How to log Keras loss output to a file
jacksparrow How to Log Keras Loss Output to a File Introduction During the training of a Keras model, it’s crucial to monitor the loss function’s behavior. Logging this output to a…
August 2024
How to approach a number guessing game (with a twist) algorithm?
How to Approach a Number Guessing Game (with a Twist) Algorithm? Game Overview The classic number guessing game has a simple premise: a computer generates a random number, and the…
Open Source Neural Network Library
Open Source Neural Network Libraries Open Source Neural Network Libraries The world of Artificial Intelligence (AI) is rapidly evolving, with neural networks playing a central role. These complex networks, inspired…
What is the difference between Keras model.evaluate() and model.predict()?
Keras model.evaluate() vs. model.predict() Keras model.evaluate() vs. model.predict() In the realm of deep learning, Keras, a powerful and user-friendly library, offers a comprehensive set of tools for training and evaluating…
Cross Entropy in PyTorch
Cross Entropy in PyTorch Cross Entropy in PyTorch Cross entropy is a fundamental loss function in machine learning, particularly in classification tasks. It measures the difference between two probability distributions,…
Training a Neural Network with Reinforcement learning
Training a Neural Network with Reinforcement Learning Training a Neural Network with Reinforcement Learning Reinforcement learning (RL) is a powerful technique for training agents to learn optimal behavior in complex…
F1 Score vs ROC AUC
F1 Score vs ROC AUC Introduction In the realm of machine learning, evaluating the performance of classification models is crucial. F1 Score and ROC AUC are two widely used metrics…
Machine learning in OCaml or Haskell?
Machine Learning in OCaml or Haskell? Introduction OCaml and Haskell are both functional programming languages known for their strong type systems and elegant syntax. While they excel in various domains,…
Load S3 Data into AWS SageMaker Notebook
Load S3 Data into AWS SageMaker Notebook Introduction This article outlines how to load data from Amazon S3 into an AWS SageMaker Notebook. SageMaker offers an environment optimized for machine…
In which cases is the cross-entropy preferred over the mean squared error?
When to Choose Cross-Entropy Over Mean Squared Error In machine learning, choosing the right loss function is crucial for training effective models. Two popular choices are Mean Squared Error (MSE)…