Dr. James McCaffrey from Microsoft Research presents a complete end-to-end demonstration of linear regression with two-way ...

and walks through all the necessary steps to create SGD from scratch in Python. Gradient Descent is an essential part of many machine learning algorithms, including neural networks. To understand how ...

and walks through all the necessary steps to create SGD from scratch in Python. Gradient Descent is an essential part of many machine learning algorithms, including neural networks. To understand how ...

In order to obtain more stable solutions, a distributed approximate gradient descent optimization algorithm and conflict resolution mechanism are proposed, which enhances the convergence of our method ...

These problems are often large-scale with available gradient information but cannot be handled very well by the existing algorithms. To tackle this issue, this paper proposes a novel ...