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The world of mobile app development is witnessing a radical transformation fueled by Artificial Intelligence (AI).
AI tools are playing a critical role in refining the way we develop mobile applications. From coding to designing, these tools enable us to do tasks faster, better, and more efficiently. Whether you're a software engineer or an app developer, getting familiar with these AI tools can significantly improve your workflow. This article will explore some of the top AI tools that are reshaping the realm of mobile app development.
ChatGPT is a popular name in the AI world. This large-language model (LLM) chatbot, developed by OpenAI, is more than just a conversational AI. It's a powerful tool that can accelerate mobile app development.
While ChatGPT can't build your app for you, it can help you in many other ways. For instance, you can use it to generate short code snippets, create boilerplate code, or even debug your app's code. Furthermore, it can generate feature ideas for your app, offering a useful starting point for feature prioritization and deciding what to include in your minimum viable product (MVP).
ChatGPT operates on a freemium model, with the more advanced GPT-4 model requiring a subscription to ChatGPT Plus for $20/month.
CoreML is a machine learning (ML) framework developed by Apple. It simplifies the process of integrating ML models into your iOS app through a drag-and-drop interface. CoreML allows you to create a custom ML model for your app using the Create ML feature.
You also have the option to import models from third-party training libraries, convert them to the CoreML model format using CoreML Tools, and integrate them into your app. CoreML can facilitate various functionalities, including text processing and analysis, audio to text conversion, image recognition, and sound analysis, enabling you to create AI-powered features for your iOS app.
CoreML is free to use and is compatible with Apple's other frameworks and development tools.
While it doesn't test the code itself, Github Copilot excels in automating the writing of boilerplate code, allowing developers to focus on more complex tasks. According to a study conducted by Github, 74% of the developers using Copilot felt they could focus on more productive work.
Github Copilot offers several billing plans, with the individual plan priced at $10/month or $100/year and the business plan at $19 per user per month.
Creating clear and comprehensive code documentation is crucial for every mobile app. However, the process can be time-consuming and tedious. Mintlify is an AI tool that automates the creation of code documentation, saving developers' valuable time.
Mintlify scans your code and generates documentation explaining it. Mintlify's AI ensures accuracy and minimizes the risk of human error. Additionally, Mintlify Chat, a GPT-4 based AI search function, allows quick searchability within the documentation.
Mintlify is free to use, but also offers a startup plan for $150/month or $120/month when billed annually, and a customizable enterprise plan.
ML Kit is Google's SDK that simplifies the integration of machine learning into your mobile app. It offers production-ready ML models for mobile apps that work on both Android and iOS devices.
With ML Kit, you can add AI-powered features to your app, such as barcode scanning, text recognition, face recognition, real-time object recognition, and digital ink recognition. It keeps the data it gathers on-device, meaning it can work offline without the need to connect to any cloud service.
ML Kit is free to use and interfaces easily with Google's other cloud AI services like Google Cloud Vision AI.
OpenCV is a versatile programming library that enables the development of real-time computer vision features for mobile apps. Computer vision is a key subfield of AI that allows computers to understand and identify objects and people in images and videos.
OpenCV provides access to over 2,500 optimized algorithms for creating computer vision features such as facial recognition, gesture recognition, and object detection. Being open-source, you can use and modify the code in the OpenCV library freely.
PyTorch is a machine learning framework that allows you to create custom deep learning models for your mobile app. Written in Python, it's easy to use for developers familiar with this popular programming language.
Deep learning, a method of machine learning that trains computers to process data similarly to the human brain, is at the core of many everyday applications, including automatic facial recognition, fraud detection, and digital assistants. If you're looking to build an app with these features, training a deep learning model through PyTorch is the way to go.
PyTorch is open-source and free to use for both research and commercial purposes.
TensorFlow is an open-source library designed for building and deploying machine learning models. Its lightweight version, TensorFlow Lite, is specifically designed for mobile devices.
Just like PyTorch, TensorFlow specializes in deep learning models. You can use pre-trained models or create a custom model for your mobile app. Companies like Twitter and Spotify have used TensorFlow to develop models for their ranked timeline feature and personalized music recommendations, respectively.
TensorFlow is also open-source and free to use for both research and commercial purposes.
Uizard is an AI-powered UI design tool that allows you to create rapid prototypes for your mobile app in seconds. You can use their UI templates or create a new design from scratch using Uizard's pre-made components.
Uizard enables real-time collaboration, allowing your entire team to work together and share feedback as you're creating your app's design. It also has the ability to convert hand-drawn wireframes into customizable UI designs.
Uizard offers several pricing options, including a free version for students and hobbyists, and a Pro version for $19/month or $12/month if billed annually.
Visily is another AI-powered wireframing tool that turns screenshots, templates, and text prompts into editable wireframes and prototypes. It features a library of over a thousand templates and supports rapid prototyping, allowing you to switch from low-fidelity to high-fidelity mode instantly.
Visily allows quick revisions to your app's UI by turning screenshots into editable designs or wireframes. It also promotes collaboration, enabling your team to co-design your app's UI. Currently, Visily only offers a free plan with all features available.
In the competitive landscape of mobile app development, leveraging AI tools can give you an edge. The AI tools discussed here are just a small representation of the vast array of options available. The choice of tools will depend on your specific needs and the functionality you want to bring into your mobile app.