14 Sep Machine Learning Overview Deep Neural Networks vs Dense Network – Day 50 January 20, 2025 By ingoampt body { font-family: Arial, sans-serif; line-height: 1.6; margin: 20px; } h1, h2 { ... Continue reading
14 Sep Machine Learning Overview Learn Max-Norm Regularization to avoid overfitting : Theory and Importance in Deep Learning and proof – Day 49 January 20, 2025 By ingoampt Max-Norm Regularization: Theory and Importance in Deep Learning Introduction Max-norm regularization is a weight constraint technique u... Continue reading
13 Sep Machine Learning Overview DropOut and Monte Carlo Dropout (MC Dropout)- Day 48 January 20, 2025 By ingoampt Understanding Dropout in Neural Networks MathJax = { tex: { ... Continue reading
12 Sep Machine Learning Overview Understanding Regularization in Deep Learning – Day 47 January 20, 2025 By ingoampt Understanding Regularization in Deep Learning – A Mathematical and Practical Approach Introduction One of the most compelling challenge... Continue reading
11 Sep Machine Learning Overview Comparing TensorFlow (Keras), PyTorch, & MLX – Day 46 January 19, 2025 By ingoampt Comparing Deep Learning on TensorFlow (Keras), PyTorch, and Apple's MLXDeep learning frameworks such as TensorFlow (Keras), PyTorch, a... Continue reading
10 Sep Machine Learning Overview Learning Rate – 1-Cycle Scheduling, exponential decay and Cyclic Exponential Decay (CED) – Part 4 – Day 45 January 19, 2025 By ingoampt Advanced Learning Rate Scheduling Methods for Machine Learning: Learning rate scheduling is critical in optimizing machine learning mod... Continue reading
10 Sep Machine Learning Overview Exploring Gradient Clipping & Weight Initialization in Deep Learning – Day 44 January 19, 2025 By ingoampt body { font-family: Arial, sans-serif; line-height: 1.6; margin: 20px; } h1, h2, h3... Continue reading
08 Sep Machine Learning Overview Theory Behind 1Cycle Learning Rate Scheduling & Learning Rate Schedules – Day 43 January 19, 2025 By ingoampt body { font-family: Arial, sans-serif; line-height: 1.8; margin: 20px; background-color... Continue reading
08 Sep Machine Learning Overview The Power of Learning Rates in Deep Learning and Why Schedules Matter – Day 42 January 19, 2025 By ingoampt body {<br /> font-family: Arial, sans-serif;<br /> line-height: 1.6;<br /&... Continue reading
06 Sep Machine Learning Overview Deep Learning Optimizers: NAdam, AdaMax, AdamW, and NAG Comparison – Day 41 January 18, 2025 By ingoampt Deep Learning Optimizers: NAdam, AdaMax, AdamW, and NAG body { font-family: Arial, sans-serif; line-height: 1.6; ... Continue reading