I still remember the thrill of discovering statistics in grad school. The world of AB testing, regression, and time series analysis opened up, and I was hooked. But as a novice, I knew I needed more resources to deepen my knowledge.
If you’re like me, looking to improve your skills in applied statistics, you’re in the right place. I’ve got some fantastic resources to share with you, from online courses to books, and even some calculus refreshers to help you fill in the gaps.
Online Courses
- Coursera’s Statistics Specialization: This series of courses covers everything from basic statistics to advanced topics like machine learning. It’s perfect for those who want a comprehensive introduction to statistics.
- edX’s Applied Statistics with R: As you’ve already started with R Studio, this course is an excellent way to build on your skills. You’ll learn how to apply statistical concepts to real-world problems.
Books
- ‘Applied Statistics and Probability for Engineers’ by Montgomery and Runger: This book is a great resource for those who want to focus on applied statistics. It covers topics like regression, time series, and design of experiments.
- ‘Statistical Inference’ by Casella and Berger: If you want to dive deeper into the theoretical aspects of statistics, this book is a classic. It’s a bit more advanced, but it’s worth the effort.
Calculus Refreshers
- Khan Academy’s Calculus Course: If you’re rusty on calculus, start with Khan Academy’s comprehensive course. It covers topics like limits, derivatives, and integrals.
- MIT OpenCourseWare: Calculus: MIT’s open courseware is an excellent resource for calculus. It includes video lectures, notes, and assignments to help you refresh your skills.
Final Thoughts
Mastering applied statistics takes time and practice. But with the right resources, you can accelerate your learning journey. Remember, the key is to keep practicing and applying statistical concepts to real-world problems.
So, what are you waiting for? Dive into these resources and take your statistics skills to the next level!