Build a Deep Learning Project From Scratch | Hands-on Tutorial

πŸ™‹β€β™‚οΈ We’re launching an exclusive part-time career-oriented certification program called the Zero to Data Science Bootcamp with a limited batch of participants. Learn more and enroll here:

πŸ”— Resources used
β€’ Notebook created in the workshop:
β€’ Guidelines and datasets for deep learning projects:

πŸ’» In this live hands-on workshop, we’ll build a deep learning project from scratch in 2.5 – 3 hours. You can follow along to build your own project. Take our Free Certification Course β€œDeep Learning with PyTorch: Zero to GANs” to learn the required skills:

Here’s an outline of the workshop:
πŸ“„ Find an interesting unstructured dataset online (images, text, audio, etc.)
❓ Identify the type of problem: regression, classification, generative modeling, etc.
πŸ€” Identify the type of neural network you need: fully connected, convolutional, recurrent, etc.
πŸ›  Prepare the dataset for training (set up batches, apply augmentations & transforms)
πŸ”ƒ Define a network architecture and set up a training loop
⚑ Train the model and evaluate its performance using a validation/test set
πŸ§ͺ Experiment with different network architectures, hyperparameters & regularization techniques
πŸ“° Document and publish your work in a Jupyter notebook or blog post

πŸ“’ Datasets from the workshop:
Chest X-Ray Images (Pneumonia) –
Fruits 360 –
Flowers Recognition –
Malaria Cell Images Dataset –
Intel Image Classification –
Best Artworks of All Time –
CelebFaces Attributes (CelebA) Dataset –

Open Datasets –

βš™ Check out these projects for inspiration:
β€’ Blindness Detection using Image Classification:
β€’ Generating New Artworks using GANs:
β€’ Bounding Box Prediction using PyTorch:
β€’ Classifying Environment Audio Recordings:

πŸ‘¨β€πŸ« This workshop is taught by Aakash N S who is the co-founder and CEO of Jovian – a community learning platform for data science & ML. Previously, Aakash has worked as a software engineer (APIs & Data Platforms) at Twitter in Ireland & San Francisco and graduated from the Indian Institute of Technology, Bombay. He’s also an avid blogger, open-source contributor, and online educator.

#DeepLearning #Project #PyTorch #Walkthrough #DataScience
#CNN #ImageClassification #GANs #MachineLearning

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