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…4 min read·Jun 9, 2024----
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…6 min read·Jun 7, 2024----
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…4 min read·Jun 5, 2024----
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…3 min read·Jun 5, 2024----
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…4 min read·Jun 5, 2024----
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…4 min read·Jun 5, 2024----
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…4 min read·Jun 3, 2024----
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…5 min read·Jun 3, 2024----
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…4 min read·Jun 3, 2024----
Sanjay DuttaUnderstanding Classification MLPs: An In-Depth ExplorationIntroduction to MLPs in Classification6 min read·Jun 2, 2024----