Binary Classification Model for Customer Transaction Prediction Using Python (Gradient Boosting with SMOTE)

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The purpose of this project is to construct a prediction model using various machine learning algorithms and to document the end-to-end steps using a template. The Santander Bank Customer Transaction Prediction competition is a binary classification situation where […]

時間和金錢

(從我的一個喜歡與尊敬的作家,賽斯 高汀) “我負擔不起。” “我沒有時間。” 幾乎總是意味著,“這不是我的優先事項。” 當我們關心某件事的時侯,我們所能做的之多往往會是另人吃驚。選擇關心的一種方法就是明確的分辨出您的優先事項,這意味著要用您自己的語言來分清楚。 所以我們可以對自己說,“我也許想做這件事,但它不是優先。” 顯著的工作通常是由具有非典型優先想法的人來完成。

Binary Classification Model for Customer Transaction Prediction Using Python (Balanced Bagging)

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The purpose of this project is to construct a prediction model using various machine learning algorithms and to document the end-to-end steps using a template. The Santander Bank Customer Transaction Prediction competition is a binary classification situation where […]

Drucker on Principles of Innovation, Part 2

In his book, The Essential Drucker: The Best of Sixty Years of Peter Drucker’s Essential Writings on Management, Peter Drucker analyzed the ways that management practices and principles affect the performance of organizations, individuals, and society. The book covers the basic principles of management and gives professionals the tools to perform the tasks that the […]

Binary Classification Model for Customer Transaction Prediction Using Python (Balanced Boosting)

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The purpose of this project is to construct a prediction model using various machine learning algorithms and to document the end-to-end steps using a template. The Santander Bank Customer Transaction Prediction competition is a binary classification situation where […]

False Merit, Appearing Real

In his podcast, Akimbo, Seth Godin teaches us how to adopt a posture of possibility, change the culture, and choose to make a difference. Here are my takeaways from the episode. Our understanding of science and engineering gives us highly reliable ways to evaluate the merit of some natural material for certain applications. But we […]

Binary Classification Model for Customer Transaction Prediction Using Python (Balanced Random Forest)

Template Credit: Adapted from a template made available by Dr. Jason Brownlee of Machine Learning Mastery. SUMMARY: The purpose of this project is to construct a prediction model using various machine learning algorithms and to document the end-to-end steps using a template. The Santander Bank Customer Transaction Prediction competition is a binary classification situation where […]

Kaggle Competition: Banco Santander Customer Transaction Prediction Update 2

If you are new to Python machine learning like me, you might find the current Kaggle competition “Santander Customer Transaction Prediction” interesting. The competition is essentially a binary classification problem with a decently large dataset (200 attributes and 200,000 rows of training data). I have not participated in Kaggle competition before and will use this […]