XGBoost for Business: Machine Learning Course in Python & R

XGBoost is a state-of-the-art Machine Learning algorithm. It is well known for being faster to compute and its results more accurate than other well-known techniques like Neural Networks or Random Forest. XGBoost is also one of the most preferred algorithms in Data Science competitions around the world. Fortunately, it is a very accessible algorithm to grasp and implement.
The course focus is on the application of XGBoost in the business world. We will solve a Direct Marketing case study and conclude that we can
increase our sales efficiency by 50% while having minimal impact on revenue
.
WHY XGBOOST FOR BUSINESS IN Python?
The learning process is divided into 2
. The first part is the
Intuition tutorial
. The aim is for you to understand why the method makes sense. As well, we will go through all underlying concepts you need to know to implement XGBoost. The second part is the
Practice tutorials
, where we will
code in Python and R, and solve together a Direct Marketing problem
.
1| BUSINESS EXAMPLE TO FOSTER INTUITION
We will start the intuition tutorial by explaining the Case Study and the problem statement. One of the benefits of giving actual business problems as examples is that you will find similar or even equal issues in your current company. In turn, this enables you to apply what you have learned immediately.
By the end of the intuition tutorial,
you will be able to easily explain XGBoost to your colleagues, manager, and stakeholders
.
2| HANDS-ON CODING IN PYTHON AND R
We will code together. We will start from scratch, building the code line by line. As also an online coding student, I feel this has been
the easiest way to learn
.
On top, we write the code so you can download it and
use it in your work and projects
. Additionally, I will explain what you have to change to use in your dataset and solve the problem you have at hand.
XGBoost for Business in Python and R is a course that naturally extends into your career.
***SUMMARY
The course is an end-to-end application of XGBoost with a simple intuition tutorial, hands-on coding, and, most importantly, is actionable in your career
.
Feel free to reach out in case you have any questions, and I hope to see you inside!
Diogo
Who this course is for:
Data scientists looking to improve their machine learning skills and understanding of XGBoost.
Business professionals who want to learn how to apply XGBoost to solve business problems and make data-driven decisions.
Computer science students interested in learning about the latest machine learning techniques and how to implement them.
Entrepreneurs looking to leverage the power of machine learning to improve their businesses.
Data analysts who want to expand their toolkit and learn how to use XGBoost to better understand and analyze data.