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The deep neural network model can be trained and tested quickly and then deployed by the industry to effectively perform tasks in the real world. Deploying such systems on small-sized, low-power AI edge computing platforms is highly favored by the industry. This course takes a practice-driven approach to lead you to intuitively learn, practice, and master the knowledge and technology of deep neural networks.The deep neural network model can be trained and tested quickly and then deployed by the industry to effectively perform tasks in the real world. Deploying such systems on small-sized, low-power AI edge computing platforms is highly favored by the industry. This course takes a practice-driven approach to lead you to intuitively learn, practice, and master the knowledge and technology of deep neural networks.
The SOPHON AI microserver SE5 is a high-performance, low-power edge computing product equipped with the third-generation TPU chip BM1684 developed independently by SOPHGO. With an INT8 computing power of up to 17.6 TOPS, it supports 32 channels of Full HD video hardware decoding and 2 channels of encoding. This course will quickly guide you through the powerful features of the SE5 server. Through this course, you can understand the basics of AI and master its basic applications.
Course Features
1. One-stop service
All common problems encountered in SE5 applications can be found here.
• Provide a full-stack solution for AI micro servers
• Break down the development process step by step, in detail and clearly
• Support all mainstream frameworks, easy to use products
2. Systematic teaching
It includes everything from setting up the environment, developing applications, converting models, and deploying products, as well as having a mirrored practical environment.
• How is the environment built?
• How is the model compiled?
• How is the application developed?
• How are scenarios deployed?
3. Complete materials
The course includes video tutorials, document guides, code scripts, and other comprehensive materials.
• Rich video materials
• Detailed application guidance
• Clear code scripts
Code download link: https://github.com/sophon-ai-algo/examples
4. Free cloud development resources
Online free application for using SE5-16 microserver cloud testing space
• SE5-16 microserver cloud testing space can be used for online development and testing, supporting user data retention and export
• SE5-16 microserver cloud testing space has the same resource performance as the physical machine environment
Cloud platform application link: https://account.sophgo.com/sign_in?service=https://cloud.sophgo.com&locale=zh-CN
Cloud platform usage instructions: https://cloud.sophgo.com/tpu.pdf
Upon completing this course, students will be able to:
This course comprehensively and systematically introduces the basic knowledge of deep learning, TPU hardware platform and TPU platform practical foundation, as well as image classification and other topics. To learn this course, it is necessary to have a certain foundation in Python programming and basic knowledge of probability and statistics.
This course introduces the hardware circuit design and basic environment set up, as well as provides some simple development examples and some basic AI examples.
Milk-V Duo is an ultra-compact embedded development platform based on CV1800B. It has small size and comprehensive functionality, it is equipped with dual cores and can run linux and rtos systems separately, and has various connectable peripherals.
Course features:
