This virtual course on Introduction to Artificial Intelligence is designed for members of the Directorate of Science and Technology of the Peruvian Army (DICITECE). The course covers the fundamentals of AI, key concepts, and techniques such as machine learning, time series and neural networks.

Resources

Syllabus

Slides:

• Introduction to AI
• Regression Models
• Classification Models 1
• Classification Models 2
• Clustering 1
• Clustering 2
• Neural Networks
• Time Series

Lecture videos

1. Lecture 01 - Numpy
2. Lecture 02 - Pandas
3. Lecture 03 - Matplotlib
4. Lecture 04 - Data Science
5. Lecture 05 - Regression Models I
6. Lecture 06 - Regression Models II
7. Lecture 07 - Classification Models I
8. Lecture 08 - Classification Models II
9. Lecture 09 - Clustering I
10. Lecture 10 - Clustering II
11. Lecture 11 - Neural Networks I
12. Lecture 12 - Neural Networks II
13. Lecture 13 - Time Series

Notebooks

1. Python
2. Numpy
3. Pandas
4. Matplotlib
5. Scikit-Learn
6. Linear Regression
7. Classification
8. Clustering 1
9. Clustering 2
10. Neural Networks
11. Time Series