Let’s Build a Student Retention Model with Python and Create a Report of Actionable Insights
What you will learn
Build a report of actionable insights using modeling and data analysis
Model student behavior using XGBoost and predict struggling/at-risk students
Explore student data and identify what makes a struggling student different than successful students
Help teachers help students – and apply this insight-extracting approach to your other projects and models
Why take this course?
Applied data science is about everything that goes before and after your model. Extracting actionable insights is probably the most important aspect of any modeling project! if you want to step up your data science game then this is a great area to study. Let’s do it hands-on, applied a science project together and walk through a student retention model to extract actionable insights and help out struggling students.
- Explore student data
- Model student behavior using XGBoost
- Predict struggling/at-risk students
- Identify what makes a struggling student different than successful students
- Build a report of actionable insights
- And help teachers help students
In the case of a student retention model, looking at the full picture means doing a lot of work before doing any modeling. For example, talking to teachers. We need to better understand the business domain. In this case, finding out what are the problems they face. What are the uncertainties they’d like help with? It is critical to also leverage all their knowledge, like how and when do they determine that a student is at-risk. What data points and triggers do they use to identify someone that could be failing a class and/or their studies. How early can they identify this? Obviously the earlier the better, you don’t want to wait till have too many bad grades and can’t dig themselves out of the hole.
We are thrilled to unveil this latest course Find Actionable Insights using Machine Learning and XGBoost which is designed to unlock your full potential and propel you towards success. 
Whether you are an aspiring professional seeking to upskill or an enthusiast eager to explore a new passion, this course Find Actionable Insights using Machine Learning and XGBoost is tailor-made to cater to your unique learning journey. Enroll this course Find Actionable Insights using Machine Learning and XGBoost to embark on an exciting educational adventure that will redefine your capabilities and broaden your horizons. Get ready to dive into a world of knowledge, innovation, and growth! Explore our website daily to access a diverse range of free courses covering high-demand fields such as Cloud Computing, Data Analytics, and Cybersecurity. Dive into Trading insights and Real Estate investment strategies, or discover the nuances of Property management. Elevate your career with Online MBA Programs and College degrees. Explore various financial subjects like Health Insurance, Life Insurance, Credit Card tips, and Legal attorney courses. Our Health and Medical offerings cover Dentistry, Surgery, and beyond. Begin your Journey with travel-focused courses for Flight and Hotel booking know-how. Enhance your Home Improvement skills with our specialized offerings. Our platform presents learning opportunities across multiple disciplines, providing the latest insights in various industries. As you stay informed, your personal and professional growth thrives. Dive into Finance with courses on Personal Loans, Retirement Plans, Mutual Funds, and Financial Planning. Uncover insights into Health Insurance, Weight Loss Surgery, Dental Implants, Addiction or Cancer Treatment. Whether you are interested in trading or need guidance on Car or Motorcycle Insurance, our courses empower your knowledge journey.After you’ve distilled all that information in the model, we dig down into the observation level. This is an important point to understand. A model may return feature importance, coefficients, or weights depending on what type of model you use and how it learns. So, imagine a model that predicts heart attacks and finds that older age is the most important feature for the model, and if your patient is young, that’s not going to tell them anything, worse, may lead them to misdiagnose.
Instead, we let the model give us a prediction of the likelihood of something happening, then we dig down to the observation level (i.e. each specific patient or student level) where each case is different and unique and analyze what makes this particular patient/student different from the rest. This may yield some useful information that may allow the professional to better assist – that is actionable insight.
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We hope this course Find Actionable Insights using Machine Learning and XGBoost has been enriching and empowering, equipping you with valuable skills and insights to conquer new heights in your personal and professional life. As you step forward after completing the course Find Actionable Insights using Machine Learning and XGBoost, you’ll be armed with a new knowledge and confidence. Remember that the pursuit of learning is a lifelong adventure. Keep striving for excellence, embrace challenges, and never stop expanding your horizons. We believe in you, and we can't wait to witness the incredible impact you'll make in the world. Stay inspired and keep exploring the boundless possibilities that await you after completing the course Find Actionable Insights using Machine Learning and XGBoost. Farewell for now, and remember, your journey towards greatness has only just begun!
Keep Learning, Keep Growing! 