Machine learning is one of the most valuable and in-demand skills in tech today. With machine learning, you can develop models that allow computers to think, reason, and act on their own.
But getting started with machine learning can be difficult. It involves multiple programming languages, math and stats, data science algorithms, and more. Fortunately, there are plenty of websites out there that offer free resources to help you get started with machine learning.
In this article, we’ve put together a list of the top 5 best websites to learn machine learning for free. We’ll provide detailed reviews and information on each website so you can find the right one for your needs. So let’s get started!
What Is Machine Learning & AI?
Machine learning and AI are both terms that refer to computer systems that are designed to learn, evolve and become better over time. By feeding data into a system, it can use algorithms to identify patterns and make decisions, even as new data is introduced. Essentially, it’s a form of artificial intelligence (AI). This makes it ideal for use in areas such as predictive analytics, natural language processing, autonomous vehicles and more.
It is an ever-evolving field where the possibilities are virtually endless. In order to stay up-to-date with the latest advancements in machine learning and AI, you need to keep your skills sharp. That’s why it’s important to find the best websites for learning machine learning for free – so you can get started as soon as possible!
Top 5 Best Websites to Learn Machine Learning for Free
Learning machine learning can be a daunting challenge, but you don't have to go it alone. There are some great websites out there that can help you get the core concepts of machine learning under your belt for free. Here's our list of the top 5 best websites to learn machine learning for free:
- Coursera: With over 2,600 courses available in many different fields of education, Coursera is one of the most comprehensive online learning platforms. A wide variety of introductory and advanced Machine Learning courses are offered here, including “Neural Networks and Deep Learning” and “Bayesian Methods for Machine Learning”.
- Udacity: Udacity has developed a curriculum specifically geared towards helping students learn Machine Learning fundamentals in an accessible and systematic way. Their Nanodegree program for Data Science covers topics such as data analysis, predictive modeling, clustering, natural language processing and more.
- Kaggle Learn: Kaggle offers an ever-growing set of topics to explore in the field of Data Science & Machine Learning with their Kaggle Learn Track which includes comprehensive tutorials on deep learning and manipulating datasets with Python.
- Google Codelabs: Google CodeLabs is a platform designed for developers to write code in an easy-to-follow step-by-step format. It offers handy tutorials that provide deep examples on machine learning basics as well as advanced topics like computer vision or natural language processing (NLP).
- EdX: EdX is an open source platform offering over 2,500 courses from top universities and organizations around the world with material related to data science ranging from basic statistics to
Website Overview #1: Coursera
Not sure where to start? With so many web-based platforms offering coursework and resources for aspiring machine learning experts, it can be hard to determine which is the best choice. Look no further than Coursera!
This platform, founded in 2012 by two computer science professors at Stanford University, offers a wide variety of courses on topics ranging from computer science to business. Coursera specializes in providing free and affordable access to educational content in the form of projects, quizzes, exercises, and video lectures. It also offers certificates of completion and badges for those who complete courses.
To start learning machine learning on Coursera, simply create an account and select one of the many courses available. From introductory classes to advanced specializations, you can find something that meets your needs and fits your budget. Not sure what course is right for you? Check out reviews from other students as well as ratings from experienced professionals who can offer additional insight into a course’s value.
With its wide selection of courses at various price points, Coursera stands out as a leader in online machine learning education. So if you want to learn machine learning for free, this is definitely a great place to start!
Website Overview #2: Udacity
Udacity's machine learning courses include both the fundamentals and more advanced topics such as neural networks and deep learning. They offer both free and paid courses, so you can choose which best suits your needs.
The free version of the course includes video tutorials and exercises, while the paid version offers additional resources such as projects, feedback from mentors, code reviews, and discussion forums. Paid options also include access to a mentor who will answer questions one-on-one.
Udacity focuses on teaching hands-on skills rather than providing theoretical knowledge, so students can apply what they've learned in their own projects. They provide projects from start to finish with step-by-step video walkthroughs, so even absolute beginners can gain practical experience with machine learning.
Additionally, Udacity offers personalized career guidance services to help students find jobs in their field of expertise. Whether you're just getting started or wanting to take your career to the next level, Udacity has something for everyone!
Website Overview #3: EdX
EdX is another great website to learn machine learning for free. It offers a wide range of courses on machine learning topics, including deep learning, artificial intelligence, computer vision, natural language processing, and more. The courses are taught by experts in the field and use interactive methods such as case studies and real-world applications to help students gain practical skills in machine learning. In addition to providing high-quality content, EdX also offers certification programs where students can earn verified certificates from top universities and organizations. The certification programs require a fee, but the certificate will serve as proof of mastery of the course material for future career opportunities.
Overall, EdX is an excellent resource for those looking to learn machine learning for free or earn a certificate of completion. Whether you’re just starting out or have been working in the field for years, EdX has courses suitable for all levels of expertise. With its interactive lessons and comprehensive coverage of topics in the field of machine learning, EdX is an excellent choice for anyone looking to dive deeper into this exciting field.
Website Overview #4: Google ML Crash Course
If you’re looking to get an introduction to machine learning, Google’s ML Crash Course is a great option. This free online course covers topics such as data analysis, ML algorithms, and using TensorFlow.
It includes detailed interactive tutorials and tips on best practices. Google also provides resources such as interactive quizzes, coding exercises, and practice problems to help you test your skills.
The course is divided into two parts:
- Part 1 focuses on building machine learning models with the help of intuition, linear algebra and calculus.
- Part 2 focuses on deep learning techniques that use neural networks to process data more effectively.
The course also covers related concepts such as natural language processing, computer vision, reinforcement learning, more advanced concepts in supervised learning and unsupervised learning.
It’s important to note that this course is not necessarily designed for beginners. Google explains that it is intended for “software developers who have a basic understanding of machine learning concepts” and “data analysts who have some experience with analyzing data sets”. However, if you have some knowledge of machine learning topics or are just looking for a refresher or deeper dive into the subject then Google ML Crash Course can make a great starting point.
Website Overview #5: Fast.ai
Fast.ai is an online course created and run by Jeremy Howard, an experienced data scientist and entrepreneur. The course covers machine learning from a practical perspective, with lessons ranging from the basics all the way to advanced deep learning algorithms.
What makes Fast.ai unique is its focus on building AI models quickly and then refining them iteratively. This approach makes it easier for beginners to quickly understand the fundamentals of machine learning, while still being able to create functional models in a fraction of the time of other courses.
The Fast.ai course is full of examples and projects that you can use to get your hands dirty with real-world applications. You'll learn important concepts such as natural language processing (NLP) and convolutional neural networks (CNNs) while being given the opportunity to immediately apply what you've learned in small projects.
In addition, Fast.ai also provides plenty of support for those who need help understanding a concept or debugging their code. The online community provides helpful guidance and feedback, allowing learners to stay on track in their ML journey.
In conclusion, machine learning is an incredibly powerful tool, and there are loads of great websites out there with free resources that can help you get started. Our top 5 list includes Udacity, Coursera, edX, Kaggle and Google Cloud. Each has unique features and free options that make them great choices for those wanting to get into machine learning. Whether you’re a beginner or an expert, these websites can help you on your journey to becoming a machine learning pro.
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