What you'll learn
- Build and evaluate linear and multilinear regression models
- Use Python for data exploration and visualization
- Avoid common regression traps like overfitting and dummy variable bias
- Analyze classification problems using logistic regression
- Apply Cox regression to survival analysis problems
- Use ChatGPT to assist with Python modeling tasks
- Interpret regression outputs to drive business decisions
- Complete real-world capstone projects for your portfolio
The title may say "introduction" in it, but this course goes beyond the basics to help you truly understand regression analysis!
If you're ready to stop guessing and start predicting, this course is for you. You'll dive into the most commonly used regression models in the data science world - linear, logistic, Cox, and logarithmic - learning not just the math, but how to actually apply them in Python.
We take a practical approach: real-world datasets, guided projects, and step-by-step explanations to help you build confidence with each concept. Along the way, you'll explore topics like feature selection, model bias, overfitting, survival analysis, and more.
Plus you'll apply your new skills with capstone projects that bring it all together, helping you showcase your skills and get job-ready in data analysis, data science, and machine learning.
Wait... What's a Byte?
Bytes are shorter courses that allow you to upgrade your skills and knowledge in as little as a single day!
Learning is hard. And sometimes you just need a quick learning fix, right? To learn something awesome, interesting, and relevant to your career goals.
That's why we've created Bytes.
What Else Should I Know?
By becoming a ZTM member you'll not only get access to all our courses, bytes, and projects.
But you’ll also get to join our exclusive live online community classroom to learn alongside thousands of students, alumni, mentors, TAs and Instructors.
Most importantly, you'll be learning from an industry professional (Diogo) that has actual real-world Data Analysis experience. He teaches you the exact information he uses in his role.
Finally, as with all ZTM courses, this course is a living thing. It will be constantly updated as the landscape changes so you can use it as your go-to resource for learning the fundamentals of Python Data Analysis now and throughout your career.
Join 1,000s of Zero To Mastery graduates that have gotten hired and are now working at companies like Google, Tesla, Amazon, Apple, IBM, JP Morgan, Facebook, Shopify + other top tech companies.
They come from all different backgrounds, ages, and experiences. Many even started as complete beginners.
So there's no reason it can't be you too.
And you have nothing to lose. Because you can start learning right now and if this course isn't everything you expected, we'll refund you 100% within 30 days. No hassles and no questions asked.
When's the best time to get started? Today!
There's never a bad time to learn in-demand skills. But the sooner, the better. So start learning Regression Analysis today by joining the ZTM Academy. You'll have a clear roadmap to developing the skills to build your own projects, get hired, and advance your career.
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