Pytorch Complete Tutorial | Cassava Leaf Disease Detection | Python

⭐️ Content Description ⭐️ In this video, I have explained on how to build a image classification project using pytorch. For this tutorial, the cassava leaf disease detection dataset is used. It is one of the famous kaggle competition on image classification. The video covers data loading, preprocessing, exploratory data analysis, dataset, dataloaders, model creation, training steps with pytorch. GitHub Code Repo: http://bit.ly/dlcoderepo Dataset link: https://www.kaggle.com/c/cassava-leaf-disease-classification/data 🔔 Subscribe: http://bit.ly/hackersrealm 🗓️ 1:1 Consultation with Me: https://calendly.com/hackersrealm/consult 📷 Instagram: https://www.instagram.com/aswintechguy 🔣 Linkedin: https://www.linkedin.com/in/aswintechguy 🎯 GitHub: https://github.com/aswintechguy 🎬 Share: https://youtu.be/R7fKjr4gtSc ⚡️ Data Structures & Algorithms tutorial playlist: http://bit.ly/dsatutorial 😎 Hackerrank problem solving solutions playlist: http://bit.ly/hackerrankplaylist 🤖 ML projects tutorial playlist: http://bit.ly/mlprojectsplaylist 🐍 Python tutorial playlist: http://bit.ly/python3playlist 💻 Machine learning concepts playlist: http://bit.ly/mlconcepts ✍🏼 NLP concepts playlist: http://bit.ly/nlpconcepts 🕸️ Web scraping tutorial playlist: http://bit.ly/webscrapingplaylist Make a small donation to support the channel 🙏🙏🙏:- 🆙 UPI ID: hackersrealm@apl 💲 PayPal: https://paypal.me/hackersrealm 🕒 Timeline 00:00 Introduction to Cassava Leaf Disease Detection 02:51 Import modules 08:07 Load the Cassava Dataset 13:24 Exploratory Data Analysis 29:26 Configuration for the pipeline 32:31 Augmentation in Pytorch 38:04 Custom Dataset Class for Pytorch 46:14 Dataloaders in Pytorch 55:35 Model Creation in Pytorch 01:08:56 Steps for Training and Validation in Pytorch 01:35:36 Freeze and Unfreeze layers of the Model 01:40:15 Testing Model Prediction in Pytorch #pytorch #cassavadetection #hackersrealm #deeplearning #imageclassification #datascience #model #project #artificialintelligence #beginner #analysis #python #tutorial #aswin #ai #dataanalytics #data #bigdata #programming #datascientist #technology #coding #datavisualization #computerscience #pythonprogramming #analytics #tech #dataanalysis #iot #programmer #statistics #developer #ml #business #innovation #coder #dataanalyst