electronic or computer system which is designed to control, access the data in electronics based systems. This system includes a single chip microcontroller such as cortex, ARM and also microprocessors, FPGAs, DSPs, and ASICs. Nowadays the usage of embedded systems is widespread. But the software that is programmed into the microcontroller is capable of solving only a limited range of problems. … [Read more...]

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