AI We are writing an AI model that recognizes iris species FROM SCRATCH!

3,922 views

Robert Sikora

Published on Aug 6, 2024
About :

If you were wondering how to write real artificial intelligence models in practice, you will find the answer in this video! Through the eyes of a practitioner, I solve the problem of classification - a very popular and necessary problem, many cases of which are solved using the PyTorch library. It's only 30 minutes and the dose of knowledge is HUGE, so I encourage you to watch it from cover to cover! ;) ------------------------------------------------------------------------------------------------- INFORMATION ABOUT ME: ???? LinkedIn: / r-sikora ------------------------------------------------------------------------------------------------- Haven't heard of the perceptron or don't understand the complete basics of artificial intelligence? Watch: • How does artificial intelligence learn? Here I talk more about the basics and structure of a deep neural network: • AI Theory Structure and principle of operation... Still wondering what tools to use for preliminary data analysis? Take a look here: • Python How to analyze data in a simple... Haven't heard of the PyTorch library? I explain what it is in this video: • Practical AI What is PyTorch? The kit you need to write code in Python: Python environment download page: https://www.python.org/downloads IDE (VS Code editor) download page: https://code.visualstudio.com 00:00 Introduction 00:56 Creating a virtual environment 01:17 Briefly about what I'll be using 01:37 What problem will our model solve? 01:55 Step 1: Analyzing and loading input data 06:02 Step 2: Data standardization 10:08 Short summary on data standardization 10:27 Step 3: One-hot encoding 12:46 Step 4: Splitting data into training and validation data 14:37 Step 5: Converting training and validation data to tensors 15:20 Step 6: Loading data into DataLoader object 16:51 Step 7: Defining our model 20:47 Step 8: Training the model 25:26 Step 9: Validating the trained model 30:15 Step 10: Saving the trained model and reloading it 30:56 Summary #artificialintelligenceinbusiness #artificialintelligence #ai #artificialintelligence #programming #python #pytorch #robertsikora #machinelearning #deeplearning

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