June 2021
Day 45 – Code Example: Predict Digit 1 Using Stochastic Gradient Descent (SGD) in MNIST Dataset
In my previous blogs, we had gone through “MNIST Largest Handwritten Digits Database". In addition, there are prebuilt python libraries available from Tensorflow, Pytorch, MNIST, etc. In this blog, let's walk through the following steps: Use ...
Day 44 – Code Example: Import EMNIST Dataset and Print Handwritten Letters
In one of our blogs, we had gone through "What is EMNIST dataset and data summary?". There are prebuilt python libraries available from Tensorflow, Pytorch, Extended MNIST, etc. In this blog, I am going to show ...
May 2021
Day 43 – Sequence-to-Sequence, Sequence-to-Vector, and Vector-to-Sequence
In Recurrent Neural Networks, the sequence of inputs and gives a sequence of outputs, so-called Sequence-to-Sequence. For example, feed onion prices in the last 30 days and output the price tomorrow. The Sequence-to-Sequence is very useful ...
Day 42 – Forecasting a Time Series and Recurrent Neural Network(RNNs)
One of the most challenging parts is Forecasting a Time Series. If you agree or not, it is pretty hard to predict time-based. If you are working on a project and your task to predict delivery ...
Day 41 – Pre-trained Models for Transfer Learning
Most of the time, we will not have enough training data for our projects. The project half of the time spent only on collecting data. It is a considerable task and effort for us. Tensorflow, Keras, ...
Day 40 – EMNIST Dataset Handwritten Character Digits
Image Source: Tensorflow EMNIST dataset is handwritten characters and digits converted 28x28 pixel image format like MNIST dataset. EMNIST dataset is widely used in Convolutional Neural Networks and computer vision. The EMNIST dataset is a subset ...