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Category: Machine Learning

Posts on machine learning-related topics like deep learning, neural networks, regression, etc.

Microstructure Classification using Neural Networks – Streamlit App

Machine Learning PythonFeb 9, 2022Feb 9, 2022 Manas Sharma

In this post, I demonstrate a Streamlit app that I have created that can be used to classify microstructures of different types. I…

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Handwritten digit recognition using CrysX-NN neural network trained on MNIST_Plus

Machine Learning PythonJan 18, 2022Jan 21, 2022 Manas Sharma

In the last post, I showcased an app based on a neural network, trained on the MNIST dataset using the CrysX-NN library. The…

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Handwritten digit recognition using CrysX – Neural Network library and Streamlit Web App

Machine Learning PythonJan 16, 2022Jan 21, 2022 Manas Sharma

Recently, I wrote a blog post on creating a Streamlit app for recognizing handwritten digits using a convolutional neural network model with the…

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Digit recognition App (Streamlit) trained on the MNIST_Plus dataset using PyTorch CNN model

Machine Learning PythonJan 16, 2022Jan 21, 2022 Manas Sharma

In my previous blog post, I shared with you a streamlit app that recognizes handwritten digits entered by the user through mouse/touch input.…

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Streamlit App for Digit recognition trained on the MNIST dataset using PyTorch

Machine Learning PythonJan 12, 2022Jan 21, 2022 Manas Sharma

Recently, I learned how to program deep and convolutional neural networks using various frameworks like PyTorch and TensorFlow-Keras. Here is an application of…

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Mean Squared Error loss function and its gradient (derivative) for a batch of inputs [Python Code]

Machine Learning PythonDec 30, 2021Dec 31, 2021 Manas Sharma

In this post, I show you how to implement the Mean Squared Error (MSE) Loss/Cost function as well as its derivative for Neural…

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Efficient implementation of Tanh activation function and its Derivative (gradient) in Python

Machine Learning PythonDec 30, 2021Dec 30, 2021 Manas Sharma

The mathematical definition of the Tanh activation function is and its derivative is defined as The Tanh function and its derivative for a…

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Efficient implementation of Softplus activation function and its Derivative (gradient) in Python

Machine Learning PythonDec 30, 2021Dec 30, 2021 Manas Sharma

The mathematical definition of the Softplus activation function is with the derivative defined as , which is actually the Sigmoid function. We have…

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Efficient implementation of Softmax activation function and its Derivative (jacobian) in Python

Machine Learning PythonDec 27, 2021Jan 17, 2022 Manas Sharma

The mathematical definition of the Softmax activation function is with the derivative defined as The Softmax function and its derivative for a batch…

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softmax activation function machine learning neural network gradient implementation python

Efficient implementation of Sigmoid activation function and its Derivative (gradient) in Python

Machine Learning PythonDec 27, 2021Dec 29, 2021 Manas Sharma

The mathematical definition of the Sigmoid activation function is and its derivative is The Sigmoid function and its derivative for a batch of…

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sigmoid activation function machine learning neural networks

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  • Microstructure Classification using Neural Networks – Streamlit App
    Feb 9, 2022
  • Handwritten digit recognition using CrysX-NN neural network trained on MNIST_Plus
    Jan 18, 2022
  • Handwritten digit recognition using CrysX – Neural Network library and Streamlit Web App
    Jan 16, 2022
  • Digit recognition App (Streamlit) trained on the MNIST_Plus dataset using PyTorch CNN model
    Jan 16, 2022
  • Streamlit App for Digit recognition trained on the MNIST dataset using PyTorch
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