Why Python’s Package Management Makes AI Learning Torturous: Exploring Alternatives like FORTH, HyperCard, VBScript, and C

– AI learning challenges
– Python usability in AI


Over the past month or so, I’ve been on a journey to learn Artificial Intelligence (AI). However, I’ve come to realize that Python, the widely popular programming language for AI development, can be quite frustrating to work with. In this article, I’ll share my experiences and explore whether there are other programming languages that might be more suitable for AI development.

The Challenges of Python for AI Development

Python is often touted as the go-to language for AI development due to its simplicity and extensive libraries like TensorFlow and PyTorch. However, my personal experience has shown me a different side of Python that can be quite discouraging for beginners.

Firstly, Python’s package management system can be challenging. While there are package managers like pip and conda, they can sometimes lead to dependency conflicts or issues with compatibility. This can be frustrating when you’re trying to set up your development environment and get started with AI programming.

Secondly, Python’s syntax can be confusing for newcomers. Its use of indentation as a way to define code blocks can be a stumbling block for those accustomed to more traditional curly brace syntax. Additionally, Python’s dynamic typing can result in unexpected errors that are difficult to debug, especially when dealing with complex AI algorithms.

Exploring Alternative Languages

Given the challenges I faced with Python, I started to wonder if there are other programming languages that might be better suited for AI development. Here are a few alternatives worth considering:


FORTH is a stack-based programming language that might seem unconventional at first glance. However, its simplicity and direct interaction with the hardware make it an interesting choice for AI development. FORTH allows you to easily define your own words and provides a high level of control, which can be advantageous when implementing custom AI algorithms.

2. HyperCard

Although HyperCard is a discontinued software, it can still be a fascinating option for AI development. HyperCard’s visual programming environment allows for easy prototyping and experimentation. Its simplicity and user-friendly interface make it accessible to beginners, enabling them to quickly grasp AI concepts and build basic models.

3. VBScript

VBScript, a scripting language developed by Microsoft, might not be the first choice for AI development. However, its integration with the Windows operating system and the vast array of libraries available make it a viable option for certain AI applications. VBScript’s simplicity and familiarity to those already working in a Windows environment could make it a compelling choice for AI development.

4. C

C, a low-level programming language, might seem like an odd choice for AI development. However, its performance and control over memory management make it a powerful language for implementing AI algorithms that require efficient processing. Although C might be more complex and require more effort to learn compared to Python, it could be a rewarding option for those seeking maximum control over their AI projects.


While Python remains the dominant language for AI development, it’s essential to acknowledge its limitations and explore alternative options. FORTH, HyperCard, VBScript, and even C offer unique advantages and might be better suited for specific AI applications or personal preferences. As you embark on your own AI journey, don’t be afraid to experiment with different programming languages and find the one that resonates with you.

Remember, the choice of programming language should align with your goals, preferences, and the demands of your AI projects. So, don’t hesitate to explore beyond Python and discover the possibilities that other languages can offer in the exciting field of AI development.


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