BoltUiX

Ultimate Guide to bert-mini for Edge AI and IoT: Tutorial & Examples for 2025 🚀 Overview 📖 bert-mini is a lightweight BERT model optimized for real-time NLP tasks on edge and IoT devices. With a quantized size of ~15MB and ~8M parameters, it’s perfect for resource-constrained environments like mobile apps, wearables, and smart home devices. It supports masked language modeling (MLM), intent detection, text classification, and named entity recognition (NER) with low-latency and offline capabilities. 📱 Design and API Documentation 🔗 Hugging Face Model Page Transformers Library Documentation Boltuix: bert-mini Guide Using bert-mini 🤖 Install the transformers library and download bert-mini from Hugging Face to enable lightweight NLP tasks. It’s designed for edge devices with minimal storage (~15MB) and memory (~60MB RAM). Use it with Python 3.6+ and ensure offline compatibility for privacy-first ap...

If you're aiming to land an Android developer job in 2025 , you already know the bar is high. Companies are looking for more than just XML layouts and button clicks  they expect strong fundamentals, architecture knowledge, Kotlin mastery, Jetpack experience, and problem-solving skills. So how do you actually prepare effectively? Let’s break it down: 🔍 1. Understand What Interviewers Look For Modern Android interviews typically test you across: Kotlin fundamentals and advanced concepts Jetpack Compose UI and architecture MVVM/MVI architecture patterns Room, Retrofit, Coroutines, Flows Data structures & algorithms Debugging & optimization skills Real-world app scenario discussions 📱 2. Use Smart Tools to Stay on Track Preparation isn’t just about watching YouTube videos or reading docs. You need a structured approach that lets you: Learn & revise topics easily Practice coding challenges Take quick notes or interview cues Study offline...

Material 3 Guidelines 2025 Components are interactive building blocks for creating a user interface. They can be organized into categories based on their purpose: Action, containment, communication, navigation, selection, and text input. apps Top App Bars Navigation bars at the top of the screen schedule Time Pickers Help users select and set a specific time text_fields Text Fields Allow users to enter and edit text in a UI tab Tabs Organize content across different screens and views toggle_on Switches Toggle the selection of an item on or off ...

Ultimate Guide to Material 3 Top App Bars in Android: Tutorial & Examples for 2025 🚀 Overview 📖 Material 3 Top App Bars display screen-related information and actions, available in Regular (Center aligned, Small), Collapsing (Medium, Large), and Contextual variants. This guide covers their implementation, accessibility, and theming for 2025 using MaterialToolbar and related components. 📱 Design and API Documentation 🔗 Google Material 3 Top App Bar Spec API Reference Using Top App Bars 🤖 Add the Material Components for Android library dependency to use Material 3 Top App Bars. See the Get Started guide . Use MaterialToolbar within AppBarLayout and CoordinatorLayout for scrolling behaviors, or CollapsingToolbarLayout for collapsing variants, with a Theme.Material3.*.NoActionBar theme. 🛠️ Making Top App Bars Accessible ♿ Set android:contentDescription on MaterialToolbar , navigation icons,...