diff --git a/README.es.md b/README.es.md
index f648d152..f92774b1 100644
--- a/README.es.md
+++ b/README.es.md
@@ -2,9 +2,9 @@
 # Optimización de algoritmos en Python - Guía paso a paso
 <!--endhide-->
 
-- Optimize Python code.
+- Optimiza código Python.
 
-## 🌱  Cómo iniciar este proyecto
+## 🌱 Cómo iniciar este proyecto
 
 Sigue las siguientes instrucciones:
 
@@ -20,4 +20,4 @@ Una vez que hayas terminado de resolver los ejercicios, asegúrate de confirmar
 
 Una vez comiences a trabajar en el proyecto, verás un fichero `./notebook/problems.ipynb` que contiene una serie de ejercicios. Completa cada uno de ellos, uno por uno.
 
-> NOTA: Solución: https://github.com/4GeeksAcademy/algorithm-optimization-project-machine-learning/blob/main/notebook/solutions.ipynb
\ No newline at end of file
+> Nota: También incorporamos muestras de solución en `./notebook/solutions.ipynb` que te sugerimos honestamente que solo uses si estás atascado por más de 30 minutos o si ya has terminado y quieres compararlo con tu enfoque.
diff --git a/README.md b/README.md
index d39c5938..51bcd061 100644
--- a/README.md
+++ b/README.md
@@ -2,9 +2,9 @@
 # Algorithm optimization in Python - Step by step guide
 <!--endhide-->
 
-- Complete the problems using calculus, algebra and Python.
+- Optimize Python code.
 
-## 🌱  How to start this project.
+## 🌱 How to start this project
 
 Follow the instructions below:
 
@@ -20,4 +20,4 @@ Once you have finished solving the exercises, be sure to commit your changes, pu
 
 Once you start working on the project, you will see a `./notebook/problems.ipynb` file containing a list of exercises. Complete each of them, one by one.
 
-> NOTA: Solution: https://github.com/4GeeksAcademy/algorithm-optimization-project-machine-learning/blob/main/notebook/solutions.ipynb
\ No newline at end of file
+> Note: We also incorporated a `./notebook/solutions.ipynb` file that we strongly suggest you only use if you are stuck for more than 30 min or if you have already finished and want to compare it with your approach.
diff --git a/learn.json b/learn.json
index e99c037e..fd31b6db 100644
--- a/learn.json
+++ b/learn.json
@@ -1,8 +1,8 @@
 {
-	"title" : "algorithm-optimization-project-machine-learning",
-	"slug" : "Algorithm Optimization Project for Machine Learning",
+	"title" : "Algorithm Optimization Project for Machine Learning",
+	"slug" : "algorithm-optimization-project-machine-learning",
 	"preview": "https://github.com/4GeeksAcademy/algorithm-optimization-project-machine-learning/blob/main/preview.jpeg?raw=true",
-	"solution": "https://github.com/4GeeksAcademy/algorithm-optimization-project-machine-learning/tree/main/notebook",
+	"solution": "https://github.com/4GeeksAcademy/algorithm-optimization-project-machine-learning/tree/main/notebook/solutions.ipynb",
 	"status": "published",
 	"translations": ["us"],
 	"technologies": ["big-o", "python", "algorithms"],
@@ -10,5 +10,5 @@
 	"syntax": "python",
 	"duration" : 2,
     "projectType": "project",
-	"description" : "Learn the basics on how to optimize or better build algorithms in python for Machine Learning"
+	"description" : "Learn the basics on how to optimize or better build algorithms in Python for Machine Learning"
 }