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Why Python is the Language of Choice for AI and ML Development?

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The growing popularity of AI-focused libraries has inspired Python development companies to venture into Data Science and Machine Learning. This is all about, why Python is the preferred language for AI and ML Development? Visit for more - https://bit.ly/38ksNs4

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Why Python is the Language of Choice for AI and ML Development?

  1. 1. Is Python Good for AI? Why Python is the Language of Choice for AI and ML Development?
  2. 2. Agenda 1 Why Python is the preferred language for AI and ML Development? PYPL Popularity of Programming Language Index Features and Advantages of Python Range of Available Libraries Soft Learning Curve Flexible Programming Style Platform Agnostic Multiple Visualization Options Strong Community Support Convenient Testing and Debugging Summing Up 2 3 4 5 6 7 8 9 10 11
  3. 3. Why Python is the preferred language for AI and ML Development? For programming AI and ML software, we need a language that can offer versatility against the complexity inherent in the AI projects. Most of the Artificial Intelligence developers prefer Python, the second choice being JAVA with close competition by R, Prolog, and Lisp. Other languages being used in AI development, although not predominantly, are Scala, Julia, and C++. Usually, it is the preference of developer, available tech- stack, and project requirement that dictates the choice of language for AI and ML development. But, Python wins hands down. We will now dig deep into why Python is the preferred language for AI and ML Development. Copyright©2020 Damco Group. All Rights Reserved.
  4. 4. Copyright©2020 Damco Group. All Rights Reserved. PYPL Popularity of Programming Language Index Copyright©2020 Damco Group. All Rights Reserved. As per PYPL Popularity of Programming Language index by GitHub, Python is ranked as the number one programming language in Feb 2020.
  5. 5. Copyright©2020 Damco Group. All Rights Reserved. Features and Advantages of Python  Range of Available Libraries  Soft Learning Curve  Flexible Programming Style  Platform Agnostic  Multiple Visualization Options  Strong Community Support  Convenient Testing and Debugging
  6. 6. Copyright©2020 Damco Group. All Rights Reserved. Several Python libraries fit the bill for AI and ML development as they can access, handle, and transform complex data in large volumes. A few examples of such libraries are TensorFlow, Theano, Keras, Scikit-learn, NumPy, PyTorch, and Pandas. The growing popularity of AI- focused libraries has inspired Python development companies to venture into Data Science and Machine Learning. Range of Available Libraries
  7. 7. Copyright©2020 Damco Group. All Rights Reserved. Python is easier to learn due to its clear syntax and readability. Being a high-level general-purpose programming language that is also simple and intuitive, it is easily picked up by data-scientists who are not professional developers. Usually, AI projects require substantial collaboration among developers, database architects, and data scientists. When the whole team has some level of proficiency with one common language, building a prototype becomes easier. Therefore, most of the AI development companies prefer Python as the primary language for development. Soft Learning Curve
  8. 8. It is difficult to find a language as flexible as Python. Developers can choose either scripting or Object Oriented Programming, and can combine Python with other languages seamlessly. Instead of being restricted to a particular function, Python can be applied for linking different data structures together or back-end programming. Because the majority of code would be verified in the IDE itself, it is easier to implement algorithms. Flexible Programming Style Copyright©2020 Damco Group. All Rights Reserved.
  9. 9. Python is a free, open-source, and redistributable programming language. It can be used on Windows, Macintosh, Linux, Solaris, and more. Both these factors ensure that the modules and even the complete program is largely portable and doesn’t require much modification to run on a system different from the one on which it was developed. Due to this, an Artificial Intelligence development company saves on time and cost of platform specific programming, accelerating SDLC. Platform Agnostic Copyright©2020 Damco Group. All Rights Reserved.
  10. 10. AI and ML projects require processing and visualization of huge volumes of complex data. Therefore, it is critical for any language to be a candidate for AI and ML development to offer data visualization. Multiple Visualization Options Copyright©2020 Damco Group. All Rights Reserved.
  11. 11. Being an open-source programming language, Python has extensive documentation easily available on the internet. There are communities, discussion forums, and blogs where developers have entered valuable information in elaborative threads. Established support community along with flexible programming style, soft learning curve, and range of available libraries ensures that even enterprise- level Artificial Intelligence Python applications enter the market faster when compared to other languages such as Scala or Julia. Strong Community Support Copyright©2020 Damco Group. All Rights Reserved.
  12. 12. Copyright©2020 Damco Group. All Rights Reserved. With the widespread use of AI in day-to-day software, it is important to consider the cost of AI development services. The newly developed AI software needs to be tested against massive data with considerable noise. Moreover, tests have to be thorough to remove human bias if any, because with such volume of data an error if left undetected is bound to be amplified. Readily available talent and established community support make it relatively inexpensive and easier to test Python projects. Convenient Testing and Debugging
  13. 13. Copyright©2020 Damco Group. All Rights Reserved. AI and ML are emerging technologies and yet to achieve a mature tech-stack like mobile app development. Unless another programming language emerges more versatile, flexible, economic, and with an established peer community; Python will continue to stay the primary coding language for the major chunk of AI and ML development projects. Summing Up
  14. 14. Copyright©2020 Damco Group. All Rights Reserved. US: New Jersey UK: London Luxemberg: Luxemberg City India: Faridabad | Noida | Chandigarh | Hyderabad Copyright©2020 Damco Group. All Rights Reserved. 2 Research Way, Princeton, New Jersey 08540, USA Ph. : +1 609 632 0350 | Email: info@damcogroup.com; www.damcogroup.com
  15. 15. THANK YOU Know More

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