Welcome to JL Caraveo Blog!
In this Blog you will be able to find from general topics that I like to topics related to Machine Learning and Deep Learning. Enjoy it!
Categorical Data
Numerical Data
Ordinal Data
Data types classification in statistic.
Understanding our data and categorizing it correctly is the first step to carry out a good analysis.
June 17, 2022
Bias and Variance
Underfitting and Overfitting
Bias and Variance, How to deal with them
How to lead with overfitting and underfitting, tasks of high importance during the evaluation of a model, learn how to identify it and solve it before deploy it to production.
May 06, 2022
Neural Network Configuration
Layers
Neurons
How a Neural Network is represented?
A description, as friendly as possible, of what a neural network is and what components it is made up of. Find out in this post.
April 02, 2022
Matplotlib
Data Visualization
Take advantage with powerful visualizations
Learn how to use the Matplotlib library and create visualizations for your reports. Learn with the example proposed in the article.
March 20, 2022
Maths Logistic Regression
Gradient Descent
Cost Function
Logistic Regression with Python
Logistic regression helps to predict a categorical variable. Understand the fundamentals behind this algorithm and apply it using Python code or the Scikit-Learn library.
February 28, 2022
Maths Linear Regression
Gradient Descent
Cost Function
Linear Regression with Python
Understand how to apply a linear regression algorithm from scratch. Also understands how to optimize it using the Scikit-Learn library.
February 25, 2022