Training
Data & Software
Data science, machine learning, full stack, and analytics courses and training list.
Search the list below to find free and paid courses to learn data science and software development skills. Have a course for us to add? Let us know!
After you learn a new skill, go to Practice & Participate for hands-on drills.
After you learn a new skill, go to Practice & Participate for hands-on drills.
| Site | Links | Description | Cost |
|---|---|---|---|
| Class Central | https://www.classcentral.com/subject/data-science | Learn Data Science and Software/Web Development with free online courses and MOOCs. | Free |
| Elements of AI | https://www.elementsofai.com/ | Series of free online courses created by Reaktor and the University of Helsinki. | Free |
| Google Cloud | https://cloud.google.com/training/ | Courses on artificial intelligence, analytics, data, machine learning and more. | Free/Paid |
| Learn Data Science | http://learnds.com/ | Open content for self-directed learning in data science. | Free |
| SQL Zoo | https://sqlzoo.net/ | Self guided SQL tutorial. | Free |
| Course In Data Science | http://ciml.info/ | Free data science course by Hal Daumé III. | Free |
| Github Probabilistic Modeling | https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers | Probabilistic programming and Bayesian Methods for hackers. | Free |
| Udacity – Data Science | https://www.udacity.com/school-of-data-science | Learn data science like analytics, montetization, R, Visualization and Python to name a few. | Paid |
| Udacity – AI | https://www.udacity.com/school-of-ai | Learn AI skills from TensorFlow, IoT, Python to Computer Vision. | Paid |
| Udemy – ML | https://www.udemy.com/topic/machine-learning/ | Machine Learning as it relates to development, IT and software Data Science. | Paid |
| Udemy – Data | https://www.udemy.com/courses/development/data-science/ | Data Science and deep learning related courses. | Paid |
| Edureka | https://www.edureka.co/all-courses/data | Offers courses from big data, data visulaization, business intelligence, data science, and programming. | Paid |
| Simlilearn – Data | https://www.simplilearn.com/data-science-and-ai-courses/ | Get free online courses by leading universities. Over 880 data-related courses. The paid option is for those that want to enroll in a certificate program. | Paid |
| Brilliant | https://brilliant.org/ | Build quantitative skills in math, science, and computer science with fun and challenging interactive explorations. | Paid |
| Coursera | https://www.coursera.org/ | Various courses in Machine Learning, Data, Full Stack, and AI with guided projects and certification/degree options. | Free/Paid |
| edabit | https://edabit.com/ | Learn to code with tutorials and challeneges with C#, C, Javascript, Swift, Ruby, PHP, and Java. | Free |
| Datacamp | https://datacamp.pxf.io/b37NOg | Learn Data Science with video tutorials and coding challenges on R, Python, Statistics, Scala, Tableau, and more. | Free/Paid |
| fast.ai | https://www.fast.ai/ | Free Artificial Intelligence training, community and software library. | Free |
| edX | https://www.edx.org/course/subject/data-science | A host of Data Science courses to include degree programs from leading universities. | Free/Paid |
| Live SQL | https://livesql.oracle.com/apex/f?p=590:1000 | Learn and share SQL. This site has the ability to search for scripts and tutorials. | Free/Paid |
| IBM Cloud Hub | https://www.ibm.com/cloud/learn | Learn artificial intelligence, analytics, and data science. | Free/Paid |
| Cybrary | https://www.cybrary.it/catalog/data-science/ | Build a career in data science with courses, virtual labs, and assessments that teach you how to harness the power of data. | Free/Paid |
| Packt | https://www.packtpub.com/data | Books and videos to include data analysis, business intelligence, databases, and enterprise search. | Free/Paid |
| EMERITUS | https://execed.cvn.columbia.edu/pgdmlai/index.php?utm_source=TrumpLearning&utm_medium=Affiliate&utm_campaign=B-365D_WW_AF_TrumpLearning_PGDMLAI_ALWON | Post graduate diploma in Machine Learning and Artificial Intelligence. | Paid |
| Future Learn | https://www.futurelearn.com/subjects/science-engineering-and-maths-courses/data-science | Data Science courses with a range of data science courses, programs and degrees. | Paid |
| Springboard | https://www.springboard.com/ | Courses in Data Science and Analytics with one to one mentorship. | Paid |
| Treehouse | https://teamtreehouse.com/ | Techdegree is a bootcamp-style program that guides you through a full curriculum of Treehouse learning. | Paid |
| Khan Academy | https://www.khanacademy.org/computing/ap-computer-science-principles | Basic computer science principals. Inlcude over 800+ practice questions and instructional articles and videos covering the topics of digital information, the Internet, cybersecurity, programming, algorithms, simulations, and data analysis. | Free |
| Code Avengers | https://www.codeavengers.com/ | Has courses for kids under 15, Pros, and Educators and a Code Camp. Learn web development to get the skills to build fully interactive websites using HTML, CSS, and Javascript. | Paid |
| freeCodeCamp | https://www.freecodecamp.org/ | Offers free coding courses, ability to build projects, and earn certifications. Data, ML, Javascript, Web, APIs, QA, Information Security and more. | Free |
| Udemy – Web Dev | https://www.udemy.com/course/the-web-developer-bootcamp/ | The ins and outs of HTML5, CSS3, and Modern JavaScript. | Paid |
| Udacity – Full Stack Web Dev | https://www.udacity.com/course/full-stack-web-developer-nanodegree–nd004 | n this program, you’ll prepare for a job as a Full Stack Web Developer, and learn to create complex server-side web applications that use powerful relational databases to persistently store data. | Paid |
| Udemy – Web Dev Bootcamp Full Stack | https://www.udemy.com/course/the-complete-web-development-bootcamp/ | The Complete 2022 Web Development Bootcamp offers the ability to become a Full-Stack Web Developer with just ONE course. HTML, CSS, Javascript, Node, React, MongoDB, Web3 and DApps | Paid |
| Cousera/University of London | https://www.coursera.org/specializations/website-development | Create an interactive user experience.. Learn the fundamentals of full stack web development in five comprehensive courses. | Paid |
| Sililearn – Full Stack | https://www.simplilearn.com/full-stack-web-developer-mean-stack-certification-training | Full Stack Web Developer – MEAN Stack Master’s Program1023 Ratings This program will advance your career as a MEAN stack developer. You’ll learn top skills such as MongoDB, Express.js, Angular, and Node.js (“MEAN”), plus GIT, HTML, CSS, and JavaScript to build and deploy interactive applications and services throughout this Full Stack MEAN Developer program. |
Paid |
| Skillshare – Full Stack | https://www.skillshare.com/search?query=Full%20Stack%20Web%20Developer | Full stack web development courses in Java, Spring Boot, MySQL, Docker, Angular, Typescript, Python, Flask, Node, React, Express, Javascript, MongoDB, AWS and more. | Free/Paid |
| Springboard – Analytics | https://www.springboard.com/courses/data-analytics-career-track/ | Become a Data Analyst in 6 months. | Paid |
| Springboard – Data Science | https://www.springboard.com/courses/data-science-career-track/ | Build job-ready data science and machine learning skills. | Paid |
| Codecademy | https://www.codecademy.com/ | Learn HTML & CSS, Python, JavaScript, Java, SQL, Bash/Shell, Ruby, C++, R, C#, PHP, Go, Swift, Kotlin, C | Free/Paid |
| The Odin Project | https://www.theodinproject.com/ | Full Stack Development curriculum. | Free |
| W3Schools | https://www.w3schools.com/ | Free software development for all programming languages. | Free |
| MIT OpenCourseWare | https://ocw.mit.edu/search/?q=%22software%20engineering%22%20and%20%22data%20science%22%20and%20web%20development%20 | A free and open collection of courses and materials from over thousands of MIT courses, covering courses in data science, software engineering, and many other subjects. | Free |
| Harvard Extension | https://pll.harvard.edu/catalog?keywords=&subject%5B%5D=3&subject%5B%5D=84&subject%5B%5D=100&max_price=&start_date_range%5Bmin%5D%5Bdate%5D=&start_date_range%5Bmax%5D%5Bdate%5D= | Free courses in data science, programming, and computer science among other subjects. | Free |
| Sololearn | https://www.sololearn.com/home | A long list of programming languages with real world practice available. | Free |
| Code Conquest | https://www.codeconquest.com/ | Free code training for beginners for programming skills like PHP, Java, Javascript, Ruby, Python, HTML, CSS, C++, and Linux. | Free |
| Deeplearning.ai | https://www.deeplearning.ai/ | Goal is to aid in an AI-powered future through world-class education and hands-on training from introductory courses to advanced. | Paid |
| Educba | https://www.educba.com/software-development/ | Learn several programming languages for free (some paid), web development, software testing, IoT and more and obtain certificates. | Free/Paid |
