{"id":3889,"date":"2021-05-21T17:52:03","date_gmt":"2021-05-21T12:22:03","guid":{"rendered":"https:\/\/blog.guvi.in\/?p=3889"},"modified":"2025-10-27T15:42:35","modified_gmt":"2025-10-27T10:12:35","slug":"how-to-setup-a-python-environment-for-machine-learning","status":"publish","type":"post","link":"https:\/\/www.guvi.in\/blog\/how-to-setup-a-python-environment-for-machine-learning\/","title":{"rendered":"How to Setup a Python Environment for Machine Learning?"},"content":{"rendered":"\n

Are you struggling to set up a Python environment for Machine Learning? By the way, Python is an exciting programming language. <\/a>But installing it can be a bit tricky for beginners sometimes. <\/p>\n

\"Virtual<\/p><\/p>\n\n\n\n

So here is the guide to you along the way.<\/p>\n\n\n\n

The Tools you need to run Python Code<\/strong><\/h2>\n\n\n\n

Before installation of python and setup of python Environment, let\u2019s see the python tools, which are used to run python code.<\/p>\n\n\n\n

The following tools are used to run python code.<\/p>\n\n\n\n

    \n
  1. Python Tool<\/strong><\/a><\/li>\n\n\n\n
  2. Visual Studio<\/strong><\/a><\/li>\n\n\n\n
  3. PyCharm<\/strong><\/a><\/li>\n\n\n\n
  4. Sublime Text Editor<\/strong><\/a><\/li>\n\n\n\n
  5. Anaconda<\/strong><\/a><\/li>\n\n\n\n
  6. Miniconda<\/strong><\/a> <\/strong><\/li>\n\n\n\n
  7. Jupyter Notebook <\/strong><\/a><\/li>\n<\/ol>\n\n\n\n

    You can easily download any of the above from the above-mentioned links. Just install it directly by double-clicking on the downloaded setup. And then follow the instruction up to the finish button.<\/p>\n\n\n\n

    You can use any of the above to write and run a Python script. However, for Data Analysis<\/strong>, Machine Learning programming, <\/strong>and Deep Learning<\/strong> programming, we have to use Anaconda or Miniconda <\/strong>because <\/p>\n\n\n\n

      \n
    1. Firstly, it can be difficult to set up a python machine learning environment on some platforms. <\/li>\n\n\n\n
    2. And secondly, if we need to install a python tool and then install other necessary packages. This can be a confusing task for a beginner user.<\/li>\n<\/ol>\n\n\n\n

      Make sure you understand machine learning fundamentals like Python, SQL, deep learning, data cleaning, and cloud services before we explore them in the next section. Consider joining\u00a0HCL GUVI\u2019s Artificial Intelligence & Machine Learning Course<\/a>, which covers tools like Pyspark API, Natural Language Processing, and many more and helps you get hands-on experience by building real-time projects.<\/em><\/strong><\/p>\n\n\n\n

      Additionally, to better understand Python, consider enrolling in\u00a0HCL GUVI\u2019s Python course<\/a>\u00a0to help you with the fundamentals of this widely used programming language<\/em><\/strong>.<\/p>\n\n\n\n

      Which is better for your computer? Miniconda or Anaconda<\/strong><\/h2>\n\n\n\n

      Before we start the setup of Miniconda or Anaconda, you have to first understand what would be a good choice for your computer?<\/p>\n