Build Image Recognition Model In Python in 20 min

Dive into the world of Deep Learning and master image recognition using Convolutional Neural Networks (CNNs) in Python! This comprehensive tutorial takes you from the basics to building and testing your own powerful image recognition model. No prior deep learning experience required! This tutorial covers: The fundamentals of Deep Learning Setting up your Python environment for CNN development Data preparation and augmentation techniques Building and training a CNN model Evaluating model performance Making predictions with your trained model Saving your model for future use ---------------------- Dataset available here -https://www.kaggle.com/datasets/mdwaquarazam/agricultural-crops-image-classification ---------------------- 💌 Join my newsletter and get access to various freebies (Books and checklists, CV template, Portfolio Projects) - https://stan.store/KarinaDataScientist 🧠 AI to help you analyse your data - https://powerdrill.ai/?via=karina-samsonova ---------------------- Timestamps: ---------------------- 00:00 Intro 00:30 What is Deep Learning 02:19 Install libraries 02:48 Import libraries 04:19 Read the files 05:58 Define parameters 07:36 Data augmentation 08:27 Split the data into training, testing, validation 09:28 Print any of the images 10:02 Load the model ResNet50 11:18 Freeze convolutional base 11:45 Build model 13:15 Compile model 14:51 Fitting the model 17:51 End of model training 18:08 Model evaluation 19:12 Function to make predictions 20:35 Making Predictions 21:05 Saving the model 21:17 Next steps with the model 🎥 Other videos you might be interested in ---------------------- https://youtu.be/g-h4Faao77M ---------------------- About me ---------------------- Hi, my name is Karina and I'm a finance person turned data person. My mission is to transform intimidating tech into accessible tools. I aim to empower 1 million people to harness the power of AI, Python, SQL, and Excel to work smarter, not harder. Contact ---------------------- Youtube: youtube comments are by far the best way to get a response from me! ---------------------- Social Media: ---------------------- TikTok: https://www.tiktok.com/@karinadatascientist Instagram: https://www.instagram.com/karinadatascientist/ Linkedin: https://www.linkedin.com/in/karina-samsonova/ #pythonprogramming #imagerecognition #ml