Archives for optimisation techniques
The term optimisation is not only mathematically important but also closely linked to any business. Everyone aims to optimise the way things are executed, processed, or delivered. For a given problem, there is always going to be the best way among the many possible solutions or approaches, and this is usually referred to as an…
The post Understanding Metaheuristics Algorithm In 800 words appeared first on Analytics India Magazine.
A key balancing act in machine learning is choosing an appropriate level of model complexity: if the model is too complex, it will fit the data used to construct the model very well but generalise poorly to unseen data (overfitting). And if the complexity is too low, the model won’t capture all the information in […]
The post Top Hyperparameter Optimisation Tools appeared first on Analytics India Magazine.
With so many sectors making use of deep learning, the driving force — algorithms have to be efficient for the neural networks to learn faster and achieve better results. Optimisation techniques become the centrepiece of deep learning algorithms when one expects better and faster results from the neural networks, and the choice between these optimisation…
The post Essential Optimisation Algorithm Techniques for Deep Learning appeared first on Analytics India Magazine.
Inspired by human brains, Artificial Neural Networks (ANN) are now being utilised by enterprises across the globe to solve a number of complex computing tasks like speech recognition, computer vision, stock market prediction, among others. In this article, we list down 6 techniques which can be used to optimise deep neural networks. 1| Stochastic Gradient…
The post 6 Techniques From Leading AI Scientists To Optimise Deep Neural Networks appeared first on Analytics India Magazine.