#CoreML

[magicmindsblog]

In the dynamic realm of iOS app development, harnessing the power of machine learning has become a transformative force. CoreML, Apple’s framework dedicated to machine learning integration, stands at the forefront of this technological evolution. As an authoritative catalyst, CoreML empowers developers to seamlessly infuse their applications with intelligent capabilities. 

[crystalavigma]

Mobile app development company in Chicago - More apps are using on-device AI (like Apple’s CoreML or Google's Gemini Nano) for privacy and speed For more information, please visit, https://avigma.com/top-mobile-app-development-company-in-chicago/

[himanshu123]

How to Integrate Machine Learning into Your iOS App Using Swift 

In the ever-evolving world of mobile app development, one of the most exciting and cutting-edge trends is integrating Machine Learning (ML) into iOS applications. As a developer or business owner looking to stay competitive, leveraging the power of ML in your app can drastically enhance user experience, efficiency, and personalization. If you're looking to develop such an app, partnering with a Swift App Development Company can help you navigate the complexities of integrating machine learning into your iOS app. In this blog, we'll guide you step-by-step on how to integrate machine learning into your iOS app using Swift. 

Understanding Machine Learning in iOS App Development 

Before jumping into the integration process, it’s important to have a solid understanding of what machine learning entails and how it can be used in iOS apps. Machine learning is a field of artificial intelligence (AI) that allows apps to learn from data, recognize patterns, and make decisions with minimal human intervention. This could include anything from image recognition, predictive text, personalized recommendations, and even advanced tasks like natural language processing (NLP). 

Apple’s core framework for machine learning is Core ML. Core ML is designed to enable developers to easily integrate machine learning models into their iOS apps. With Core ML, you can integrate models trained on different machine learning algorithms like deep learning, tree ensembles, support vector machines, and others. 

Step-by-Step Guide to Integrating ML into Your iOS App Using Swift 

1. Choose the Right Machine Learning Model 

The first step in integrating machine learning into your iOS app is to choose the right ML model for your app’s functionality. The model you select will depend on the problem you're trying to solve. For example: 

Image classification – If you want your app to recognize images or objects, you can use models trained for image recognition. 

Natural language processing (NLP) – If your app needs to process and understand human language, you could integrate an NLP model. 

Recommendation systems – If your app provides personalized recommendations, such as in e-commerce or media platforms, a recommendation engine model might be the right fit. 

Once you’ve identified the appropriate model, you can either use pre-trained models from resources like Apple’s Core ML Model Zoo or create your own custom models. 

2. Convert Your Model to Core ML Format 

If you already have a trained machine learning model in a different format, such as TensorFlow or PyTorch, you’ll need to convert it to the Core ML format. Apple provides a tool called Core ML Tools for this purpose, which simplifies the process of converting models from popular frameworks to Core ML. 

To convert your model, you can use the following steps: 

Use the coremltools Python package to convert models from other frameworks to .mlmodel format. 

If you're using a pre-trained model, make sure it is optimized for mobile devices to ensure performance remains high. 

3. Integrating the Model into Your iOS App Using Xcode 

After converting your model to the Core ML format, the next step is to integrate it into your Xcode project. Here’s how you can do this: 

Import the model: Drag and drop the .mlmodel file into your Xcode project. 

Generate a Swift class: When you add the .mlmodel to your project, Xcode automatically generates a Swift class that represents the model, making it easier to work with. 

Use the model in code: Now that the model is part of your project, you can use it in your app by calling the generated class. 

For example, you can create an instance of the model and pass data to it for prediction like so: 

swift 

Copy code 

import CoreML    guard let model = try? MyModel(configuration: MLModelConfiguration()) else {     fatalError("Model loading failed.")  }    let input = MyModelInput(feature: inputData)  guard let prediction = try? model.prediction(input: input) else {     fatalError("Prediction failed.")  }   

4. Optimize Performance for Mobile Devices 

Mobile devices, especially iPhones and iPads, have limited resources compared to desktop computers. To make sure your machine learning model runs efficiently on these devices, you need to optimize it. One way to do this is by using model quantization to reduce the model size without compromising accuracy. Apple’s Core ML Compiler can help with optimizations that ensure smooth performance on mobile devices. 

5. Testing and Debugging Your Model 

After integrating your model, thorough testing is essential to ensure the machine learning feature works correctly. You'll need to test: 

Accuracy – Check that the model is providing accurate results and making correct predictions. 

Performance – Test how quickly the model runs, and ensure there are no noticeable delays or lag in the app. 

Battery usage – Since machine learning models can be computationally intensive, it's crucial to monitor the app's energy consumption and ensure that it doesn’t drain the device’s battery excessively. 

You can use Xcode's Instruments tool to monitor the performance of your app, including CPU usage and memory consumption, while the ML model is running. 

6. Consider User Privacy and Data Security 

When implementing machine learning in an iOS app, it’s important to consider user privacy, especially when dealing with sensitive data like photos, personal details, or health information. Ensure that the model operates locally on the device as much as possible to avoid sending personal data to external servers. 

Apple provides privacy features like App Tracking Transparency and Data Protection APIs that you can use to enhance the privacy of your users’ data. 

The Cost of Developing a Machine Learning iOS App 

When you plan to integrate machine learning into your app, you might wonder how much it will cost to develop such an app. The cost of integrating machine learning depends on various factors such as the complexity of the model, the development time, and the specific features you want. Using a mobile app cost calculator can provide you with a more accurate estimate for your project. 

While calculating, remember that machine learning integrations typically add more complexity to app development, so it's important to factor in the cost of hiring experienced developers, purchasing necessary tools, and investing in data processing. If you are looking for professional help, consulting a Swift App Development Company could save you a significant amount of time and resources. 

If you're interested in exploring the benefits of Swift App Development Company for your business, we encourage you to book an appointment with our team of experts.  Book an Appointment 

Conclusion 

Integrating machine learning into your iOS app can bring a wealth of functionality, transforming it into a more intelligent and personalized experience for your users. By using tools like Core ML and following the steps outlined in this blog, you can successfully incorporate ML into your Swift-powered app. Whether you're building a recommendation engine or implementing image recognition, the possibilities are endless. 

If you want to ensure your machine learning app is built to the highest standards, reach out for expert Swift App Development Services. Our team of experienced developers can help you bring your app ideas to life, optimizing them for performance, security, and user experience. Get in touch with us today to start your project! 

[aitoolswhitehattoolbox]

Senior iOS Engineer

of experience (prefer 5+) in Apple Framework development (iOS, macOS, watchOS, visionOS). BS/BA in Engineering or a related field… field Nice-to-haves: 5+ years in iOS experience and experience with Swift Experience with SwiftUI, CoreML… Apply Now

[patent-registration-services]

Mobile App Development by Ecorfy: Revolutionizing Digital Experiences

Introduction:

In today's digital era, mobile apps have become an essential tool for businesses to stay competitive, providing convenience and personalized experiences to users. Ecorfy, a leading app design company in the USA, is at the forefront of creating cutting-edge mobile applications that cater to diverse industries. With a deep understanding of mobile technologies and a customer-centric approach, Ecorfy offers mobile app development services in the USA that help businesses thrive in an increasingly mobile-first world.

Expertise in Mobile App Development:

Ecorfy’s application development services in Texas are tailored to meet the unique needs of businesses. Whether it’s for startups, SMEs, or large enterprises, their team of skilled developers ensures that each app is optimized for performance, user experience, and scalability. Their expertise spans across various platforms, including iOS, Android, and cross-platform solutions, allowing businesses to reach a wider audience.

iOS App Development:

Ecorfy specializes in building high-quality iOS applications that leverage Apple’s robust ecosystem. Their developers are proficient in Swift and Objective-C, and they follow Apple’s design and development guidelines to create apps that are secure, reliable, and visually appealing. Ecorfy ensures seamless integration with Apple’s latest technologies such as Face ID, ARKit, and CoreML, enhancing the functionality and usability of the apps they create. Their commitment to being the best app development agency in California is reflected in their attention to detail and understanding of their client's unique needs.

Android App Development:

As Android remains one of the most popular mobile platforms globally, Ecorfy’s Android app development services are designed to help businesses capture a significant share of this market. Their team is skilled in Kotlin and Java, and they develop apps that are compatible with a wide range of Android devices, ensuring maximum reach and performance. From app design to deployment, Ecorfy takes care of every step in the Android app development process, delivering apps that are not only functional but also engaging.

The Ecorfy Advantage:

What sets Ecorfy apart in the competitive world of mobile app development is their commitment to quality, innovation, and customer satisfaction. They adopt a strategic approach that begins with understanding the client's business goals and ends with delivering a custom mobile solution that drives engagement and growth.

Customization and Flexibility:

Ecorfy understands that no two businesses are alike. Therefore, they offer fully custom app development services in New York that align with each client's specific requirements. Their flexible approach allows businesses to adapt their apps as their needs evolve, ensuring long-term scalability and relevance in the market.

Agile Development Process:

Ecorfy employs an agile development methodology that enables faster time-to-market without compromising on quality. Through continuous collaboration with clients, Ecorfy ensures that every aspect of the app, from design to functionality, is developed with precision and care. This iterative process allows for constant improvements and immediate adjustments, resulting in a polished final product.

Conclusion:

In the rapidly evolving world of mobile app development, Ecorfy stands out as a trusted partner for businesses seeking to develop impactful and user-friendly mobile applications. Their expertise in iOS, Android, and cross-platform app development, combined with their dedication to client success, makes them the go-to choice for businesses looking to capitalize on the mobile revolution. From mobile app development services in the USA to application development services in Texas and custom app development services in New York, Ecorfy’s innovative solutions not only meet today’s demands but also anticipate tomorrow’s needs, ensuring their clients are always ahead of the curve in the digital landscape.

[coderower]

The Advantages of IOS Development

IOS development offers numerous advantages that can significantly benefit developers and businesses alike. With its high-quality user experience, robust security features, and stable ecosystem, iOS provides a solid foundation for creating premium applications. The platform’s strong monetization potential, regular updates, and seamless integration with Apple’s wide range of devices ensure that apps can reach a dedicated and loyal user base effectively.

Moreover, the comprehensive set of development tools and stringent App Store quality control help maintain high standards, resulting in reliable and high-performing applications. Leveraging Apple’s innovative technologies allows developers to stay at the forefront of app development, offering unique and advanced features to users.

Premium User Base: IOS users, known for early adoption and higher spending in app stores, offer a significant advantage for apps targeting a specific, high-value audience.

Focus on User Experience: Apple’s rigorous App Store guidelines uphold high design and user experience standards for iOS apps, resulting in a polished, user-friendly experience for your app users.

Security & Performance: Apple’s focus on security and performance in the iOS ecosystem ensures your app runs smoothly and securely on iPhones and iPads, providing peace of mind.

Integrated Development Environment (IDE): Xcode, Apple’s IDE, offers a streamlined development experience with built-in tools and features specifically designed for iOS development

Swift Programming Language: Swift, the main language for iOS development, is praised for its readability, safety features, and modern design, resulting in cleaner code and quicker development.

Navigation of App Store Guidelines: They are familiar with the App Store process well and can help you create an app that meets Apple’s guidelines, ensuring a smooth approval process.

Hardware Optimization: They leverage their understanding of Apple’s hardware to optimize your app for different iPhone and iPad models, ensuring a seamless experience across devices.

Integration with Apple Service: They use Apple services like Apple Pay, HealthKit, and Maps to enhance your app’s functionality and user experience within the Apple ecosystem.

Long-Term Support and Maintenance: A dedicated developer offers continuous support and maintenance for your iOS app, keeping it current with the latest iOS versions and security updates.

Stable Ecosystem: The closed ecosystem ensures compatibility and stability across devices, leading to fewer fragmentation issues than other platforms.

Monetization Potential: iOS users are generally more willing to pay for apps, leading to higher revenue potential for developers.

Regular Updates: Apple provides regular OS updates, ensuring that apps can take advantage of the latest features and improvements.

Integration with Apple Devices: Seamless integration with other Apple products (Mac, iPad, Apple Watch, etc.) enhances the overall user experience.

Developer Tools: Access to a comprehensive set of development tools and resources, including Xcode, Swift, and extensive documentation.

Innovation Opportunities: Developers can leverage Apple’s cutting-edge technologies, such as ARKit for augmented reality and CoreML for machine learning, to create innovative and advanced apps.

In summary, iOS development presents a compelling opportunity for those looking to create high-quality, secure, and innovative apps that can thrive in a competitive market.

Unlock the full potential of iOS development for your business. Our expert team is ready to help you create high-quality, secure, and innovative iOS apps that stand out in the competitive market. Ready to Elevate Your Business with Premium iOS Apps? Schedule a free consultation to discuss your project needs and discover how we can help you achieve your goals.

[y2fear]

ios - Automatic encryption key generation and upload for CoreML models?

[skilliqcourse]

 Launch Your Career: iOS App Development Course in Ahmedabad

In today's fast-paced tech world, iOS development stands out as one of the most sought-after skills. Whether you are aiming to switch careers, enhance your coding capabilities, or bring your innovative app ideas to life, SkillIQ’s Advanced iOS App Development Course in Ahmedabad is your gateway to success.

Why Choose iOS Development?

The global demand for skilled iOS developers continues to surge as Apple's ecosystem expands. By mastering iOS development, you're not just learning to code; you're gaining access to a broad range of job opportunities in tech hubs around the world. Apps are more than just tools; they are a way to connect with millions, and every line of code you write can revolutionize how people interact with their devices.

What Our Course Offers

SkillIQ’s course is carefully crafted to turn beginners into skilled iOS developers ready for the job market. Starting with the basics of Swift, the main language used for iOS, and moving to more complex topics like app architecture, our curriculum is thorough. You’ll learn through online and practical projects. This approach ensures you grasp the concepts and can put them to use in actual situations.

Course Highlights:

Comprehensive Swift Programming: Dive deep into Swift and learn how to use its many features effectively.

Xcode and Interface Builder: Get hands-on experience with the tools used by professional developers.

Core Data and Advanced APIs: Manage data and integrate third-party services seamlessly into your apps.

ARKit and CoreML: Step into the future by developing apps with Augmented Reality and Machine Learning capabilities.

App Store Deployment: Understand the nuances of deploying and maintaining apps in the App Store.

Expert Instructors 

Our instructors are expert iOS developers with years of experience in the industry. They bring invaluable insights and real-world problems to the online and experts training , preparing you for the challenges of professional development work. Additionally, our course program pairs you with experts who can guide your learning path, provide career advice, and support your professional growth.

Join Us in Ahmedabad

Located in Ahmedabad, SkillIQ provides a state-of-the-art learning environment with modern facilities and resources. Our Advanced iOS app development course is more than just education—it's an investment in your future.

Ready to start your journey as a professional iOS developer? Join SkillIQ’s Advanced iOS Development Course and turn your passion into a career. Visit our website or contact us today to learn more about how you can enroll and start making your mark in the world of tech.

For detailed inquiry

Contact us on: +91 7600 7800 67

Email us at: info@skilliq.co.in

[samosysblogs]

7 Effective Strategies for iOS App Development Services

In the contemporary era of digitalization, establishing a strong mobile presence has become indispensable for businesses aiming to flourish. Among the myriad of mobile platforms, iOS stands out for its premium user experience and loyal customer base. For companies looking to tap into this lucrative market, partnering with a reputable app development company is essential. However, navigating the intricacies of iOS requires a well-thought-out strategy. Here are seven effective strategies to consider when seeking iOS app development services:

Understand Your Audience: Before diving into the iOS process, it's crucial to understand your target audience. What are their preferences, pain points, and expectations? Conduct thorough market research to gather insights that will inform the design and functionality of your app. By aligning your app with the needs of your audience, you increase its chances of success in the competitive app marketplace.

Focus on User Experience (UX) Design: The success of an iPhone app hinges on its user experience. Apple users are accustomed to sleek, intuitive interfaces, so investing in top-notch UX design is non-negotiable. Work closely with your iPhone app development team to create a seamless and engaging user experience that encourages retention and drives conversions. Remember, simplicity and elegance are key principles of iOS app design.

Optimize for Performance and Speed: In today's fast-paced world, users have little patience for slow-loading or laggy apps. To ensure optimal performance, prioritize speed and efficiency during the development process. Implement best practices such as code optimization, caching, and minimizing network requests to deliver a snappy user experience. Additionally, conduct rigorous testing across various devices and network conditions to identify and address any performance bottlenecks.

Seamless Integration with the iOS Ecosystem: One of the strengths of iPhone app development is its seamless integration with Apple's ecosystem of devices and services. Leverage this integration to enhance the functionality and usability of your app. Explore features such as SiriKit, CoreML, and ARKit to add innovative and interactive elements to your app. By embracing the full potential of the platform, you can create a unique and compelling user experience.

Prioritize Security and Data Privacy: With the increasing threat of cyber-attacks and data breaches, security should be a top priority for any iOS app development company. Implement robust security measures to protect user data and safeguard against unauthorized access. Adhere to Apple's stringent App Store guidelines and industry standards to ensure compliance with data privacy regulations. By prioritizing security, you build trust with your users and protect your brand’s reputation.

Iterative Development and Continuous Improvement: The journey of iPhone application development doesn't end with the app launch. To stay ahead of the competition and meet evolving user needs, adopt an iterative development approach. Gather user feedback, analyze app performance metrics, and iterate based on insights gained. Continuously update your app with new features, enhancements, and bug fixes to keep users engaged and satisfied. By embracing a culture of continuous improvement, you ensure that your iPhone app remains relevant and competitive in the long run.

Invest in App Marketing and Promotion: Even the most well-designed and feature-rich iPhone app won't succeed without effective marketing and promotion. Partner with a reputable iPhone development company that offers comprehensive app marketing services to maximize your app's visibility and reach. Utilize a mix of app store optimization (ASO), social media marketing, influencer outreach, and paid advertising to attract users and drive downloads. Additionally, leverage analytics tools to track user engagement and optimize your marketing efforts for maximum impact.

While focusing on development is crucial, it's also important to consider the broader mobile landscape. Partnering with a versatile iPhone and Android app development company can provide a holistic approach to reaching your target audience across multiple platforms. By expanding your app's reach to both users, you can maximize your app's potential and achieve greater success in the competitive app marketplace.

Conclusion

Developing a successful iPhone app requires more than just technical expertise. It demands a strategic approach that encompasses understanding your audience, prioritizing the user experience, optimizing performance, leveraging platform integration, ensuring security, embracing continuous improvement, and investing in marketing and promotion. By following these seven effective strategies, you can increase the chances of your iPhone app standing out in the competitive app marketplace and achieving long-term success. Partnering with a reputable app development company, such as Samosys Technologies Pvt. Ltd., that shares your vision and values is key to turning your app idea into a reality.

[taiyos]

画像自動生成の準備(Mac mini[M1])

作業内容 ・下書きを元にして画像を生成するため、Core ML Stable DiffusionのモデルデータにControlNetを導入する ・前回作業(https://tmblr.co/ZumPbyfR_rAx8m00)の続き ・参考：https://note.com/atatakun/n/n4ac163fe3cd1

手順１：事前準備 1.下書きの画像ファイルを取得する ・ターミナルから下記のコマンド操作を行う (base) taiyo@Mac-mini ~ % wget https://kurokumasoft.com/wp-content/uploads/2023/04/depthmap01.jpg --2024-04-01 20:37:48-- https://kurokumasoft.com/wp-content/uploads/2023/04/depthmap01.jpg kurokumasoft.com (kurokumasoft.com) をDNSに問いあわせています… 162.43.117.111 kurokumasoft.com (kurokumasoft.com)|162.43.117.111|:443 に接続しています… 接続しました。 HTTP による接続要求を送信しました、応答を待っています… 200 OK 長さ: 13065 (13K) [image/jpeg] `depthmap01.jpg' に保存中

depthmap01.jpg 100%[=================================================>] 12.76K --.-KB/s 時間 0s

2024-04-01 20:37:48 (4.06 GB/s) - `depthmap01.jpg' へ保存完了 [13065/13065]

2.スクリプト実行エラーの対策 ・ターミナルから下記のコマンド操作を行う (base) taiyo@Mac-mini ~ % pushd ~/coreml_sd/ml-stable-diffusion/python_coreml_stable_diffusion ~/coreml_sd/ml-stable-diffusion/python_coreml_stable_diffusion ~ (base) taiyo@Mac-mini python_coreml_stable_diffusion % cp -a coreml_model.py coreml_model.py.date +%Y%m%d-%H%M%S (base) taiyo@Mac-mini python_coreml_stable_diffusion % vim coreml_model.py (base) taiyo@Mac-mini python_coreml_stable_diffusion % diff -U 0 coreml_model.py.20240401-205628 coreml_model.py --- coreml_model.py.20240401-205628 2024-03-23 10:15:06 +++ coreml_model.py 2024-04-01 20:33:10 @@ -25 +25 @@ -- def init(self, model_path, compute_unit, sources='packages'): + def init(self, model_path, compute_unit, sources='compiled'): @@ -162,2 +162,2 @@ -- submodule_names = ["text_encoder", "text_encoder_2", "unet", "vae_decoder", "vae_encoder", "safety_checker"] -- compiled_names = ['TextEncoder', 'TextEncoder2', 'Unet', 'VAEDecoder', 'VAEEncoder', 'SafetyChecker'] + submodule_names = ["text_encoder", "text_encoder_2", "unet", "vae_decoder", "vae_encoder", "safety_checker", "control-unet"] + compiled_names = ['TextEncoder', 'TextEncoder2', 'Unet', 'VAEDecoder', 'VAEEncoder', 'SafetyChecker', 'ControlledUnet'] @@ -183 +183 @@ -- fname = f"ControlNet_{model_name}.mlpackage" + fname = f"ControlNet_{model_name}.mlmodelc" (base) taiyo@Mac-mini python_coreml_stable_diffusion % popd ~

手順２：ControlNetモデルの配置 1.ControlNetモデルを取得する ・WEBブラウザから下記URLを開き、ControlNetモデルのファイルをダウンロードする ・URL：https://huggingface.co/coreml-community/ControlNet-Models-For-Core-ML/tree/main/CN [ファイル名]：Canny.zip, Depth.zip, InPaint.zip, InstrP2P.zip, LineArt.zip, LineArtAnime.zip, MLSD.zip, NormalBAE.zip, OpenPose.zip, Scribble.zip, Segmentation.zip, Shuffle.zip, SoftEdge.zip, Tile.zip,

2.ControlNetモデルのファイル展開 ・ターミナルから下記のコマンド操作を行う (base) taiyo@Mac-mini ~ % pushd ~/Downloads ~/Downloads ~ (base) taiyo@Mac-mini Downloads % mkdir ~/coreml_sd/models/ControlNet/v1.5 (base) taiyo@Mac-mini Downloads % unzip Canny.zip -d ~/coreml_sd/models/ControlNet/v1.5/ Archive: Canny.zip creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/Canny/ creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/Canny/Canny-5x5.mlmodelc/ [中略] (base) taiyo@Mac-mini Downloads % unzip Depth.zip -d ~/coreml_sd/models/ControlNet/v1.5/ Archive: Depth.zip creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/Depth/ creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/Depth/Depth-5x5.mlmodelc/ [中略] (base) taiyo@Mac-mini Downloads % unzip InPaint.zip -d ~/coreml_sd/models/ControlNet/v1.5/ Archive: InPaint.zip creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/InPaint/ creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/InPaint/InPaint-5x5.mlmodelc/ [中略] (base) taiyo@Mac-mini Downloads % unzip InstrP2P.zip -d ~/coreml_sd/models/ControlNet/v1.5/ Archive: InstrP2P.zip creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/InstrP2P/ creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/InstrP2P/InstrP2P-5x5.mlmodelc/ [中略] (base) taiyo@Mac-mini Downloads % unzip LineArt.zip -d ~/coreml_sd/models/ControlNet/v1.5/ Archive: LineArt.zip creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/LineArt/ creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/LineArt/LineArt-5x5.mlmodelc/ [中略] (base) taiyo@Mac-mini Downloads % unzip LineArtAnime.zip -d ~/coreml_sd/models/ControlNet/v1.5/ Archive: LineArtAnime.zip creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/LineArtAnime/ creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/LineArtAnime/LineArtAnime-5x5.mlmodelc/ [中略] (base) taiyo@Mac-mini Downloads % unzip MLSD.zip -d ~/coreml_sd/models/ControlNet/v1.5/ Archive: MLSD.zip creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/MLSD/ creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/MLSD/MLSD-5x5.mlmodelc/ [中略] (base) taiyo@Mac-mini Downloads % unzip NormalBAE.zip -d ~/coreml_sd/models/ControlNet/v1.5/ Archive: NormalBAE.zip creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/NormalBAE/ creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/NormalBAE/NormalBAE-5x5.mlmodelc/ [中略] (base) taiyo@Mac-mini Downloads % unzip OpenPose.zip -d ~/coreml_sd/models/ControlNet/v1.5/ Archive: OpenPose.zip creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/OpenPose/ creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/OpenPose/OpenPose-5x5.mlmodelc/ [中略] (base) taiyo@Mac-mini Downloads % unzip Scribble.zip -d ~/coreml_sd/models/ControlNet/v1.5/ Archive: Scribble.zip creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/Scribble/ creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/Scribble/Scribble-5x5.mlmodelc/ [中略] (base) taiyo@Mac-mini Downloads % unzip Segmentation.zip -d ~/coreml_sd/models/ControlNet/v1.5/ Archive: Segmentation.zip creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/Segmentation/ creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/Segmentation/Segmentation-5x5.mlmodelc/ [中略] (base) taiyo@Mac-mini Downloads % unzip Shuffle.zip -d ~/coreml_sd/models/ControlNet/v1.5/ Archive: Shuffle.zip creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/Shuffle/ creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/Shuffle/Shuffle-5x5.mlmodelc/ [中略] (base) taiyo@Mac-mini Downloads % unzip SoftEdge.zip -d ~/coreml_sd/models/ControlNet/v1.5/ Archive: SoftEdge.zip creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/SoftEdge/ creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/SoftEdge/SoftEdge-5x5.mlmodelc/ [中略] (base) taiyo@Mac-mini Downloads % unzip Tile.zip -d ~/coreml_sd/models/ControlNet/v1.5/ Archive: Tile.zip creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/Tile/ creating: /Users/taiyo/coreml_sd/models/ControlNet/v1.5/Tile/Tile-5x5.mlmodelc/ [中略] (base) taiyo@Mac-mini Downloads % popd ~

手順３：モデルデータ更新 1.conda仮想環境を有効にする ・ターミナルから下記のコマンド操作を行う (base) taiyo@Mac-mini ~ % conda activate coreml_sd

2.既存のモデルデータにControlledUnet.mlmodelcを追加する ・モデル名：Disney Pixar Cartoon Type A ・ターミナルから下記のコマンド操作を行う (coreml_sd) taiyo@Mac-mini ~ % cd coreml_sd (coreml_sd) taiyo@Mac-mini coreml_sd % python -m python_coreml_stable_diffusion.torch2coreml \ --convert-unet --unet-support-controlnet --bundle-resources-for-swift-cli \ --model-version ./models/v1.5/disneyPixarCartoon_v10.diffusers \ -o ./models/v1.5/disneyPixarCartoon_v10 \ --latent-h 96 --latent-w 96 --attention-implementation ORIGINAL

scikit-learn version 1.4.1.post1 is not supported. Minimum required version: 0.17. Maximum required version: 1.1.2. Disabling scikit-learn conversion API. Torch version 2.2.1 has not been tested with coremltools. You may run into unexpected errors. Torch 2.1.0 is the most recent version that has been tested. INFO:main:Initializing DiffusionPipeline with ./models/v1.5/disneyPixarCartoon_v10.diffusers.. [以下略]

3.ControlNetモデルのシンボリックリンクを追加する ・ターミナルから下記のコマンド操作を行う (coreml_sd) taiyo@Mac-mini coreml_sd % ln -s \ ~/coreml_sd/models/ControlNet/v1.5/Canny/Canny-7x7.mlmodelc \ ~/coreml_sd/models/v1.5/disneyPixarCartoon_v10/Resources/ControlNet_Canny-7x7.mlmodelc (coreml_sd) taiyo@Mac-mini coreml_sd % ln -s \ ~/coreml_sd/models/ControlNet/v1.5/Depth/Depth-7x7.mlmodelc \ ~/coreml_sd/models/v1.5/disneyPixarCartoon_v10/Resources/ControlNet_Depth-7x7.mlmodelc (coreml_sd) taiyo@Mac-mini coreml_sd % ln -s \ ~/coreml_sd/models/ControlNet/v1.5/InPaint/InPaint-7x7.mlmodelc \ ~/coreml_sd/models/v1.5/disneyPixarCartoon_v10/Resources/ControlNet_InPaint-7x7.mlmodelc (coreml_sd) taiyo@Mac-mini coreml_sd % ln -s \ ~/coreml_sd/models/ControlNet/v1.5/InstrP2P/InstrP2P-7x7.mlmodelc \ ~/coreml_sd/models/v1.5/disneyPixarCartoon_v10/Resources/ControlNet_InstrP2P-7x7.mlmodelc (coreml_sd) taiyo@Mac-mini coreml_sd % ln -s \ ~/coreml_sd/models/ControlNet/v1.5/LineArt/LineArt-7x7.mlmodelc \ ~/coreml_sd/models/v1.5/disneyPixarCartoon_v10/Resources/ControlNet_LineArt-7x7.mlmodelc (coreml_sd) taiyo@Mac-mini coreml_sd % ln -s \ ~/coreml_sd/models/ControlNet/v1.5/LineArtAnime/LineArtAnime-7x7.mlmodelc \ ~/coreml_sd/models/v1.5/disneyPixarCartoon_v10/Resources/ControlNet_LineArtAnime-7x7.mlmodelc (coreml_sd) taiyo@Mac-mini coreml_sd % ln -s \ ~/coreml_sd/models/ControlNet/v1.5/MLSD/MLSD-7x7.mlmodelc \ ~/coreml_sd/models/v1.5/disneyPixarCartoon_v10/Resources/ControlNet_MLSD-7x7.mlmodelc (coreml_sd) taiyo@Mac-mini coreml_sd % ln -s \ ~/coreml_sd/models/ControlNet/v1.5/NormalBAE/NormalBAE-7x7.mlmodelc \ ~/coreml_sd/models/v1.5/disneyPixarCartoon_v10/Resources/ControlNet_NormalBAE-7x7.mlmodelc (coreml_sd) taiyo@Mac-mini coreml_sd % ln -s \ ~/coreml_sd/models/ControlNet/v1.5/OpenPose/OpenPose-7x7.mlmodelc \ ~/coreml_sd/models/v1.5/disneyPixarCartoon_v10/Resources/ControlNet_OpenPose-7x7.mlmodelc (coreml_sd) taiyo@Mac-mini coreml_sd % ln -s \ ~/coreml_sd/models/ControlNet/v1.5/Scribble/Scribble-7x7.mlmodelc \ ~/coreml_sd/models/v1.5/disneyPixarCartoon_v10/Resources/ControlNet_Scribble-7x7.mlmodelc (coreml_sd) taiyo@Mac-mini coreml_sd % ln -s \ ~/coreml_sd/models/ControlNet/v1.5/Segmentation/Segmentation-7x7.mlmodelc \ ~/coreml_sd/models/v1.5/disneyPixarCartoon_v10/Resources/ControlNet_Segmentation-7x7.mlmodelc (coreml_sd) taiyo@Mac-mini coreml_sd % ln -s \ ~/coreml_sd/models/ControlNet/v1.5/Shuffle/Shuffle-7x7.mlmodelc \ ~/coreml_sd/models/v1.5/disneyPixarCartoon_v10/Resources/ControlNet_Shuffle-7x7.mlmodelc (coreml_sd) taiyo@Mac-mini coreml_sd % ln -s \ ~/coreml_sd/models/ControlNet/v1.5/SoftEdge/SoftEdge-7x7.mlmodelc \ ~/coreml_sd/models/v1.5/disneyPixarCartoon_v10/Resources/ControlNet_SoftEdge-7x7.mlmodelc (coreml_sd) taiyo@Mac-mini coreml_sd % ln -s \ ~/coreml_sd/models/ControlNet/v1.5/Tile/Tile-7x7.mlmodelc \ ~/coreml_sd/models/v1.5/disneyPixarCartoon_v10/Resources/ControlNet_Tile-7x7.mlmodelc

手順４：動作確認 1.画像生成 ・ターミナルから下記のコマンド操作を行う (coreml_sd) taiyo@Mac-mini coreml_sd % python -m python_coreml_stable_diffusion.pipeline \ --prompt "a high quality photo of a black-haired girl. Her eye color is black." \ -i ./models/v1.5/disneyPixarCartoon_v10/Resources -o ~/Pictures \ --compute-unit CPU_AND_GPU --seed 65535 --controlnet Depth-7x7 \ --controlnet-inputs ~/depthmap01.jpg \ --model-version runwayml/stable-diffusion-v1-5 --model-sources compiled

2.conda仮想環境を無効にする ・ターミナルから下記のコマンド操作を行う (coreml_sd) taiyo@Mac-mini coreml_sd % conda deactivate

[spritlesoftware1]

In this blog, we're going to delve into

CoreML : Exploring iOS way of AI – Part 1

With recent emerge in AI & ML, there is a demand for more computing resources to handle complex and powerful operations. Basically this complex operations are performed in cloud with more computational power as per its nature.

[himanshu123]

How to Develop iOS App in 2024: A Step-by-Step Guide 

In 2024, the demand for iOS applications is higher than ever, making it an exciting time to learn how to develop iOS apps. Whether you’re building a personal project or launching a business solution, creating a powerful and user-friendly app for the iOS platform can be a rewarding challenge. With advancements in tools and technologies, the process has become more accessible. However, to truly excel in iOS app development, it’s important to follow a structured approach that incorporates the latest trends and best practices. 

The first step in learning how to develop iOS apps is to get familiar with Apple's development environment. Xcode, the official IDE (Integrated Development Environment) for macOS, is the cornerstone of iOS app development. It includes all the tools you need to write, test, and deploy your app. In 2024, Apple continues to refine Xcode, making it faster, more intuitive, and better equipped to handle complex applications. It supports both Swift (Apple's programming language) and Objective-C, but Swift is increasingly the language of choice for new projects due to its modern syntax and robust performance. 

Once you have your development environment set up, the next step is to learn the fundamentals of iOS design and development. For a great user experience, iOS apps need to be intuitive and responsive. This requires understanding key concepts like Auto Layout, which ensures your app looks great on all iOS devices, and UIKit, the primary framework for building iOS interfaces. Alternatively, Apple’s SwiftUI, introduced in 2019, offers a more modern way of designing interfaces and has continued to evolve in 2024, making it a compelling choice for new apps. 

As you delve deeper into iOS development, it’s important to build a strong foundation in Core Data for data management, CloudKit for cloud-based features, and Core Animation for advanced graphics and animations. These frameworks help in developing highly functional and interactive apps that meet the standards of today’s competitive app marketplace. 

However, before jumping into writing code, it’s crucial to define the scope of your app. Consider your target audience, features, and overall app goals. Will you be building a simple utility app, a gaming app, or a complex business solution? This decision will guide your design and technical choices. 

Optimizing Development with Modern Tools 

As part of the development process, there are several other tools and strategies you can incorporate to optimize your workflow. Firebase is an excellent choice for developers who need to integrate real-time databases, authentication, and push notifications into their app quickly. Additionally, CocoaPods and Swift Package Manager are essential for managing third-party libraries and dependencies that save time on development. 

Moreover, in 2024, Machine Learning is becoming increasingly integrated into mobile apps. Apple's CoreML framework makes it easier than ever to add intelligent features such as image recognition, voice recognition, and natural language processing to your app. Similarly, ARKit enables you to create augmented reality experiences that blend seamlessly with the real world. Incorporating these advanced features into your iOS app can set it apart from competitors and provide users with a unique experience. 

One critical aspect that many developers overlook is the importance of app testing. To create a truly reliable and bug-free app, it's important to invest time in testing throughout the development process. Use Xcode's built-in testing suite, XCTest, to write unit tests, and UI testing for interactive elements. Additionally, tools like TestFlight allow you to distribute your app to testers before release, ensuring any issues are resolved prior to launch. 

Cost Considerations: Using a Mobile App Cost Calculator 

Before diving into the actual development of your iOS app, it’s important to understand the potential costs involved. Creating an app isn’t just about coding; there are expenses related to design, testing, marketing, and app store submissions. One useful tool to estimate your costs is a mobile app cost calculator. These tools help provide an estimate based on factors like app complexity, features, and the geographical location of your development team. Using a mobile app cost calculator early in the process can help you budget more effectively and avoid surprises as your project progresses. 

If you're interested in exploring the benefits of iOS application development services for your business, we encourage you to book an appointment with our team of experts. 

Book an Appointment 

Launching and Marketing Your iOS App 

After development, the next crucial step is launching your iOS app. This involves submitting your app to the Apple App Store for approval, which requires compliance with Apple's guidelines on user privacy, data usage, and interface design. Once approved, your app will be available for download, but marketing it effectively is key to gaining visibility and users. 

In 2024, app marketing strategies have evolved. Apart from the traditional methods of app store optimization (ASO), it's important to have a strong presence on social media, collaborate with influencers, and even consider in-app advertisements or cross-promotion with other apps. Analytics tools, like Firebase Analytics, allow you to track user engagement and optimize your app's performance after launch. 

The Future of iOS Application Development 

As we look toward the future, iOS application development continues to evolve rapidly. In the coming years, we can expect even more innovation in AI, AR, and VR technologies, which will open new possibilities for mobile apps. Staying updated with the latest tools, frameworks, and best practices is essential for staying competitive in the fast-paced mobile development landscape. 

Ultimately, developing an iOS app in 2024 involves a combination of technical skills, creativity, and strategic planning. Whether you’re developing an app for personal use or launching a business solution, embracing the latest technologies and approaches will ensure you create an app that meets user expectations and stands out in a crowded marketplace. 

[aitoolswhitehattoolbox]

Senior iOS Engineer

of experience (prefer 5+) in Apple Framework development (iOS, macOS, watchOS, visionOS). BS/BA in Engineering or a related field… field Nice-to-haves: 5+ years in iOS experience and experience with Swift Experience with SwiftUI, CoreML… Apply Now

[letsnurture1]

Key Considerations for Successful iPhone App Development in Halifax

In the thriving digital landscape of Halifax, Nova Scotia, successful iPhone app development is crucial for businesses aiming to engage iPhone users and capitalize on the iOS market. Creating a standout iPhone app requires careful planning and execution. In this blog post, we will explore key considerations for achieving successful iPhone app development in Halifax, and how Let's Nurture Global Team can assist businesses in turning their iPhone app ideas into reality.

User-Centric Design :

Creating a user-centric design is essential for successful iPhone app development. Halifax businesses should prioritize a clean and intuitive interface that aligns with Apple's design principles. Understanding the target audience, conducting user research, and incorporating user feedback throughout the development process are crucial steps. Let's Nurture Global Team specializes in user-centered design, ensuring that the iPhone app meets the needs and expectations of the Halifax market, resulting in enhanced user satisfaction and engagement.

Compatibility with iOS Ecosystem :

To achieve success in iPhone app development, compatibility with the iOS ecosystem is vital. Halifax businesses must stay updated with the latest iOS versions and device capabilities to ensure optimal performance. It is essential to conduct rigorous testing across various iPhone models and screen sizes to ensure seamless functionality. Let's Nurture Global Team possesses expertise in iOS development and stays abreast of the latest iOS updates, ensuring that the iPhone app functions flawlessly across devices and provides a consistent user experience for Halifax users.

Integration of Apple Technologies :

Leveraging Apple's technologies and frameworks can enhance the functionality and appeal of an iPhone app. Halifax businesses should explore integrating features such as Apple Pay, SiriKit, CoreML, and ARKit, depending on their app's requirements. Integrating these technologies can provide unique and immersive experiences for iPhone users, setting the app apart from competitors. Let's Nurture Global Team has in-depth knowledge of Apple technologies and can guide Halifax businesses in leveraging these tools to their full potential, resulting in feature-rich and innovative iPhone apps.

App Store Optimization :

To ensure the visibility and success of an iPhone app in Halifax, businesses must focus on App Store Optimization (ASO). This involves optimizing the app's metadata, keywords, screenshots, and descriptions to increase discoverability and encourage downloads. Halifax businesses should conduct thorough keyword research and analyze competitors to develop an effective ASO strategy. Let's Nurture Global Team can assist in optimizing iPhone apps for the App Store, ensuring that the app gains visibility among Halifax users and attracts the desired target audience, ultimately driving app downloads and user engagement.

Ongoing Support and Maintenance :

Successful iPhone app development in Halifax does not end with the app's launch. Ongoing support and maintenance are crucial to address bugs, release updates, and incorporate user feedback. Halifax businesses should partner with a reliable app development agency like Let's Nurture Global Team, which offers post-launch support and maintenance services. Timely bug fixes, regular updates, and continuous improvements ensure the app remains functional, secure, and up to date with the latest iOS features, providing a positive user experience and fostering customer loyalty.

Conclusion :

Halifax businesses seeking successful iPhone app development should consider factors such as user-centric design, compatibility with the iOS ecosystem, integration of Apple technologies, app store optimization, and ongoing support and maintenance. Let's Nurture Global Team possesses the expertise and experience to guide businesses through these considerations, helping them create standout iPhone apps that resonate with the Halifax market and drive business growth.