Update mlpaths.md

Author: clizarraga-UAD7

docs/mlpaths.md

@@ -27,25 +27,23 @@ timeline
 #### Introduction to Data Science and Machine Learning
 
 ??? note "Content"
-
-- **Learning Objective**: Understand the fundamental concepts of data science and machine learning, and their real-world applications.
-
-- **Related Skills**:
-  	 	1. Defining and framing data science problems
- 		2. Identifying appropriate machine learning techniques for different tasks
- 		3. Distinguishing between supervised and unsupervised learning
-
-- **Subtopics**:
-      	 	1. Definition and scope of data science
- 		2. Overview of machine learning algorithms (regression, classification, clustering)
- 		3. Applications of data science in various industries (e.g., healthcare, finance, marketing)
- 		4. Ethical considerations in data science
- 		5. Hands-on introduction to machine learning using Python and scikit-learn
-
-- **References and Resources**:
- 	  - "An Introduction to Statistical Learning" by Gareth James et al.
- 	  - "Machine Learning for Absolute Beginners" by Oliver Theobald
- 	  - Kaggle Learn courses on data science and machine learning fundamentals
+    - **Learning Objective**: Understand the fundamental concepts of data science and machine learning, and their real-world applications.
+
+    - **Related Skills**:
+      1. Defining and framing data science problems
+      2. Identifying appropriate machine learning techniques for different tasks
+      3. Distinguishing between supervised and unsupervised learning
+    - **Subtopics**:
+      1. Definition and scope of data science
+      2. Overview of machine learning algorithms (regression, classification, clustering)
+      3. Applications of data science in various industries (e.g., healthcare, finance, marketing)
+      4. Ethical considerations in data science
+      5. Hands-on introduction to machine learning using Python and scikit-learn
+
+    - **References and Resources**:
+      - "An Introduction to Statistical Learning" by Gareth James et al.
+      - "Machine Learning for Absolute Beginners" by Oliver Theobald
+      - Kaggle Learn courses on data science and machine learning fundamentals
 
 
 ####  Python for Data Science