Sanjay DuttaUnderstanding Glorot and He Initialization: A Guide for StudentsWhen training deep neural networks, the initialization of the weights can significantly affect how well and how quickly the model learns…Jun 9Jun 9
Sanjay DuttaUnderstanding Vanishing and Exploding GradientsWhen you’re diving into the world of neural networks, you’ll often hear about the vanishing and exploding gradients problems. These issues…Jun 7Jun 7
Sanjay DuttaMastering Hyperparameters: Learning Rate, Batch Size, and MoreWhen designing and training neural networks, tuning hyperparameters is crucial for achieving optimal performance. Beyond the number of…Jun 5Jun 5
Sanjay DuttaNumber of Neurons per Hidden Layer in Neural Networks: A GuideWhen designing neural networks, one of the critical decisions you’ll face is determining the number of neurons in each hidden layer. While…Jun 5Jun 5
Sanjay DuttaUnderstanding the Number of Hidden Layers in Neural Networks: A Comprehensive GuideDesigning neural networks involves making several critical decisions, and one of the most important is determining the number of hidden…Jun 5Jun 5
Sanjay DuttaCallbacks in Keras: Enhancing Your Model Training WorkflowIn the journey of training neural networks, efficient management of the training process is crucial. One of the most powerful tools in…Jun 5Jun 5
Sanjay DuttaBuilding Dynamic Models Using the Subclassing APIWhen building neural networks, there are times when the declarative nature of the Sequential and Functional APIs might not provide the…Jun 3Jun 3
Sanjay DuttaBuilding Complex Models Using the Functional API: A Step-by-Step GuideIn the realm of machine learning, tackling complex tasks often requires sophisticated neural network architectures. One such architecture…Jun 3Jun 3
Sanjay DuttaBuilding a Regression MLP Using the Sequential API: A Detailed GuideMachine learning tasks can generally be divided into classification and regression problems. While classification involves predicting…Jun 3Jun 3
Sanjay DuttaUnderstanding Classification MLPs: An In-Depth ExplorationIntroduction to MLPs in ClassificationJun 2Jun 2
