Image Classification using CNNs Deep Learning with PyTorch 46
>> YOUR LINK HERE: ___ http://youtube.com/watch?v=EHuACSjijbI
💻 For real-time updates on events, connections resources, join our community on WhatsApp: https://jvn.io/wTBMmV0 • Looking to get started with Image Classification and CNNs? Here's a 2 hour, beginner-friendly tutorial on introduction to convolutions, kernels and features maps, working with images from the CIFAR10 dataset and much more. This lecture is part 4/6 of the Deep Learning with PyTorch Free Certification course. To learn more visit https://jovian.ai/learn/deep-learning... • Time Breaks: • 00:00 Introduction • 3:51 Exploring the CIFAR10 Dataset • 22:14 Training and Validation Datasets • 36:54 Defining the CNN Model • 1:21:46 Training the Model • 1:42:10 Testing with Individual Images • 1:45:40 Saving and Loading the Mode • 1:47:37 Quick Recap and Further Reading/Exercises • 1:51:15 Course Project - Train a Deep Learning Model from Scratch • 1:55:50 Course Overview • 1:56:34 What to do next? • Code and Resources: • 🔗 Image Classification using CNNs: https://jovian.ai/aakashns/05-cifar10... • 🔗 Classifying images of everyday objects using a neural network: https://jovian.ai/aakashns/03-cifar10... • 🔗 Discussion forum: https://jovian.ai/forum/t/lecture-4-i... • Topics covered in this video: • ⌨️ Working with the 3-channel RGB images from the CIFAR10 dataset • ⌨️ Introduction to Convolutions, kernels features maps • ⌨️ Underfitting, overfitting, and techniques to improve model performance • Deep Learning with PyTorch: Zero to GANs is a beginner-friendly online course offering a practical and coding-focused introduction to deep learning using the PyTorch framework. • You can learn more and register for a Free Certificate of Accomplishment at http://zerotogans.com. • This course is taught by Aakash N S, co-founder CEO of Jovian - a platform for sharing, showcasing and collaborating on data science projects online. • -- • Learn Data Science the right way at https://www.jovian.ai • Interact with a global community of like-minded learners https://jovian.ai/forum/ • Get the latest news and updates on Machine Learning at / jovianml • Connect with us professionally on / jovianml • Subscribe for new videos on Artificial Intelligence / jovianml • #CNN #PyTorch #DeepLearning #DataScience #MachineLearning #ImageClassification #GradientDescent #Certification #Course
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