Last updated: October 2026. Written by Josh Hutcheson. We checked every course on this page live on 14 October 2026, and re-checked the ranked picks on 16 October: enrollment, current ratings, what each one costs, and whether it still issues a certificate. See our review methodology. If you enroll through our links we may earn a commission, which never changes the ranking.
Quick verdict
Bottom line: For most beginners the best computer science course is Harvard’s CS50x on edX: free, rigorous, and taken by more than 7 million people. If you want a full, guided path that stands in for a degree, Zero To Mastery’s Online Computer Science Degree path is the strongest paid option. If you want the whole undergraduate curriculum for free, follow OSSU.
- Best single course: CS50x (Harvard, edX), free with a free CS50 certificate
- Best structured career path: Zero To Mastery Online CS Degree, 14 courses, $299 a year
- Best free full curriculum: OSSU (Open Source Society University)
- Best gentle start: Programming for Everybody (University of Michigan, Coursera)
- Best algorithms course: Algorithms, Part I (Princeton, Coursera), free, no certificate
- Best accredited degree online: University of London BSc Computer Science (Coursera) or University of the People
Computer science is the study of how computation works: algorithms and data structures, how memory and processors run code, how networks and databases move information, and the math that lets you reason about all of it. Programming is the tool you use to practice it. A good computer science course teaches you to think in those terms, which is why the strongest ones feel different from a “learn Python in a weekend” video.
This guide ranks the courses that actually build those foundations, separates the free options from the ones worth paying for, and covers the step most lists skip: what to do when you want an accredited degree rather than a certificate. Every price, rating and certificate rule below was read on the provider’s own page on 14 October 2026.
Disclosure: some links are affiliate links. If you enroll through them we may earn a commission at no extra cost to you. It never changes the ranking, and several of our top picks are free.
What is a computer science course?
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A computer science course teaches the ideas underneath programming rather than one language’s syntax. Expect four strands: programming fundamentals (variables, functions, recursion), algorithms and data structures (sorting, searching, trees, graphs, and how to measure their cost), systems (memory, operating systems, networks, databases) and theory and math (discrete math, logic, complexity). An introductory course touches all four briefly. A full curriculum such as OSSU spends months on each.
That distinction matters when you shop. A course titled “computer science” that only teaches Python syntax is a programming course. A course that makes you implement a hash table in C, measure why it is fast, and then rebuild the idea in Python is a computer science course. CS50x and Princeton’s algorithms courses are the clearest examples of the second kind.
Best computer science courses compared
| Course | Provider | Best for | Cost | Certificate |
|---|---|---|---|---|
| CS50x: Introduction to Computer Science | Harvard (edX) | The single best first course | Free | Free CS50 certificate; paid edX verified option |
| Online Computer Science Degree path | Zero To Mastery | A guided, job-focused degree alternative | $25/mo billed yearly ($299) | ZTM certificates per course |
| OSSU Computer Science | Open Source Society University | The full undergraduate curriculum, free | Free (some courses charge for certificates) | None from OSSU |
| Programming for Everybody (Python) | University of Michigan (Coursera) | Absolute beginners | Coursera Plus or single-course price | Shareable Coursera certificate |
| Algorithms, Part I | Princeton (Coursera) | Algorithms and data structures | Free | None |
| Computer Science: Programming with a Purpose | Princeton (Coursera) | A rigorous Java introduction | Free | None |
| 6.100L Intro to CS and Programming in Python | MIT OpenCourseWare | A university course with problem sets | Free | None |
| Computer Science 101 | Udemy | Theory without coding | Udemy sale price | Completion certificate |
| Mastering Data Structures & Algorithms (C/C++) | Udemy | Hands-on DSA practice | Udemy sale price | Completion certificate |
| Neural Networks and Deep Learning | DeepLearning.AI (Coursera) | An AI on-ramp after the basics | Coursera Plus or single-course price | Shareable Coursera certificate |
| BSc Computer Science | University of London (Coursera) | An accredited online bachelor’s | GBP 14,666 to 21,829 total | Degree |
| BS Computer Science | University of the People | The lowest-cost accredited degree | About $7,260 total in fees | Degree |
The best computer science courses, ranked
1. CS50x: Introduction to Computer Science (Harvard, edX): best overall
If you take one computer science course, take CS50x. David J. Malan’s course runs eleven weeks of material, from Scratch to C, arrays, algorithms, memory and data structures, then Python, SQL, HTML/CSS/JavaScript and Flask, and ends with a final project you design yourself. edX shows more than 7 million learners enrolled, a self-paced schedule, and a workload of 6 to 18 hours a week, and the 2026 edition is live at cs50.harvard.edu.
The certificate rules are unusually generous. Score at least 70% on each problem set and the final project and Harvard’s CS50 team issues a free CS50 certificate. If you need an identity-verified certificate for an employer, edX sells a verified HarvardX certificate as a separate paid option. The catch is effort: the C problem sets in the middle weeks are where most people stall, and the course is designed that way. Finishing it is a real signal.
- Cost: free; optional paid edX verified certificate
- Time: self-paced, 6 to 18 hours a week
- Best for: anyone who wants a serious foundation, not just a language
- Next step: CS50P (Python) or CS50 AI with Python
2. Online Computer Science Degree path (Zero To Mastery): best structured career path
Zero To Mastery’s Online Computer Science Degree is a curated sequence of 14 courses, 290.5 hours of video and 49 projects. It starts with Python and web development, then moves to data structures and algorithms, system design, SQL and databases, Linux, ethical hacking, machine learning and Rust, and finishes with interview preparation. ZTM says students take about nine months on average.
Be clear about what it is. This path is built to get you hired as a developer, so it leans practical: it covers the data structures and algorithms that interviews test, but not the discrete math, compilers or operating-systems theory a university degree requires. If you want that theory, pair it with OSSU’s math and systems courses. If you want a single guided curriculum with projects, a Discord community and one subscription, this is the most complete paid option we found. Access comes with a ZTM membership at $25 a month billed yearly ($299), and ZTM offers a 30-day money-back guarantee. Our Zero To Mastery review covers the platform in depth.
3. OSSU Computer Science: best free full curriculum
OSSU (Open Source Society University) is a free, community-maintained curriculum modeled on the degree requirements of an undergraduate CS major, minus general education. Its 210,000 GitHub stars make it the most-followed self-taught CS path. The Core CS section corresponds roughly to the first three years of a degree: core programming, core math (calculus and discrete math), tools, systems, theory, security, applications and ethics, followed by electives and a final project.
OSSU estimates about two years at roughly 20 hours a week, and it assumes high-school math through pre-calculus. It is the right choice when you want the depth of a degree and can supply your own discipline. The trade-off, as many self-learners point out, is accountability: there is no tuition pushing you forward, so join an OSSU cohort or a study group. Some of the courses it uses sit on edX and Coursera, where the material is free and certificates cost extra.
4. Programming for Everybody (University of Michigan, Coursera): best gentle start
Charles Severance’s Programming for Everybody is the course to take if CS50 feels intimidating. It assumes no prior experience and teaches Python basics in seven modules, about two weeks at 10 hours a week. Coursera shows a 4.8 rating from 233,755 reviews. It is included with Coursera Plus and issues a shareable certificate.
Experienced learners will outgrow it quickly. Its job is to get a true beginner writing working code with confidence, and it does that better than anything else we checked. Take it first, then move to CS50x.
5. Algorithms, Part I (Princeton, Coursera): best algorithms course
Robert Sedgewick and Kevin Wayne’s Algorithms, Part I is the standard self-taught route into data structures and algorithms: union-find, analysis of algorithms, stacks and queues, elementary sorts, mergesort, quicksort, priority queues, symbol tables, balanced search trees and hash tables, implemented in Java. Coursera shows 4.9 from 12,151 reviews and about five weeks at 10 hours a week.
Two details the old version of this page got wrong: every feature of the course is free, and it does not offer a certificate. Princeton publishes these courses for learning, not credentials. If you need a certificate for a résumé, use CS50x or a Coursera course that issues one, and treat Princeton as the course that actually prepares you for technical interviews. Part II covers graphs and strings. Our data structures and algorithms courses guide compares more options.
6. Computer Science: Programming with a Purpose (Princeton, Coursera)
The same Princeton team’s introductory course, Programming with a Purpose, teaches programming in Java through scientific and creative applications: loops and arrays, functions, recursion and object-oriented design. Coursera shows 4.7 from 1,391 reviews and about two months at 10 hours a week. It is free and, like Algorithms, carries no certificate. Choose it over Programming for Everybody if you want a more demanding first course and plan to continue into Princeton’s algorithms sequence.
7. MIT 6.100L Introduction to CS and Programming using Python (MIT OpenCourseWare)
MIT 6.100L is the full Fall 2022 course taught by Dr. Ana Bell, published free on OpenCourseWare with lecture videos, notes, problem sets and readings. It is aimed at students with little or no programming experience and teaches computational problem solving in Python. OSSU uses MIT’s introductory course as its first step. There is no certificate and no grading, so treat the problem sets as the real course and check your own work carefully.
8. Computer Science 101: Master the Theory Behind Programming (Udemy)
If you can already code a little but never learned the why, Kurt Anderson’s Computer Science 101 fills the gap without asking you to write code: binary numbers, algorithm analysis, arrays and the core data structures, and the main sorting algorithms, across 103 lectures (about 12 hours). Udemy shows 4.5 from 6,867 ratings, 41,803 students, and an update in May 2026. It is a primer, not a substitute for the problem sets in CS50 or Princeton. Udemy prices move constantly, and the course is usually far cheaper during one of its frequent sales.
9. Mastering Data Structures & Algorithms using C and C++ (Udemy)
Abdul Bari’s Mastering Data Structures & Algorithms is the most thorough hands-on DSA course on Udemy, with 4.6 from 60,698 ratings and 257,570 students (updated June 2025). It implements every structure from scratch in C and C++, which forces you to understand memory and pointers. It is long, so use it as a companion to Princeton’s algorithms course or as interview preparation rather than as a first course.
10. Neural Networks and Deep Learning (DeepLearning.AI, Coursera)
Once you have Python and basic data structures, Andrew Ng’s Neural Networks and Deep Learning is the best on-ramp to AI. It has 4.9 from 123,828 reviews and takes about three weeks at 10 hours a week. It is the first course of the Deep Learning Specialization and issues a Coursera certificate. Leave it until after the foundations above; it assumes you are comfortable with code and some linear algebra.
11. Teach Yourself Computer Science (book-led, free)
Teach Yourself CS is a reading list rather than a course: nine subjects (programming, computer architecture, algorithms and data structures, math for CS, operating systems, networking, databases, languages and compilers, and distributed systems), each with a recommended book and a set of university lectures. It suits self-learners who already program and want depth. Learners on Reddit often describe OSSU as the more structured, course-based route and Teach Yourself CS as the more advanced, book-based one.
Best free computer science courses
You can cover the first two years of a CS education without paying for instruction. These are the free options worth your time, and what each gives you at the end.
| Free course or curriculum | What you get free | Certificate |
|---|---|---|
| CS50x (Harvard) | All lectures, problem sets, automated grading, final project | Free CS50 certificate at 70% on every problem set and the final project |
| OSSU | A full degree-shaped curriculum built from free courses | None from OSSU; some linked courses sell certificates |
| Princeton Algorithms I and II | All lectures and graded assignments | None |
| Princeton Programming with a Purpose | All lectures and graded assignments | None |
| MIT 6.100L (OCW) | Videos, notes, problem sets | None |
| Teach Yourself CS | Curated books and university lectures by subject | None |
The pattern is consistent: the best free material comes from universities, and certificates are what you pay for. If you want a free credential, CS50’s own certificate is the strongest one available.
Computer science courses with certificates
A certificate proves you finished a course, not that you hold a degree. It is most useful early, when you have little else to show. These are the options and what they cost on 14 October 2026:
- CS50 certificate (free): issued by Harvard’s CS50 team when you pass every problem set and the final project.
- edX verified certificate (paid): an identity-verified HarvardX certificate for CS50x, bought separately on edX.
- Coursera certificates: shareable certificates on courses like Programming for Everybody and Neural Networks and Deep Learning, included with Coursera Plus. Princeton’s courses are the exception and issue none.
- Zero To Mastery: a certificate for each course you complete inside the membership.
- Udemy: a certificate of completion with each paid course.
Employers weigh a portfolio and a technical interview far more heavily than any of these. Use the certificate as a résumé line, then let your projects make the case.
Online computer science degrees
If you need the credential itself, a course will not do. These accredited programs run fully online, and their costs come from each school’s own pages:
University of London BSc Computer Science (on Coursera)
The University of London BSc Computer Science is an accredited bachelor’s degree taught on Coursera: 23 courses (360 credits), taken over 36 to 72 months, with tuition of GBP 14,666 to 21,829 in total, paid per module. If you do not meet the standard entry requirements, the University offers a performance-based admission route: you take and pass specific courses first, then join the degree. It suits working adults who want a recognized degree on a flexible schedule.
University of the People BS Computer Science
University of the People is an accredited, non-profit, online university that charges no tuition. You pay a one-time $60 application fee and a $180 assessment fee per undergraduate course, which UoPeople puts at about $7,260 in total for its Computer Science bachelor’s. It is the lowest-cost accredited CS degree we found. Expect a self-driven experience: courses are asynchronous, so you set your own weekly schedule.
Georgia Tech Online Master of Science in Computer Science (OMSCS)
For people who already hold a bachelor’s degree, Georgia Tech’s OMSCS is the best-known low-cost online master’s in computer science. Georgia Tech notes that its reduced cost can often be covered by modest employer tuition benefits. Check the bursar’s current per-credit rates before you apply.
A computer science learning roadmap for beginners
Most self-taught learners fail by hopping between unrelated tutorials. A simple order keeps you moving:
- Weeks 1 to 2: Programming for Everybody if you have never coded; skip it if you have.
- Months 1 to 3: CS50x, including the final project.
- Months 3 to 5: Princeton Algorithms Part I, then Part II. Add Abdul Bari’s Udemy course if you want more implementation practice.
- Months 5 to 8: systems and math from OSSU’s Core CS: discrete math, computer architecture and operating systems.
- Months 8 to 12: pick a direction (web, data and AI, security) and build two or three real projects in it.
If you prefer one subscription that sequences the practical half of this for you, the ZTM path covers steps 1, 3 and 5. If you want an accredited credential at the end, start a degree program instead and use the free courses to get ahead.
How much math do you need for computer science?
Less than many beginners fear to start, more than many expect to finish. CS50x and the beginner Python courses need only basic algebra. OSSU’s Core CS assumes high-school math through pre-calculus and then teaches calculus and discrete math, because discrete math (logic, proofs, sets, combinatorics, graphs) is what lets you reason about algorithms. Self-learners on Reddit regularly ask whether the full math track is necessary; for most developer jobs it is not, but you will feel its absence in algorithms courses and interviews. A practical rule: do discrete math before Princeton’s Part II, and leave advanced math until a specialization (machine learning, graphics, cryptography) demands it.
Computer science courses vs bootcamps vs degrees
| Route | Typical cost | Time | What you get |
|---|---|---|---|
| Free courses (CS50, OSSU, MIT, Princeton) | Free | Self-paced; OSSU about 2 years | Deep fundamentals, no degree |
| Subscription path (ZTM) | $299 a year | About 9 months on average (ZTM) | Guided practical curriculum, projects, community |
| Coding bootcamp | Usually thousands of dollars | 3 to 9 months | Job-focused training, career support |
| Online degree (UoL, UoPeople) | About $7,260 to GBP 21,829 | 3 to 6 years | An accredited bachelor’s degree |
Bootcamps teach a job stack fast but rarely cover algorithms and systems in depth; see our coding bootcamps guide if that is the route you are weighing. Courses give you the fundamentals cheaply. A degree is the only route that ends in the credential some employers and visa systems require.
Can online courses replace a computer science degree?
For getting hired as a software developer, often yes, if you do it properly. Plenty of working developers are self-taught, and the skills employers test (data structures, algorithms, building and debugging real software) are all available in the courses above. What a course will not give you is the piece of paper, and that still matters for some employers, for graduate school and for many work-visa systems. If you are self-teaching, compensate with structure (a fixed curriculum like OSSU or the ZTM path), proof (a portfolio of projects on GitHub) and practice (interview-style problems). If you need the credential, the online degrees above are the efficient route.
Best computer science courses by career goal
Once the foundations are in place, the right next course depends on where you want to work. These are the follow-ons we would pick for the four most common goals.
Software engineering
Go deeper on algorithms (Princeton Part II), then learn how real systems are designed. Our software development courses guide covers back-end certificates and system-design preparation, and Boot.dev is a strong project-based option for back-end work in Python and Go.
Data science and AI
Follow CS50x with CS50’s Introduction to AI with Python and then Andrew Ng’s Neural Networks and Deep Learning. Statistics and linear algebra matter more here than in any other track, so budget time for them.
Cybersecurity
Security work builds on networks, operating systems and web applications, which is why OSSU includes a core security course. From there, see our cyber security courses guide and, for testing web applications specifically, our web application penetration testing checklist.
Web development
CS50x already ends with HTML, CSS, JavaScript and Flask. Build on it with a full web stack from our web development courses guide, and keep your data structures sharp, because web interviews still test them.
Computer science jobs and pay
The U.S. Bureau of Labor Statistics reports a median annual wage of $135,980 for software developers (May 2025), and projects employment of software developers, quality assurance analysts and testers to grow 10% from 2025 to 2035, with about 106,100 openings a year. Information security analysts earn a median of $129,180 with 21% projected growth. Entry-level competition is real, which is why the projects and interview skills a strong course builds matter as much as the topics it covers.
Portfolio projects to build after a computer science course
- Your CS50 final project, polished, documented and deployed.
- A data-structures library (linked list, hash map, heap, graph) with tests and complexity notes.
- A small interpreter or calculator that parses and evaluates expressions.
- A web app with a database (Flask or Node) that real users can log in to.
- A systems project: a shell, a memory allocator or a simple HTTP server.
Two or three finished projects, each with a clear README, say more to an interviewer than a stack of certificates.
How to choose a computer science course
- Never coded before: Programming for Everybody, then CS50x.
- Want the single best course: CS50x.
- Want a guided, job-focused path: the Zero To Mastery CS Degree path.
- Want the full degree content for free: OSSU.
- Preparing for technical interviews: Princeton Algorithms I and II plus Abdul Bari’s Udemy course.
- Need an accredited degree: University of London on Coursera, or University of the People for the lowest cost.
Explore the ZTM CS Degree path →
Frequently asked questions
What are computer science courses?
Computer science courses teach the ideas underneath programming: algorithms and data structures, how computers and networks work, and the math used to reason about them. A programming course teaches one language; a computer science course like Harvard’s CS50x teaches you to think about computation and then use any language.
What is the best computer science course for beginners?
Harvard’s CS50x on edX is the best single beginner course. It is free, self-paced and issues a free CS50 certificate if you pass every problem set and the final project. If you have never written code, start with the University of Michigan’s Programming for Everybody on Coursera first.
Can I learn computer science for free?
Yes. CS50x, OSSU, MIT OpenCourseWare 6.100L, Princeton’s algorithms courses and Teach Yourself CS are all free. Together they cover most of an undergraduate curriculum. You pay only if you want certain certificates or an accredited degree.
Do free computer science courses give certificates?
Some do. CS50x gives a free CS50 certificate when you score at least 70% on each problem set and the final project. Princeton’s Coursera courses and MIT OpenCourseWare give no certificate. Coursera’s certificates generally require Coursera Plus or a course purchase.
Can online courses replace a computer science degree?
For many software developer jobs, a structured set of courses plus a strong portfolio can replace a degree. They cannot replace the credential itself, which still matters for some employers, graduate school and work visas. Accredited online degrees from the University of London or University of the People fill that gap.
How long does it take to learn computer science online?
CS50x takes most people two to three months part time. OSSU estimates about two years at roughly 20 hours a week for the full curriculum. Zero To Mastery says students take about nine months on average to finish its CS Degree path.
How much math do I need for computer science?
Basic algebra is enough to start CS50x. A full curriculum such as OSSU assumes high-school math through pre-calculus and then teaches calculus and discrete math, which you need for algorithms. Most developer jobs use less math than a full degree requires.
What is the cheapest accredited online computer science degree?
University of the People charges no tuition; its fees come to about $7,260 for the Computer Science bachelor’s ($60 to apply plus $180 per course). The University of London BSc Computer Science on Coursera costs GBP 14,666 to 21,829 in total.
Related: Still in high school? Our guide to coding classes for high schoolers covers CS50x, AP Computer Science and free school programs.
Related: Interested in software quality? Test automation is a well-paid route into software teams. Our guide to the best automation testing courses ranks 15 Selenium, Playwright, Cypress and ISTQB options.
Related guides
- Best data structures and algorithms courses
- Best Python courses
- edX review: is it worth it?
- Best free online courses
- Best coding bootcamps
- Boot.dev review
- Best software development courses
- Best web development courses
- Best Zero To Mastery courses
- Computer architecture courses
- Quantum computing courses
Ratings, enrollment and prices were read on each provider’s page on 14 October 2026. Prices, ratings and course versions change, so check the course page before you buy.
