Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

Massachusetts Institute of Technology

Introduction to Computational Thinking and Data Science

Massachusetts Institute of Technology via MIT OpenCourseWare

Start learning Write review
Simplilearn Ad

Lead AI Strategy with UCSB's Agentic AI Program — Microsoft Certified

Learn More → Coursera Ad

Learn AI, Data Science & Business — Earn Certificates That Get You Hired

Learn More →

Overview

Google, IBM & Meta Certificates — All 10,000+ Courses at 40% Off
One annual plan covers every course and certificate on Coursera. 40% off for a limited time.
Get Full Access
6.0002 is the continuation of _[6.0001 Introduction to Computer Science and Programming in Python](/courses/6-0001-introduction-to-computer-science-and-programming-in-python-fall-2016/)_ and is intended for students with little or no programming experience. It aims to provide students with an understanding of the role computation can play in solving problems and to help students, regardless of their major, feel justifiably confident of their ability to write small programs that allow them to accomplish useful goals. The class uses the Python 3.5 programming language.

Syllabus

1. Introduction, Optimization Problems (MIT 6.0002 Intro to Computational Thinking and Data Science).
2. Optimization Problems.
3. Graph-theoretic Models.
4. Stochastic Thinking.
5. Random Walks.
6. Monte Carlo Simulation.
7. Confidence Intervals.
8. Sampling and Standard Error.
9. Understanding Experimental Data.
10. Understanding Experimental Data (cont.).
11. Introduction to Machine Learning.
12. Clustering.
13. Classification.
14. Classification and Statistical Sins.
15. Statistical Sins and Wrap Up.

Taught by

Prof. Eric Grimson , Prof. John Guttag and Dr. Ana Bell

Tags

Reviews

4.8 rating, based on 4 Class Central reviews

Start your review of Introduction to Computational Thinking and Data Science

  • Ali Haider
    This course, Introduction to Computational Thinking and Data Science by MIT, is truly outstanding. The instructors explain complex concepts in a very simple and engaging way. I learned how to approach problems like a computer scientist and how to use Python for data analysis. The course structure is well-designed, and the examples are real-world and interesting. It gave me a strong foundation in both thinking logically and working with data. I highly recommend this course to anyone who wants to start learning data science or improve their problem-solving skills. It’s one of the best free course out there!
  • Profile image for Shaik Tanzeel
    Shaik Tanzeel
    This is a very beginner friendly course just need a basic probability and statistics of school level.
  • Profile image for Ghulam Mohammad Dar
    Ghulam Mohammad Dar
    "Introduction to Computational Thinking and Data Science by MIT OpenCourseWare provides a solid foundation in key concepts of data science, from computational thinking to practical applications. The course is well-structured, with clear explanations and engaging problem sets that help you build real-world skills. The course material is challenging but rewarding, and the inclusion of programming in Python makes it practical for beginners and experienced learners alike. I highly recommend it for anyone interested in computational thinking and data science."
  • Profile image for Venkatdurga Sai
    Venkatdurga Sai
    The course “Introduction to Computational Thinking and Data Science” provides a comprehensive introduction to the fundamental concepts of computational thinking and data science. It offers a great opportunity for individuals looking to develop their analytical and problem-solving skills in the context of data analysis.

    The course covers various essential topics, including algorithms, data structures, programming concepts, and statistical analysis. By understanding these concepts, students gain the necessary foundation to approach real-world problems and make informed decisions using data-driven insights.
Start learning

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Sign up for free
Someone learning on their laptop while sitting on the floor.