Sanjay DuttaWhat is Data Bias in Machine Learning?When we talk about bias in the context of machine learning and data preprocessing, we refer to the potential for certain patterns or…4d ago4d ago
Sanjay DuttaWhat is Shuffling the Data? A Guide for StudentsWhen working with datasets in machine learning, one crucial preprocessing step is shuffling the data. Shuffling is the process of randomly…4d ago4d ago
Sanjay DuttaUnderstanding Chaining Transformations in Data Preprocessing: A Guide for StudentsWhen working with data, especially in machine learning, it’s crucial to preprocess the data to ensure it is in the right format and…4d ago4d ago
Sanjay DuttaUnderstanding Batch Normalization:Training deep neural networks can be challenging due to issues like internal covariate shift, where the distribution of inputs to each…5d ago5d ago
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