{"id":830,"date":"2019-03-11T12:32:54","date_gmt":"2019-03-11T12:32:54","guid":{"rendered":"https:\/\/djangostars.com\/blog\/?p=830"},"modified":"2025-12-11T12:44:52","modified_gmt":"2025-12-11T12:44:52","slug":"why-python-is-good-for-artificial-intelligence-and-machine-learning","status":"publish","type":"post","link":"https:\/\/djangostars.com\/blog\/why-python-is-good-for-artificial-intelligence-and-machine-learning\/","title":{"rendered":"8 Reasons Why Python is Good for AI and ML"},"content":{"rendered":"<p>Artificial Intelligence and Machine Learning are the new black of the IT industry. While discussions over safety of its development keep escalating, <a href=\"https:\/\/djangostars.com\/services\/ai-ml-development\/\">custom AI\/ML development services<\/a> expand abilities and capacity of artificial intellect. Today Artificial Intelligence went far beyond science fiction idea. If you are wondering if is python good for AI you just have to know that AI has become the necessity. Being widely used for processing and analyzing huge volumes of data, AI helps to handle the work that cannot be done manually anymore because of its significantly\u00a0 increased volumes and intensity.<\/p>\n<p>For instance, AI is applied in analytics to build predictions that can help people create strong strategies and look for more effective solutions.\u00a0FinTech applies AI in investment platforms to do market research and predict where to invest funds for bigger profits. The traveling industry uses AI to deliver personalized suggestions or launch chatbots, plus enhance the overall user experience. These examples show that AI and ML are used\u00a0 process loads of data to offer better user experinece, more personal and accurate one.<\/p>\n<p>In this article we will show you why Python is used in artificial intelligence and machine learning and why Python is good for machine learning and AI. And if you have ideas for the implementation of projects with AI or ML, but you need help in their implementation, you can immediately <a href=\"https:\/\/djangostars.com\/get-in-touch\/\">contact us<\/a> for additional advice.<br \/>\n<div class=\"info_box_shortcode_holder\" style=\"background-image: url(https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2023\/08\/Fintech_1.png)\">\n    <div class=\"info_box_label\">\n    Industry\n    <\/div>\n    <div class=\"info_box_logo\">\n    \n    <\/div>\n    \n    <div class=\"info_box_title font_size_\">\n   <span class=\"info_box_title_inner\">Ready to turn your fintech vision into a high-impact product?<\/span>\n    <\/div>\n    <div class=\"info_box_link\">\n        <a href=\"https:\/\/djangostars.com\/industries\/fintech\/\" target=\"_blank\" >\n            <span>Explore our custom fintech software development services<\/span>\n            <div class=\"button_animated\">\n                <svg width=\"24\" height=\"12\" viewBox=\"0 0 24 12\" fill=\"none\"\n                     xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                    <path d=\"M23.725 5.33638C23.7248 5.3361 23.7245 5.33577 23.7242 5.33549L18.8256 0.460497C18.4586 0.0952939 17.865 0.096653 17.4997 0.463684C17.1345 0.830668 17.1359 1.42425 17.5028 1.7895L20.7918 5.06249H0.9375C0.419719 5.06249 0 5.48221 0 5.99999C0 6.51777 0.419719 6.93749 0.9375 6.93749H20.7917L17.5029 10.2105C17.1359 10.5757 17.1345 11.1693 17.4998 11.5363C17.865 11.9034 18.4587 11.9046 18.8256 11.5395L23.7242 6.66449C23.7245 6.66421 23.7248 6.66388 23.7251 6.6636C24.0923 6.29713 24.0911 5.70163 23.725 5.33638Z\"\n                          fill=\"#282828\"><\/path>\n                <\/svg>\n                <div class=\"shape\"><\/div>\n            <\/div>\n        <\/a>\n    <\/div>\n<\/div><\/p>\n<h2>How AI and ML Form Technologies of the Future<\/h2>\n<p>Today, with the expansion of volumes and complexity of data, AI and ML are used for its processing and analysis. To be fair, the human brain can analyze large amounts of data, but this ability is limited by the volume of data it can absorb at any moment. Artificial intelligence is free from this limitation. More accurate predictions and insights delivered by AI improve business efficiency, lower production cost and increase productivity. No wonder that many industries apply AI and ML to improve performance and propel the product development.<br \/>\n<img decoding=\"async\" class=\"alignnone size-full wp-image-8033\" src=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-Ways-of-ML-and-AI-Use-in-Different-Industries.png\" alt=\"AI and ML Use Examples\" width=\"1440\" height=\"1568\" srcset=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-Ways-of-ML-and-AI-Use-in-Different-Industries.png 1440w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-Ways-of-ML-and-AI-Use-in-Different-Industries-276x300.png 276w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-Ways-of-ML-and-AI-Use-in-Different-Industries-940x1024.png 940w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-Ways-of-ML-and-AI-Use-in-Different-Industries-768x836.png 768w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-Ways-of-ML-and-AI-Use-in-Different-Industries-1411x1536.png 1411w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-Ways-of-ML-and-AI-Use-in-Different-Industries-138x150.png 138w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><br \/>\nAccording to <a href=\"https:\/\/www2.deloitte.com\/us\/en\/insights\/focus\/tech-trends.html\">Deloitte <\/a>research, AI-fueled companies are the latest trend in the technological transformation aimed at improvement of productivity. That is also proved by their prediction that within the next 24 months the number of companies that will use AI in their products and processes to achieve greater efficiency and strategic goals will likely increase. To put it short, AI helps doing better work with fewer efforts. These advancements enable\u00a0<a href=\"https:\/\/djangostars.com\/blog\/ai-driven-decision-making\/\">AI-powered decision making<\/a>, guiding strategies based on real-time insights and predictive analytics.<br \/>\n<img decoding=\"async\" class=\"alignnone size-full wp-image-8032\" src=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-Top-5-Benefits-of-AI.png\" alt=\"Top 5 AI Benefits\" width=\"1440\" height=\"1236\" srcset=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-Top-5-Benefits-of-AI.png 1440w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-Top-5-Benefits-of-AI-300x258.png 300w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-Top-5-Benefits-of-AI-1024x879.png 1024w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-Top-5-Benefits-of-AI-768x659.png 768w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-Top-5-Benefits-of-AI-175x150.png 175w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><br \/>\nGiven the listed advantages of AI usage, more and more companies are eager to use it. However, AI is a two-way street &#8211; being used for optimization of the analytic process it is not the easiest technology to develop. Due to huge volumes of data to be analyzed, the AI product has to be able to handle the high-loaded process effectively and does not take too much time for that. To make it work properly, the appropriate language has to be chosen for its development. The one that will not be too complex in terms of syntax, will be able to handle sophisticated processes and is easy to support.<\/p>\n<h2>Python for AI and ML: The Best Programming Language<\/h2>\n<p>As AI and ML are being applied across various channels and industries, big corporations invest in these fields, and the demand for experts in ML and AI grows accordingly. Jean Francois Puget, from IBM\u2019s machine learning department, expressed his opinion that Python is the most popular language for AI and ML and based it on a trend search results on indeed.com.<br \/>\n<img decoding=\"async\" class=\"alignnone size-full wp-image-8030\" src=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/Python-is-the-most-popular-language-for-AI-and-ML.png\" alt=\"Python is the most popular language for AI and ML\" width=\"1440\" height=\"924\" srcset=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/Python-is-the-most-popular-language-for-AI-and-ML.png 1440w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/Python-is-the-most-popular-language-for-AI-and-ML-300x193.png 300w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/Python-is-the-most-popular-language-for-AI-and-ML-1024x657.png 1024w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/Python-is-the-most-popular-language-for-AI-and-ML-768x493.png 768w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/Python-is-the-most-popular-language-for-AI-and-ML-234x150.png 234w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><br \/>\nAccording to the graph from Francois Puget, Python programming for AI and ML is the major code language.<\/p>\n<p>We have conducted some research on Python\u2019s strong sides and found out why you should opt in for Python when bringing your AI and ML projects to life. So, let\u2019s check some benefits of using Python for artificial intelligence and machine learning.<\/p>\n<h3>1. A great library ecosystem<\/h3>\n<p>A great choice of libraries is one of the main reasons Python is the most popular programming language used for AI. A library is a module or a group of modules published by different sources like <a href=\"https:\/\/pypi.org\/\">PyPi<\/a> which include a pre-written piece of code that allows users to reach some functionality or perform different actions. Python libraries provide base level items so developers don\u2019t have to code them from the very beginning every time.<\/p>\n<p>ML requires continuous data processing, and Python\u2019s libraries let you access, handle and transform data. These are some of the most widespread libraries you can use in Python for ML and AI:<\/p>\n<ul>\n<li><a href=\"https:\/\/scikit-learn.org\/stable\/user_guide.html\">Scikit-learn<\/a> for handling basic ML algorithms like clustering, linear and logistic regressions, regression, classification, and others.<\/li>\n<li><a href=\"https:\/\/pandas.pydata.org\/\">Pandas<\/a> for high-level data structures and analysis. It allows merging and filtering of data, as well as gathering it from other external sources like Excel, for instance.<\/li>\n<li><a href=\"https:\/\/keras.io\/\">Keras<\/a> for deep learning. It allows fast calculations and prototyping, as it uses the GPU in addition to the CPU of the computer.<\/li>\n<li><a href=\"https:\/\/www.tensorflow.org\/\">TensorFlow<\/a> for working with deep learning by setting up, training, and utilizing artificial neural networks with massive datasets.<\/li>\n<li><a href=\"https:\/\/matplotlib.org\/tutorials\/index.html\">Matplotlib<\/a> for creating 2D plots, histograms, charts, and other forms of visualization.<\/li>\n<li><a href=\"https:\/\/www.nltk.org\/\">NLTK <\/a>for working with computational linguistics, natural language recognition, and processing.<\/li>\n<li><a href=\"https:\/\/scikit-image.org\/\">Scikit-image<\/a> for image processing.<\/li>\n<li><strong>PyBrain<\/strong> for neural networks, unsupervised and reinforcement learning.<\/li>\n<li><a href=\"http:\/\/caffe.berkeleyvision.org\/\">Caffe<\/a> for deep learning that allows switching between the CPU and the GPU and processing 60+ mln images a day using a single NVIDIA K40 GPU.<\/li>\n<li><a href=\"https:\/\/www.statsmodels.org\/devel\/\">StatsModels<\/a> for statistical algorithms and data exploration.<\/li>\n<\/ul>\n<p>In the <a href=\"https:\/\/pypi.org\/\">PyPI repository<\/a>, you can discover and compare more Python libraries.<\/p>\n<h3>2. A low entry barrier<\/h3>\n<p>Working in the ML and AI industry means dealing with a bunch of data that you need to process in the most convenient and effective way. The low entry barrier allows more data scientists to quickly pick up Python and start using Python for AI development without wasting too much effort on learning the language.<\/p>\n<p>Python programming language resembles the everyday English language, and that makes the process of learning easier. Its simple syntax allows you to comfortably work with complex systems, ensuring \u0441lear relations between the system elements. That&#8217;s why using Python for AI is justified, it&#8217;s all about simplicity.<\/p>\n<p>For instance, this code is written in attempt to find out if an input number is prime.<\/p>\n<p>Here\u2019s the view of the code:<\/p>\n<pre><code class=\"language- language bash\">\r\ntest_number = 407  # our example is not a prime number\r\n# prime numbers are greater than 1\r\nif test_number &gt; 1:\r\n    # check for factors\r\n    number_list = range(2, test_number)\r\n    for number in number_list:\r\n        number_of_parts = test_number \/ number\r\n        print(f\"{test_number} is not a prime number\")\r\n        print(f\"{number} times {number_of_parts} is {test_number}\")\r\n        break\r\n    else:\r\n        print(f\"{test_number} is a prime number\")\r\nelse:\r\n    print(f\"{test_number} is not a prime number\")\r\n<code><\/code><\/code><\/pre>\n<p>And as you may see in the last row, the result of this code is that the test number is not a prime one. To put it bluntly, an English-speaking person could easily understand the meaning of the code, as it uses simple English words.<\/p>\n<p>In addition to this, there\u2019s a lot of documentation available, and Python\u2019s community is always there to help out and give advice.<\/p>\n<h3>3. Flexibility<\/h3>\n<p>Python for machine learning is a great choice, as this language is very flexible:<\/p>\n<ul>\n<li>It offers an option to choose either to use OOPs or scripting.<\/li>\n<li>There\u2019s also no need to recompile the source code, Python developers can implement any changes and quickly see the results.<\/li>\n<li>Programmers can combine Python and other languages to reach their goals.<\/li>\n<\/ul>\n<p>Moreover, flexibility allows developers choose the programming styles which they are fully comfortable with or even combine these styles to solve different types of problems in the most efficient way.<\/p>\n<ul>\n<li><b>The imperative style<\/b> consists of commands that describe how a computer should perform these commands. With this style, you define the sequence of computations which happen like a change of the program state.<\/li>\n<li><b>The functional style<\/b> is also called declarative because it declares what operations should be performed. It doesn\u2019t consider the program state, compared to the imperative style, it declares statements in the form of mathematical equations.<\/li>\n<li><b>The object-oriented style<\/b> is based on two concepts: class and object, where similar objects form classes. This style is not fully supported by Python, as it can\u2019t fully perform encapsulation, but developers can still use this style to a finite degree.<\/li>\n<li><b>The procedural style<\/b> is the most common among beginners, as it proceeds tasks in a step-by-step format. It\u2019s often used for sequencing, iteration, modularization, and selection.<\/li>\n<\/ul>\n<p>The flexibility factor decreases the possibility of errors, as programmers have a chance to take the situation under control and work in a comfortable environment.<\/p>\n<h3>4. Platform independence<\/h3>\n<p>The next advantage of python for AI and ML development is platform independence. Python is not only comfortable to use and easy to learn but also very versatile. What we mean is that Python for machine learning development can run on any platform including Windows, MacOS, Linux, Unix, and twenty-one others. To transfer the process from one platform to another, developers need to implement several small-scale changes and modify some lines of code to create an executable form of code for the chosen platform. Developers can use packages like <a href=\"https:\/\/pypi.org\/project\/pyinstaller\/\">PyInstaller<\/a> to prepare their code for running on different platforms.<\/p>\n<p>Again, this saves time and money for tests on various platforms and makes the overall process more simple and convenient.<\/p>\n<h3>5. Readability<\/h3>\n<p>Python is very easy to read so every Python developer can understand the code of their peers and change, copy or share it. There\u2019s no confusion, errors or conflicting paradigms, and this leads to more a efficient exchange of algorithms, ideas, and tools between AI and ML professionals.<\/p>\n<p>There are also tools like <a href=\"https:\/\/ipython.org\/\">IPython<\/a> available, which is an interactive shell that provides extra features like testing, debugging, tab-completion, and others, and facilitates the work process.<br \/>\n<img decoding=\"async\" class=\"alignnone size-full wp-image-8036\" src=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-development-services-IPython.png\" alt=\"AI development services - IPython\" width=\"1440\" height=\"1056\" srcset=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-development-services-IPython.png 1440w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-development-services-IPython-300x220.png 300w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-development-services-IPython-1024x751.png 1024w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-development-services-IPython-768x563.png 768w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-development-services-IPython-205x150.png 205w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><\/p>\n<h3>6. Good visualization options<\/h3>\n<p>We\u2019ve already mentioned that Python offers a variety of libraries, and some of them are great visualization tools. However, for AI developers, it\u2019s important to highlight that in artificial intelligence, deep learning, and machine learning, it\u2019s vital to be able to represent data in a human-readable format.<\/p>\n<p>Libraries like <a href=\"https:\/\/matplotlib.org\/\">Matplotlib<\/a> allow data scientists to build charts, histograms, and plots for better data comprehension, effective presentation, and visualization. Different application programming interfaces also simplify the visualization process and make it easier to create clear reports.<\/p>\n<h3>7. Community support<\/h3>\n<p>It\u2019s always very helpful when there\u2019s strong community support built around the programming language. Python is an open-source language which means that there\u2019s a bunch of resources open for programmers starting from beginners and ending with pros.<\/p>\n<p>A lot of Python documentation is available online as well as in Python communities and forums, where programmers and machine learning developers discuss errors, solve problems, and help each other out.<\/p>\n<p>Python programming language is absolutely free as is the variety of useful libraries and tools.<\/p>\n<h3>8. Growing popularity<\/h3>\n<p>As a result of the advantages discussed above, Python is becoming more and more popular among data scientists. <a href=\"https:\/\/stackoverflow.blog\/2017\/09\/06\/incredible-growth-python\/\">According to StackOverflow<\/a>, the popularity of Python is predicted to grow until 2020, at least.<\/p>\n<p>This means it&#8217;s easier to search for developers and replace team players if required. Also, the cost of their work may be not as high as when using a less popular programming language.<br \/>\n<img decoding=\"async\" class=\"alignnone size-full wp-image-8031\" src=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-popularity-of-Python.png\" alt=\"The popularity of Python\" width=\"1440\" height=\"1220\" srcset=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-popularity-of-Python.png 1440w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-popularity-of-Python-300x254.png 300w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-popularity-of-Python-1024x868.png 1024w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-popularity-of-Python-768x651.png 768w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/The-popularity-of-Python-177x150.png 177w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><\/p>\n<h2>Python Use Cases for AI and ML<\/h2>\n<p>Well, let&#8217;s look at how Python is used in artificial intelligence and machine learning.<\/p>\n<p>Python offers many features that are helpful for AI and ML in particular, and that makes it the best language for these purposes. No wonder that various industries use Python for predictions and other machine learning tasks.<\/p>\n<p>Let\u2019s take a closer look at some examples in:<\/p>\n<ul>\n<li>Travel;<\/li>\n<li>Fintech;<\/li>\n<li>Transportation;<\/li>\n<li>Healthcare.<\/li>\n<\/ul>\n<h3>Travel<\/h3>\n<p>Another case of how Python is used in AI and <a href=\"https:\/\/djangostars.com\/blog\/machine-learning-in-travel-industry\/\">machine learning in travel industry<\/a>. For example, travel industry giant Skyscanner used a Python unsupervised ML algorithm to predict the behavior of new airplane routes. They compared thousands of origins and destinations, evaluating each one of them with 30 different criteria to define the demand of passengers. Their results are displayed on a <a href=\"https:\/\/www.partners.skyscanner.net\/how-ai-can-better-support-airlines-in-their-fleet-developments\/thought-leadership?AID=13018000&amp;PID=6361382&amp;SID=trd-1420779728595016236&amp;associateid=AFF_TRA_00014_00001&amp;utm_source=commission+junction&amp;utm_medium=affiliate&amp;utm_campaign=uk-travel-3486349-6361382&amp;utm_content=uk-travel-13018000&amp;_tck=b\/fqwn9l6MTFqFPLF1\/8ilVE0fESuLlDT8coKepLQog\">dashboard<\/a>, where you can choose any origin city to see the groups of destinations numbered from 0 to 9 and their characteristics.<br \/>\n<img decoding=\"async\" class=\"alignnone size-full wp-image-8037\" src=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-implementation-in-the-traveling-industry.png\" alt=\"AI implementation in the travel industry\" width=\"1440\" height=\"862\" srcset=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-implementation-in-the-traveling-industry.png 1440w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-implementation-in-the-traveling-industry-300x180.png 300w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-implementation-in-the-traveling-industry-1024x613.png 1024w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-implementation-in-the-traveling-industry-768x460.png 768w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-implementation-in-the-traveling-industry-250x150.png 250w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><br \/>\nSuch an example of AI implementation in the traveling industry is extremely helpful for suggesting destinations to the users, assisting the creation of marketing budgets , as well as setting an initial price for new routes.<\/p>\n<h3>Fintech<\/h3>\n<p>AI used in financial services helps to solve problems connected with risk management, fraud prevention, personalized banking, automation, and other tools which help to provide a high-quality financial service to the users. It\u2019s predicted that AI in fintech could <a href=\"https:\/\/www.autonomous.com\/\">reduce operating costs by 22%<\/a> by 2030, resulting in an impressive $1 trillion.<br \/>\n<img decoding=\"async\" class=\"alignnone size-full wp-image-8028\" src=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-in-fintech.png\" alt=\"AI in fintech\" width=\"1440\" height=\"1024\" srcset=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-in-fintech.png 1440w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-in-fintech-300x213.png 300w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-in-fintech-1024x728.png 1024w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-in-fintech-768x546.png 768w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-in-fintech-211x150.png 211w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><br \/>\nSome successful examples of online banking software built on Python are Venmo, <a href=\"https:\/\/www.affirm.com\/\">Affirm<\/a> or <a href=\"https:\/\/robinhood.com\/us\/en\/\">Robinhood<\/a>. These services not only allow users to make and control their payments and purchases but they also create a social network inside the software, so people can stay connected.<\/p>\n<p>When it comes to cryptocurrency, Python is used to build solutions like <a href=\"https:\/\/www.anaconda.com\/\">Anaconda<\/a> to effectively analyze the market, make predictions and visualize data.<\/p>\n<h3>Transportation<\/h3>\n<p>Perhaps one of the most successful examples of using Python in AI and ML. Uber developed an ML platform <a href=\"https:\/\/eng.uber.com\/michelangelo-pyml\/\">Michelangelo PyML<\/a> using Python. They use it for online and offline predictions solving day-to-day tasks. The Michelangelo PyML is the extension of the initial Michelangelo product which was scalable but not flexible enough. Now, users can validate models with PyML and then replicate them in Michelangelo for full efficiency and scalability.<br \/>\n<img decoding=\"async\" class=\"alignnone size-full wp-image-8029\" src=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/ML-platform.png\" alt=\"ML platform\" width=\"1440\" height=\"1056\" srcset=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/ML-platform.png 1440w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/ML-platform-300x220.png 300w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/ML-platform-1024x751.png 1024w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/ML-platform-768x563.png 768w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/ML-platform-205x150.png 205w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><\/p>\n<h3>Healthcare<\/h3>\n<p>AI is reshaping the healthcare industry by helping to predict and scan diseases, detect injuries, and help people maintain good health even on a day-to-day basis with easy-to-use mobile<!-- applications.--> applications made with Python.<\/p>\n<p>There are many great AI based projects in the industry. For example, <a href=\"https:\/\/fathomhealth.com\/\">Fathom<\/a> is a natural language processing system which is made to analyze electronic health records, and their mission is \u201cto automate medical coding.\u201d Their leaders have come from companies like Google, Amazon, Facebook or the universities of Stanford and Harvard.<\/p>\n<p><a href=\"https:\/\/aicure.com\/\">AiCure<\/a> is another startup focused on making sure that patients take the right medications at the right time. For that purpose, they use technologies like face recognition, pill recognition, and action recognition. The application is also able to analyze the patient\u2019s state and understand if the treatment is working. They use IMA which is an interactive medical assistant that can gather clinically significant data which then can be analyzed by the software.<br \/>\n<img decoding=\"async\" class=\"alignnone size-full wp-image-8035\" src=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-development-services-AiCure.png\" alt=\"AI development services - AiCure\" width=\"1440\" height=\"810\" srcset=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-development-services-AiCure.png 1440w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-development-services-AiCure-300x169.png 300w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-development-services-AiCure-1024x576.png 1024w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-development-services-AiCure-768x432.png 768w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/AI-development-services-AiCure-250x141.png 250w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><br \/>\nGrowing popularity leads to growing demand for Python programmers inside the data science community, and it\u2019s a wise choice to choose a language that\u2019s in high demand, as, in the future, it will allow even more functionality.<\/p>\n<h2>Python for Machine Learning: Useful Open Source Projects<\/h2>\n<p>The open-source nature of Python allows any AI development company to share their achievements with the community. If you\u2019ve made up your mind and decided to learn Python, or want to use this language for your AI projects, here\u2019s a list of useful opensource projects for you to begin with:<\/p>\n<ul>\n<li><a href=\"https:\/\/opencog.org\/\">OpenCog Foundation<br \/>\n<\/a>OpenCog is \u201cbuilding better minds together\u201d by putting effort into creating the Artificial General Intelligence (AGI) with human capacities. It was founded in 2011, and, now, it\u2019s used at the SingularityNET project, as well as at the Hanson Robotics delivering intelligence to the Sofia and other robots.<\/li>\n<li><a href=\"https:\/\/ai.uni-bremen.de\/\">Institute for Artificial Intelligence<br \/>\n<\/a>The Institute of Artificial Intelligence is a part of the Faculty of Computer Science at the University of Bremen. It conducts research on AI and holds different workshops and events which help move the AI technologies forward, involving more young people into the sphere and educating them, while also supporting existing AI-powered projects and companies.<\/li>\n<li><a href=\"https:\/\/zulip.com\/\">Zulip<br \/>\n<\/a>It\u2019s the \u201cworld\u2019s most productive team chat\u201d that allows the processing of thousands of real-time messages a day. Fortune 500 companies and other large and open source projects use Zulip, which offers clear organization, asynchronous communication, and other great advantages that are useful for teams.<\/li>\n<li><a href=\"https:\/\/magenta.tensorflow.org\/\">Magenta<br \/>\n<\/a>Magenta is a Python library and a research project, the biggest goal of which is to make music and art using AI. It works on image, songs, drawings generation and lets artists explore new ways of creating.<\/li>\n<li><a href=\"https:\/\/www.mailpile.is\/\">MailPile<br \/>\n<\/a>MailPile is an innovative email client that focuses on safe and private communication. It\u2019s a project that tries to answer a question: &#8220;How can I protect my privacy online?&#8221; It\u2019s fast, has no ads and comes with a powerful search function as well as privacy and encryption.<\/li>\n<\/ul>\n<h2>DjangoStars\u2019 Experience in Using Python for AI and ML<\/h2>\n<p>Our team has decisive experience in developing artificial intelligence and machine learning tools for businesses in various industries worldwide. We\u2019ve designed AI-powered Python-based solutions for companies in multiple industries: healthcare, EdTech, real estate, and many others.<\/p>\n<p>For example, meet <a href=\"https:\/\/djangostars.com\/case-studies\/illumidesk\/\">Illumidesk<\/a>. It\u2019s a US-based EdTech platform meant to teach data-driven studies more effectively. With the help of AI-powered technologies, we\u2019ve developed a scalable and feature-rich system that is among the market leaders now.<br \/>\n<div class=\"info_box_shortcode_holder\" style=\"background-image: url(https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/02\/Illumidesk.png)\">\n    <div class=\"info_box_label\">\n    Case Studies\n    <\/div>\n    <div class=\"info_box_logo\">\n    <img decoding=\"async\" src=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/02\/logo-Illumidesk.png\" alt=\"logo\">\n    <\/div>\n    \n    <div class=\"info_box_title font_size_\">\n   <span class=\"info_box_title_inner\">AI-empowered U.S. edtech platform for teaching data-driven subjects.<\/span>\n    <\/div>\n    <div class=\"info_box_link\">\n        <a href=\"https:\/\/djangostars.com\/case-studies\/illumidesk\/\" target=\"_blank\" >\n            <span>Explore<\/span>\n            <div class=\"button_animated\">\n                <svg width=\"24\" height=\"12\" viewBox=\"0 0 24 12\" fill=\"none\"\n                     xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                    <path d=\"M23.725 5.33638C23.7248 5.3361 23.7245 5.33577 23.7242 5.33549L18.8256 0.460497C18.4586 0.0952939 17.865 0.096653 17.4997 0.463684C17.1345 0.830668 17.1359 1.42425 17.5028 1.7895L20.7918 5.06249H0.9375C0.419719 5.06249 0 5.48221 0 5.99999C0 6.51777 0.419719 6.93749 0.9375 6.93749H20.7917L17.5029 10.2105C17.1359 10.5757 17.1345 11.1693 17.4998 11.5363C17.865 11.9034 18.4587 11.9046 18.8256 11.5395L23.7242 6.66449C23.7245 6.66421 23.7248 6.66388 23.7251 6.6636C24.0923 6.29713 24.0911 5.70163 23.725 5.33638Z\"\n                          fill=\"#282828\"><\/path>\n                <\/svg>\n                <div class=\"shape\"><\/div>\n            <\/div>\n        <\/a>\n    <\/div>\n<\/div><\/p>\n<h2>Summing It Up<\/h2>\n<p>AI and ML are fast-growing and universal technologies that let scientists resolve real-life dilemmas and come up with clever solutions. The reason why Python is used for AI is due to the following advantages:<!-- The reason why many of them consider <a href=\"https:\/\/djangostars.com\/blog\/python-best-programming-language-for-startup\/\">Python the perfect programming language<\/a> for AI is due to the following advantages:\n<img decoding=\"async\" class=\"alignnone size-full wp-image-847\" src=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2019\/03\/IMG_8_1.png\" alt=\"python is good for ai and ml\" width=\"1949\" height=\"2092\" \/>--><br \/>\n<img decoding=\"async\" class=\"alignnone size-full wp-image-8034\" src=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/8-Reasons-Why-Python-is-Good-for-AI-and-ML.png\" alt=\"8 Reasons Why Python is Good for AI and ML\" width=\"1440\" height=\"1196\" srcset=\"https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/8-Reasons-Why-Python-is-Good-for-AI-and-ML.png 1440w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/8-Reasons-Why-Python-is-Good-for-AI-and-ML-300x249.png 300w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/8-Reasons-Why-Python-is-Good-for-AI-and-ML-1024x850.png 1024w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/8-Reasons-Why-Python-is-Good-for-AI-and-ML-768x638.png 768w, https:\/\/djangostars.com\/blog\/wp-content\/uploads\/2024\/07\/8-Reasons-Why-Python-is-Good-for-AI-and-ML-181x150.png 181w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><br \/>\nSo, we have seen that the role of Python in machine learning, AI, and data science is really very strong. That is why Python and artificial intelligence are so popular in combination with each other.<\/p>\n<p><strong>Contact our development team if you are considering using Python for ML and AI in your product.<\/strong><div class=\"lead-form-wrapper lets_disqus\">\n    <div class=\"lead-form transparent-footer\">\n        <p class=\"discuss-title paragraph-discuss col-md-12\">Have an idea? 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This programming language is handy for developing AI that helps analyze large amounts of data and provide more accurate predictions and insights to improve business efficiency, lower production costs, and increase productivity. <\/dd>\n\t\t\t<\/dl><dl>\n\t\t\t\t<dt>Is Python is used for machine learning better than Java? \n\t\t\t\t<div class=\"cross\">\n\t\t\t\t<span><\/span>\n\t\t\t\t<span><\/span>\n\t\t\t\t<\/div>\n\t\t\t\t<\/dt>\n\t\t\t\t<dd>Python is the major code language for AI and ML. It surpasses Java in popularity and has many advantages, such as a great library ecosystem, Good visualization options, A low entry barrier, Community support, Flexibility, Readability, and Platform independence. The StackOverflow developer survey shows that Python is one of the most popular programming languages, and its popularity is growing.<\/dd>\n\t\t\t<\/dl><dl>\n\t\t\t\t<dt>How to check a Python expert for AI experience before hiring? \n\t\t\t\t<div class=\"cross\">\n\t\t\t\t<span><\/span>\n\t\t\t\t<span><\/span>\n\t\t\t\t<\/div>\n\t\t\t\t<\/dt>\n\t\t\t\t<dd>Python is one of the most popular programming languages for various projects, including AI and ML. Therefore, it's easier to search for Python developers. When hiring specialists for your project, check for a portfolio of projects they have been involved with. For example, the Django Stars team has more than 120 projects using Python and Django technologies. Contact us if you are looking for an experienced Python developer for AI-related projects.<\/dd>\n\t\t\t<\/dl><dl>\n\t\t\t\t<dt>What level of Python specialst is required for AI development? \n\t\t\t\t<div class=\"cross\">\n\t\t\t\t<span><\/span>\n\t\t\t\t<span><\/span>\n\t\t\t\t<\/div>\n\t\t\t\t<\/dt>\n\t\t\t\t<dd>For AI development, a programmer must have a solid knowledge not only of the Python programming language but also of special libraries. Examples of Python libraries for AI and ML are Scikit-learn, Pandas, Keras, TensorFlow, Matplotlib, NLTK, Scikit-image, PyBrain, Caffe, or StatsModels.<\/dd>\n\t\t\t<\/dl><dl>\n\t\t\t\t<dt>Which programming language is good for AI except Python? \n\t\t\t\t<div class=\"cross\">\n\t\t\t\t<span><\/span>\n\t\t\t\t<span><\/span>\n\t\t\t\t<\/div>\n\t\t\t\t<\/dt>\n\t\t\t\t<dd>Ease of learning and a developed community make Python one of the most convenient and popular programming languages for AI and ML. However, this is not the only option. For example, Java is a good alternative, though more difficult to learn. Also, for AI and ML projects, you can consider using C++, Julia, R, Lisp, JavaScript, Haskell, Scala, or Prolog.<\/dd>\n\t\t\t<\/dl><\/div>\n\t\t\t<\/div>\n\t\t<\/div><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Artificial Intelligence and Machine Learning are the new black of the IT industry. While discussions over safety of its development keep escalating, custom AI\/ML development services expand abilities and capacity of artificial intellect. Today Artificial Intelligence went far beyond science fiction idea. If you are wondering if is python good for AI you just have [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":3378,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[84,85],"tags":[30],"class_list":["post-830","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ml","category-ai-solutions","tag-backend"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Software Development Blog &amp; IT Tech Insights | Django Stars<\/title>\n<meta name=\"description\" content=\"Discover the power of Python in AI and ML! 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