Create and Visualize your first Perceptron (P) and Feed Forward (FF) Network in Python

[For Absolute Beginners] If you are new to neural networks and always wanted to create your first Perceptron (P) or Feed Forward (FF) or Convolutional neural network (CNN) but could not get yourself started, this tutorial is exactly for you.

This tutorial is exactly created for absolute beginners who want to create their very first neural network without consideration of math, or stats, or any machine learning knowledge.

In this tutorial, we will be using both Keras and TensorFlow as the foundation for our deep learning framework and utilize the power of Keras and TensorFlow to write the neural network from scratch by defining the input, output and the layers in-between.

We combine the power of network visualization and coding to make you understand deep learning fundamentals easily and effectively.

The content timeline is as below:

• (00:00) Tutorial Starts
• (00:49) Content Intro
• (01:35) Today's content
• (03:21) Previous Tutorials
• (05:03) Getting Started
• (06:24) 3 ways for neural network
• (13:55) Creating Perceptron
• (20:00) Creating Feed Forward Network
• (30:30) Creating Smallest CNN
• (38:32) Using Pre-trained CNN
• (41:25) Tutorial Source Code
• (41:51) Recap

Jupyter notebook Source code: https://github.com/prodramp/python-projects/tree/main/deeplearning/common-neural-networks

Please visit:

Prodramp LLC | https://prodramp.com | @prodramp https://www.linkedin.com/company/prodramp

Content Creator: Avkash Chauhan (@avkashchauhan) https://www.linkedin.com/in/avkashchauhan

Tags: #ai #aicloud #h2oai #driverlessai #machinelearning #cloud #mlops #model #collaboration #deeplearning #modelserving #modeldeployment #keras #tensorflow #pytorch #datarobot #datahub #aiplatform #aicloud #modelperformance #modelfit #modeleffect #modelimpact #modelbias #modeldeployment #modelregistery #modelpipeline #neptuneai #pythondsp #pythonaudio #streamlit #pythonapps #deepchecks #modeltesting #codeartifact #dataartifact #modelartifact #onnx #aws #supervisor #supervisord #kaggle #kepler.gl #mapbox mapboxgl #wildfireml #lightgbm #xgboost #classification #regression #react #chakraui #datavisualization #dataengineering #frontenddevelopment #wildfire #modin #pandas #keras #tensorflow #tensorboard ... https://www.youtube.com/watch?v=oBsCDawNV1o