Calin Sandu

@mlnn
141 Followers
10 Following
477 Posts
www.ml-nn.eu
Follow my page for Machine Learning articles, projects, and other cool stuff.

Neural-Symbolic AI is an exciting field that merges two traditionally distinct approaches to artificial intelligence: neural networks and symbolic reasoning. This combination aims to[..]

#neural #network #machine #learning #ai

https://www.ml-nn.eu/a1/55.html

Neural-Symbolic AI

Machine Learning & Neural Networks Blog

The machine learning process is a series of interconnected steps that turn raw data into actionable insights[..]

#machine #learning #process #ai

https://www.ml-nn.eu/a1/27.html

Understanding the Machine Learning Process

Machine Learning & Neural Networks Blog

Effective hyperparameter tuning involves systematic exploration and optimization to find configurations that yield the best results for a given dataset and task[..]

#machine #learning #hyperparameter #ai

https://www.ml-nn.eu/a1/57.html

Hyperparameter Tuning: Best Practices

Machine Learning & Neural Networks Blog

A scenario where both training and validation accuracy are on an upward trajectory is indicative of a well-generalizing model. It suggests that[..]

#machine #learning #ai #training #validation

https://www.ml-nn.eu/a1/24.html

Understanding Scenarios in Training and Validation Curves

Machine Learning & Neural Networks Blog

This article provides a comprehensive examination of the evolution of neural network architectures, tracing their development from feedforward networks to the modern transformer models that are redefining the landscape of artificial intelligence[..]

#ai #neural #networks

https://www.ml-nn.eu/a1/76.html

Neural Network Architectures: From Feedforward to Transformers

Machine Learning & Neural Networks Blog

Random Decision Forests, often referred to as Random Forests, are a powerful ensemble learning method in machine learning. Random Decision Forests are based on[..]

#python #decision #forest #machine #learning

https://www.ml-nn.eu/a1/62.html

Random Decision Forests

Machine Learning & Neural Networks Blog

Below is a list of the top websites that provide datasets for machine learning projects:

#dataset #machine #learning

https://www.ml-nn.eu/a1/29.html

Open Datasets

Machine Learning & Neural Networks Blog

3x3 Confusion Matrix use case: Sentiment Analysis

A confusion matrix is a tabular representation that summarizes the performance of a classification model. It is built upon[..]

#python #confusion #matrix #machine #learning

https://www.ml-nn.eu/a1/16.html

3x3 Confusion Matrix use case: Sentiment Analysis

Machine Learning & Neural Networks Blog

Ensemble learning is a machine learning technique where multiple models are combined to improve performance. Instead of relying on a single model, ensemble methods leverage the diversity of several models to[..]

#machine #learning #ai #ensemble #python

https://www.ml-nn.eu/a1/37.html

Ensemble learning

Machine Learning & Neural Networks Blog

In the context of inference, Monte Carlo methods are particularly useful when analytical solutions are challenging or impossible to obtain. The basic idea involves simulating random samples from a probability distribution to estimate numerical results or make predictions[..]

#ai #ml #monte #carlo #python

https://www.ml-nn.eu/a1/14.html

The Monte Carlo inference

Machine Learning & Neural Networks Blog