Skip to content

Latest commit

 

History

History
94 lines (64 loc) · 3.94 KB

README.md

File metadata and controls

94 lines (64 loc) · 3.94 KB
Raw

Embedded AI

Intelligence at the edge

Deep Learning and Machine Learning on Embedded Devices with Tensorflow

Directory Contents Date
Raspberry pi IoT on Arduino Tutorial. Hand-making Christmas Illumination - Arduino IoT 2016/11/27
Python quick start Python Tutorial on cloud9 - cloud9 2017/9/1
deep-learning Deep Learning Tutorial on Python/cloud9 - Python Deep Learning) 2017/5/28
deep_learning_jupyter Deep Learning Tutorial on Python/Jupyter - JupyterPython Deep Learning 2017/12/2
infrastructure Server/Virtualization/Cloud Tutorial - 2017/9/10
Movidus Deep Learning Implementation on Raspberry Pi - Raspberry Pi Deep Learning 2018/1/27
pi_ai_handson Deep Learning Implementation on Raspberry Pi - Raspberry Pi Deep Learning 2018/1/27
Bonnet AI Implementation on Google AIY Vision Kit - Google AIY Vision Kit 2018/1/27

Deep Learning and Machine Learning on Raspberry Pi with Tensorflow

ensorflow is a popular Artificial Intelligence framework for building Deep Neural Network (DNN) and Convolutional Neural Network (CNN) for computer vision. Raspberry Pi is a popular credit card size computer with Linux based operating system and can be mounted with camera. The application of Tensorflow on Raspberry Pi has produced a suite of machine learning and computer vision applications on Raspberry Pi. This course will go through step by step on installing Tensorflow on Raspberry Pi and how to implement machine learning and deep learning algorithms on Raspberry Pi

Topics include:

  • Install Tensorflow on Raspberry PI
  • Machine Learning on Raspberry Pi
  • Deep Learning on Raspberry Pi
  • Computer Vision
  • Transfer Learning

Module 1 Get Started

  • Overview of Tensorflow and Raspberry Pi
  • Install TensorFlow on Raspberry Pi

Module 2 Machine Learning on Raspberry Pi

  • Basic Tensorflow Operations
  • Machine Learning with Tensorflow
  • Upload ML Model to Raspberry Pi

Module 3 Deep Learning Network on Raspberry PI

  • Deep Neural Network with Tensorflow
  • Upload DNN Model to Raspberry Pi

Module 4 CNN Computer Vision on Raspberry Pi

  • Convolutional Neural Network (CNN) with Tensorflow
  • Upload CNN Model to Raspberry PI
  • Computer VIsion with Raspberry Pi Camera

Module 5 Transfer Learning

  • Introduction to VGG16 and Inception Transfer Learning Models
  • Commputer Vision using Transfer Learning on Raspberry Pi
  • Fine Tuning Transfer Leaning with Raspberry Pi

Contributing

I would ❤️ some contributions from other authors here. Just follow these steps

  • Fork this repository
  • Open a new issue with details about your blog post
  • Send me a pull request with everything
  • 🤗 wait for my virtual hug

Get in touch - Let's become friends

Please feel free to contact me if you have any questions, ideas or even if you just want to say hi. I’m up for talking, exchange ideas, collaborations or consults. You can connect with me through any of the avenues listed below:

Found this project useful? Support by clicking the ⭐️ button on the upper right of this page. ✌️

References