Networks

Kolmogorov-Arnold Networks: The Latest Frontier in Efficient and Interpretable Neural Networks

Neural networks have been on the forefront of AI advancements, enabling the whole lot from natural language processing and computer vision to strategic gameplay, healthcare, coding, art and even self-driving cars. Nevertheless, as these...

Visualizing Road Networks

Learn how to use Python and OSMnx to create beautiful visuals of world cities’ road networks.Road networks are beautiful bird-eye view representations of cities. Nevertheless, their importance reaches far beyond eye candies used as...

Implementing Neural Networks in TensorFlow (and PyTorch)

Step-by-step code guide on constructing a Neural NetworkWelcome to the sensible implementation guide of our Deep Learning Illustrated series. On this series, we’ll bridge the gap between theory and application, bringing to life the...

Structure and Relationships: Graph Neural Networks and a Pytorch Implementation

Let’s implement a regression example where the aim is to coach a network to predict the worth of a node given the worth of all other nodes i.e. each node has a single feature...

Deep neural networks show promise as models of human hearing

Computational models that mimic the structure and performance of the human auditory...

Optimisation Algorithms: Neural Networks 101

How you can improve training beyond the “vanilla” gradient descent algorithmIn my last post, we discussed how you possibly can improve the performance of neural networks through hyperparameter tuning:This can be a process whereby...

Hyperparameter Tuning: Neural Networks 101

How you possibly can improve the “learning” and “training” of neural networks through tuning hyperparametersEach hidden-layer neuron carries out the next computation:

Well Log Measurement Prediction Using Neural Networks with Keras

An example of predicting bulk density (RHOB) with Keras and illustrating impacts of normalisation on prediction results11 min read·16 hours agoLarge amounts of information are acquired each day from wells around the globe. Nevertheless,...

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