DAT 5550
Machine Learning Tools for Prediction of Business Outcomes
Machine Learning deals with the algorithmic learning from data to predict the future. This course emphasizes data situations that students are likely to face in marketing, finance, manufacturing and consulting jobs. Students will analyze business datasets using various advanced analytic techniques such as logistic regression, decision trees, neural networks, random forest, stochastic gradient boosting, Ensembles, Clustering, etc. The focus of the course lies in the conversion of raw business data into robust actionable predictions for decision-making.
Instructors
Reviews
I was consistently impressed by his ability to break down complex concepts into easily understandable components. His teaching style is engaging and methodical, ensuring that students of all backgrounds can grasp even the most challenging material.
1/4/2025
Professor Durai's class was a transformative experience. His unique teaching style fostered a dynamic atmosphere that sparked my intellectual curiosity and inspired me to think more critically.
1/2/2025
Professor Durai's class was truly inspirational. He presents complex concepts in a way that is both accessible and engaging, making every lesson valuable. It was an enriching experience, and I am grateful for the opportunity to learn from him.
1/2/2025
Professor Durai is an exceptionally caring and supportive professor. He consistently goes above and beyond to help students succeed, offering guidance and encouragement at every step. His approachability and dedication make him stand out as one of the most helpful professors I have had the pleasure of learning from.
1/2/2025
1.easy to follow. 2. core concepts are clearly explained. 3. easy to get an A grade. 4. professor is so supportive This course is suitable for business students.
12/28/2024
Great Professor! He supported a lot in understanding basic concepts and replied to questions really fast. He also provided me with lots of supportive career advice which really helped shape my future career. Sad to see he got hate reviews because of students who just didn't want to learn and expected good grades.
12/23/2024
1.He clearly says that while he teaches both Machine Learning concepts and R practice, only concepts are included in exams. 2.The course can be challenging for those study at the last moment. My way to get an A is by answering Qs in the course to ensure I don't misunderstand the concept, and he always provide great feedback even if I was wrong.
12/20/2024
The video posted basically taught nothing and is hard to understand, and lab session in person also taught nothing. What only matters is the attendance. The most ridiculous part is that the closed-book final exam counts for 50% and coding is not on the test, only conceptual and calculations were in the exam. No curve on the exam. Avoid his lessons!
12/12/2024
Very ridiculous class, R's in class but not on the test. 50% of the test and no curve. please avoid if you can.
12/10/2024
Final exam weights 50% of your total grade, he taught coding during class and the exam tests your conceptual knowledge and calculation. Those lecture videos he posted each module has nothing to do with the exam. I would rate less than 1 if I can!!
12/8/2024
What a gem. Professor Durai brings in real world problems. He focuses on breadth rather than depth, and you learn R coding rather well. The expectations are clearly laid out from day one and you can watch the lectures at your own pace. The final project is challenging but is one of my main talking points in data science interviews. Good TA support.
1/13/2021
Professor Durai is an excellent teacher I have seen in WashU. He is patient enough to answer all of your questions. The structure of content in his lecture is really clear,making it easy for me to review whenever I forget something. Therefore, I highly recommend this professor and this course.
12/27/2019