Neural networks are types of machine learning algorithms that are everywhere in our daily lives! We hear a lot about them in the news today, but how do they work? This episode introduces some neural network basics, and uses this information to build an autoencoder, a type of neural network that automatically learns how to compress and decompress images, and can even be used to generate new images that did not exist before!
The autoencoder shown in this video is implemented in Python on the Jetson Nano, a small single board computer with an integrated GPU made by NVIDIA! Built for embedded applications, this little board is a machine learning powerhouse and makes it easy to integrate neural networks into your own DIY maker projects!
Ready to continue learning about neural networks or get started on implmenting your own? Check out the links below for more details!
More info about the NVIDIA Jetson Nano: https://developer.nvidia.com/embedded/jetson-nano-developer-kit
NVIDIA Developer Installation Instructions: https://docs.nvidia.com/deeplearning/frameworks/install-tf-jetson-platform/index.html
Autoencoder Jupyter Notebook: https://github.com/SuperMakeSomething/neural-network-autoencoder
Interested in setting up your own Jetson Nano? You can pick up all of the hardware used in this video from Amazon using the following affiliate links:
NVIDIA Jetson Nano Developer Kit: https://amzn.to/2GXZrmP
5V 4A Power Supply: https://amzn.to/31AJRW5
Noctua 40x20mm 5V PWM Fan: https://amzn.to/32waJrf
Belkin N300 Pocket USB WiFi Adapter: https://amzn.to/2GX9M2o
Logitech K400 Wireless Keyboard and Mouse Combo: https://amzn.to/31tw8jJ
Samsung EVO Select 32GB SD Card with Reader: https://amzn.to/2YY4IRo
Other components:
Raspberry Pi Camera Module V2-8 Megapixel, 1080p: https://amzn.to/31vyC0U
AGPTEK HD 1080p Video Capture HDMI Recorder: https://amzn.to/2GVWSBp
Fosmon 3-Port HDMI Switch: https://amzn.to/31nXZBU
HDMI Cable: https://amzn.to/2HcRIS3
SanDisk Ultra 32GB USB Flash Drive: https://amzn.to/2YXXk8q
(Note: All Amazon links are affiliate links. As an Amazon Associate I earn from qualifying purchases.)
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Video Sources:
"DRAWING from PREDICTIVE TEXT PROMPTS!" (Draw with Jazza): https://youtu.be/ZoHr5IEdsME
"Alexa Enabled Light Switch (DIY Home Automation, NodeMCU, ESP8266, IoT, Arduino, 3D Printing)" (Super Make Something): https://youtu.be/SCEoIMU8xQ8
"But what is a Neural Network? | Deep learning, chapter 1" (3Blue1Brown): https://youtu.be/aircAruvnKk
"This weather forecasting model is actually accurate | Lloyd Treinish | TED Institute" (TED Institute): https://youtu.be/aGrKIjreEMY
"Tesla Model X | Full Self Driving inc. Tesla Vision Feed" (Teslafinity - Sustainable Progress): https://youtu.be/9ydhDQaLAqM
"You Won't Believe What Obama Says In This Video! ;-)" (BuzzFeedVideo): https://youtu.be/cQ54GDm1eL0
"Getting Started with JetBot" (NVIDIA): https://youtu.be/byGZt5ZYup0
"Get Started with NVIDIA Jetson Nano Developer Kit" (NVIDIA Developer): https://youtu.be/Uvu6NNOvhg4
"$99 Jetson Nano - Intro, Setup and Demo" (JetsonHacks): https://youtu.be/km0yT99eVTY
"DeepStream on Jetson Nano" (NVIDIA Developer): https://youtu.be/Y43W04sMK7I
Outro Music:
"Clear Mind" (Play on Loop): https://www.playonloop.com/
#JetsonNano #NeuralNetworks #MachineLearning