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Introduction to Machine Learning Mobile App Development

Introduction to Machine Learning Mobile App Development

Want to know the reason why Netflix was able to save $1 billion?

The answer–Machine Learning.

It has revolutionized existing mobile apps, making them smarter and improving their ability to retain old users & reel in new ones.

Mobile apps are expected to generate over $935 billion in revenue in 2023 and with Artificial Intelligence (AI) and Machine Learning (ML) backing them, it’s expected to grow faster than expected.
Yes, AI & ML are different from each other, let us now understand the basic difference between the two.

Basic Difference between Artificial Intelligence (AI) & Machine Learning (ML)

Let’s begin by stating that Artificial Intelligence and Machine Learning are two sides of the same coin. They go hand in hand to provide you with a unique user experience.

Artificial Intelligence (AI) is the science of getting machines to imitate human behavior, whereas, Machine learning is that subset of AI that focuses on getting machines to make decisions by feeding them data. If you are thinking of launching a mobile app for your business, you need to induce both these technologies into the framework to get the best results.

The combination of AI and ML has influenced almost every industry in the world including medical applications, finance applications, logistic/supply chain applications, customer-facing applications, metaverse, gaming applications, data science assets and more. More well-known applications include IBM Watson, Google Assistant, and Tesla Cars.

Even the new talk of the town, ChatGPT, is also built with the amalgamation of AI and ML.

The Process to Build an Efficient Machine Learning App

If you wish to build a mobile app by utilizing Machine Learning, it’s best to opt for ready-made ML services from Apple (like Core ML) or from Google (like ML Kit or Firebase ML).
As a developer, you get the option to either keep all the functionality in the cloud or in the mobile app itself. Let’s discuss the process in detail.

  • Define the problem:

The first step in the ML mobile app development process is to define the problem which your app will be solving. Here are some questions you might consider in this phase: What do you wish to attain with your ML-based app? How will your app benefit the customers? Would it solve any task without using ML?
You must consider the upcoming challenges while developing the outline of your AI project. Some examples of these include: Do you have enough data to run a sustainable model? What will happen when ML algorithms aren’t sufficient to rectify a specific situation? Will your ML models grow over time?

  • Choosing the right developers:

One of the most critical decisions while developing a mobile app is choosing the apt developers. They are responsible for understanding the core ideal & producing the app you desire.
However, how will you know who is perfect for your project? Consider opting for professionals having experience in business, development, and testing. You can also go for a certified app development company for this role as they can provide the best solutions.

  • Security:

You can protect your servers with ML infrastructure, data analysis, cloud hosting with APIs, on-device SDKs, or a hybrid approach.

  • Assess your Target Audience:

Assessing your target audience is very important while developing a mobile app as some of them might still be using old devices, slower phones, and/or networks. ML app developers need to review if the ML model is too big to fit on a mobile device. ML models usually demand more than 100MB of disk space, making downloads less likely to happen. Your ML AI model should converge with data from third-party APIs.

AI and ML are the two pillars of the modern app development world. ML is an ever-evolving field as technology keeps on improving to provide better experiences. That’s why ML developers need to stay updated with recent developments in the field. ML assists developers to develop next-gen apps with all the latest functionalities.

Getting the best out of these two isn’t an easy feat. Luckily, if you hire dedicated mobile app developers from the right place, you can change your fortune.

Tech9logy Creators is one of them. We are India’s finest mobile app development company with a team well-versed in AI & ML. They are habitual to handle complex app ideas and proficiently solve any issues that come along the way.

Contact us to get professional app development services!

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