Author: Mark Ren

Top 10 Most Popular Machine Learning Frameworks in 2025: Technical and Application Analysis for Choosing the Best Deep Learning Solution

Discover the top 10 most popular deep learning frameworks in 2025, including TensorFlow, PyTorch, MXNet, Detectron2, SpeechBrain, and MONAI. Learn about their technical details, applications, and how they are shaping the future of AI in computer vision, speech recognition, medical imaging, and more.

DeepSeek Edge AI: How DeepSeek Runs on Edge AI Devices and AI Hardware?

Discover how DeepSeek Edge AI models (V3 & R1) can efficiently run on edge devices and AI hardware. This article explores quantization techniques (INT8/FP16), model distillation, hardware acceleration (RK3588, Jetson, Coral TPU), and cloud-edge AI collaboration for smart homes, automotive AI, industrial IoT, and intelligent security applications.

DeepSeek-R1: Relying on Algorithms Instead of Computing Power – Disrupting Large Model Landscape with MoE Architecture

DeepSeek’s models not only deliver outstanding performance but also cover a variety of scenarios ranging from high-performance inference to edge computing. Whether it’s the DeepSeek-R1 (DeepThink-R1) tailored for complex problems or the lightweight DeepSeek-V2-Lite, DeepSeek demonstrates a dual pursuit of innovation and practicality.

DeviceScript: Using TypeScript in IoT Device – Microsoft’s Modern Development Approach

DeviceScript is an open-source tool by Microsoft that brings a modern TypeScript development experience to resource-constrained microcontroller devices. It supports multiple hardware platforms, fast debugging, and efficient deployment, making it an ideal choice for IoT development.

FUXA: A Web-Based Configuration Tool for SCADA/HMI Process Visualization in Industrial Automation

FUXA is an open-source, web-based SCADA/HMI tool that supports various industrial protocols such as Modbus, MQTT, and OPC-UA, offering flexible real-time monitoring and data visualization solutions for industrial equipment.