Best Free Python for Machine Learning Resources & Tutorials

Many professionals are eager to learn Python for machine learning but some may hesitate because of the perceived up-front costs. You might wonder how much tuition a certificate program might cost or if your investment will be enough to launch a new career. However, a surprising amount of free resources are available to help beginners get the hang of this important data science skill. You can use these free resources to learn more about Python and machine learning and the professions these skills can lead to.

Read on to learn more about the different free resources and tutorials available to help you learn Python for machine learning. 

What is Python for Machine Learning?

Python is an open-source, general-purpose programming language first developed in 1991. Because Python is open-source, it is free and publicly available for anyone to use. Python can be used to build websites, develop software, conduct data analysis, and automate tasks using artificial intelligence (AI) and machine learning. 

Machine learning enables computer systems to automatically learn and adapt without manual input. The system does this by using statistical models and algorithms to detect patterns in data. Python’s libraries and frameworks, along with the coding language’s platform independence, popularity and community, concise and readable code, flexibility, and consistency, make it a perfect fit for machine learning. 

Read more about what Python is and why you should learn it for machine learning.

What Can You Do with Python for Machine Learning?

Python is a general-purpose programming language that you can use to create data visualizations, write programs for machine learning, analyze data, make file directories, build apps, and more. Because of its many applications in using and managing data, Data Scientists must have a thorough knowledge of Python programming and its uses. 

Python for machine learning is used to personalize and improve user experiences. Machine learning can automate customer support, detect fraudulent transactions, recommend products, refine search engine results, automate translation, recommend music, and predict the effectiveness of drug treatments. There are countless uses for machine learning and demand is only increasing, making now an opportune time to learn Python for machine learning.

Free Videos

You can find free videos about Python, machine learning, data science, and data analytics on sites like YouTube. Introductory videos can provide a high-level overview of a topic. Video tutorials can show you how to put these skills to use with step-by-step instructions you can follow along with. Videos also work well for visual and auditory learners. You can take screenshots of visuals you wish to reference later and can repeat lessons to see and hear the information again. You can also pause videos, replay them, and bookmark them for later, allowing you to reference them when needed and learn at your own pace. 

Before learning Python for machine learning, you must first master Python programming fundamentals. Noble Desktop’s Intro to Python Fundamentals is a free video course introducing some essential Python programming basics. This video is an excellent starting point if you want to learn more about coding with Python.

Free Online Courses and Tutorials

You can find some free online courses for Python, machine learning, and related topics. Many of these videos offer introductory information on a topic. Udemy offers free classes on introductory and intermediate Python skills as well as Python libraries for machine learning. Coursera also offers a free course for those interested in learning Python. Noble Desktop offers free Python classes and tutorials including Intro to Python Fundamentals and Exchanging Excel for Python.

Free Learning Guides

Python is an open-source programming language, meaning that the tool and its documentation are free for the public to use. The nonprofit Python Software Foundation offers a free beginner’s guide for those interested in learning Python programming. This guide outlines how to download and install the latest version of Python, how to try some simple experiments with Python, where to find related tools and other resources for new and experienced coders. You will also find links to Python documentation, quizzes and exercises, cheat sheets, and links for those looking to contribute to this open-source programming language. You can also navigate to other parts of the beginner’s guide through the links outlined on the site.

Free Trials

Although most Python resources are free, Python classes and workshops often require tuition or a paid subscription to a learning platform. A free trial can provide the means to complete short classes for free and explore the kinds of classes you want to take. You can explore classes for machine learning, Python, data science fundamentals, and more. Learning platforms offer free trials that allow you to complete a short course without paying, or explore the available classes to see if you wish to continue with the subscription. Udemy, Skillshare, LinkedIn Learning, and Coursera all offer free trial periods that let you explore what each platform offers.

Free Documentation

Python has been in use since 1991, so has over 30 years of documentation available. The Python Software Foundation, a nonprofit organization that maintains the rights to Python and oversees its improvements and use, has an entire section of its website dedicated to Python documentation. The documentation section of the Python Software Foundation’s website is helpfully organized, sorting documentation into sections based on experience level. There are sections for beginners, moderate users, and advanced users. You can also find a general documentation section and resources specific to the latest version of Python. 

Free Communities

Python is an incredibly popular programming language and enjoys an active developer community. The Python Software Foundation sends out a weekly email newsletter to those who subscribe, hosts a Python Developers Community on LinkedIn, as well as communities on Slack, Discord, and other channels. These communities can help beginners learn best practices and discover the many uses of the Python programming language. Even moderate and advanced users can learn from other Python programming users through these communities.

Other Free Resources

If you want to find more information about Python programming, data science, data analytics, machine learning, and more, Noble Desktop’s free learning resources bring helpful information on topics together in one place. The Python for Machine Learning Resources provides an overview of the topic, valuable information for beginners and those looking to further their Python for machine learning skills, and more. You can find free classes, on-demand classes, live online classes, and in-person classes. Learn about the advantages of these different training methods and compare course offerings in one place. You can explore classes dedicated to Python for machine learning, discover where you can learn prerequisite knowledge like Python programming fundamentals, learn about careers that use Python, and discover resources and classes for data science and data analytics. 

Key Insights

• Python can open doors to data science and analytics careers, but if you are not ready to commit to a paid class, you can start exploring Python for machine learning for free.
• Free resources include videos, on-demand classes, recorded webinars, documentation, guides, developer communities, free trials, and more.
• You can find free videos on Python programming, machine learning, and other data science skills on sites like YouTube.
• Udemy, Coursera, and other on-demand class platforms offer some entirely free classes.
• Through free trials, you can also explore paid classes on Udemy, Coursera, LinkedIn Learning, and Skillshare.
• Noble Desktop’s free learning resources offer a wealth of resources on subjects including Python for machine learning. 

Learn Python for Machine Learning with Hands-on Training at Noble Desktop

Noble Desktop offers instructor-led courses that provide hands-on experience using Python for machine learning. You can take a specialized course such as the Python for Machine Learning course or learn this skill through the Data Science Certificate program. 

The Python for Machine Learning course requires students to have a strong foundation in Python programming and its data science libraries NumPy and Pandas prior to enrollment. If you do not have previous experience with Python programming, you can satisfy this prerequisite by first taking Noble’s Python for Data Science Bootcamp.

If you want to learn Python for machine learning as part of a broader curriculum, especially if you want to launch a new career in data science, the Data Science Certificate program covers essential skills in a single program. This program includes small classes, 1-on-1 mentoring, setup assistance, a free retake, flexible payment options, hands-on experience, and job search assistance.

Explore live online Python for machine learning classes that connect you to expert instructors for real-time feedback and guidance.