Chapter-4 Deep Learning for Coders with FastAI & Pytorch

Keypoints Lets recognize the Hand Written Digits via MNIST database. A image is an array of numbers / pixels under the hood. We need this because a computer only understand numbers. So, we try to convert all images into numbers and hold them in a data structure like Numpy Array or PyTorch tensor which will make the computations easier. Each Image is two dimensional in nature since they are grey scaled....

June 30, 2021 · 12 min · Ravi Chandra Veeramachaneni

Chapter-2 Deep Learning for Coders with FastAI & Pytorch

Keypoints For deploying models into production we need data, obviously a trained model, API’s around Model allowing it to be accessed by the users, nice UI/UX experience if the model will be served directly as a service from the browser, good infrastructure, best coding practices etc. There are 4 main categories in a deep learning project before production. Data Preparation Labelling data Model Training Production The better way would be to allocate same time for each task....

June 23, 2021 · 2 min · Ravi Chandra Veeramachaneni

Chapter-1 Deep Learning for Coders with FastAI & Pytorch

Keypoints Deep Learning(DL) is for everyone and it can be learned without starting with math. DL is good at lot of tasks such as Natural Language Processing, Computer Vision etc. It’s an technique to extract and transform data and it uses multiple layers of neural networks. Each of these layers take input from previous layers and refines them further. Over the time, the layers improve accuracy & minimize error. And the network learns to perform a specific task....

June 9, 2021 · 7 min · Ravi Chandra Veeramachaneni