AI開発の基礎知識とまとめ(331~365)– AIプロジェクトの全体像を理解し、これまでの知識を総括します。 –
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[AI from Scratch] Episode 351: Considering User Experience (UX) — Designing User-Friendly Systems
Recap and Today's Theme Hello! In the previous episode, we discussed the importance of documentation and how well-organized documentation can streamline project progress and facilitate quick problem-solving. Proper documentation ensures ... -
[AI from Scratch] Episode 350: The Importance of Documentation — How to Create and Manage Effective Project Documentation
Recap and Today's Theme Hello! In the last episode, we covered the basics of intellectual property rights, discussing how to protect your AI projects and ideas using copyrights and patents. We learned that understanding intellectual prop... -
[AI from Scratch] Episode 349: Understanding Intellectual Property Rights — Copyrights, Patents, and More
Recap and Today's Theme Hello! In the previous episode, we explored regulatory compliance and data protection, focusing on how to align with laws such as GDPR, CCPA, and Japan’s Personal Information Protection Law. These regulations are ... -
[AI from Scratch] Episode 348: Regulations and Compliance — Ensuring Data Protection and Ethical Standards
Recap and Today's Theme Hello! In the last episode, we covered scalability, discussing how to design systems that can handle increasing loads effectively. By implementing strategies like vertical and horizontal scaling, microservices, an... -
[AI from Scratch] Episode 347: Security Measures — Protecting Systems and Data
Recap and Today's Theme Hello! In the previous episode, we discussed scalability considerations, focusing on how to ensure that systems can grow and handle increasing loads through techniques like vertical and horizontal scaling, microse... -
[AI from Scratch] Episode 346: Considerations for Scalability — Designing for System Expansion
Recap and Today's Theme Hello! In the last episode, we discussed how to effectively utilize feedback loops to continuously improve products and services by incorporating user feedback. Properly managing feedback loops helps improve user ... -
[AI from Scratch] Episode 345: Building Feedback Loops — Utilizing User Feedback for Continuous Improvement
Recap and Today's Theme Hello! In the previous episode, we discussed log collection and analysis, explaining how logs can be used to monitor system performance and user behavior, ultimately improving service quality. By effectively lever... -
[AI from Scratch] Episode 344: Log Collection and Analysis — Utilizing System and User Logs
Recap and Today's Theme Hello! In the previous episode, we discussed model monitoring, introducing methods for tracking the performance and behavior of AI models in production environments. Monitoring helps detect accuracy degradation or... -
[AI from Scratch] Episode 343: Model Monitoring — How to Track the Performance of Deployed Models
Recap and Today's Theme Hello! In the previous episode, we discussed Continuous Deployment (CD), a practice that automates the deployment of code changes to production environments. We learned how CD helps streamline the development proc... -
[AI from Scratch] Episode 341: Continuous Integration (CI) — A Method to Improve Development Efficiency
Recap and Today's Theme Hello! In the previous episode, we discussed the basics of test methodologies, covering unit testing, integration testing, and system testing. Each type of testing ensures that the code is of high quality, prevent... -
[AI from Scratch] Episode 342: Continuous Deployment (CD) — Automating the Deployment Process
Recap and Today's Theme Hello! In the last episode, we discussed Continuous Integration (CI), a method that improves development efficiency and code quality by automating testing and building whenever code changes are integrated. CI allo... -
[AI from Scratch] Episode 340: Fundamentals of Testing Methods — Unit Testing, Integration Testing, and System Testing
Recap and Today's Theme Hello! In the previous episode, we discussed code quality management, emphasizing the importance of code reviews and automated testing to maintain high-quality code. We explored how these practices help catch bugs... -
[AI from Scratch] Episode 339: Code Quality Management — The Importance of Code Reviews and Automated Testing
Recap and Today's Theme Hello! In the previous episode, we covered development process models, focusing on agile and waterfall methodologies. Understanding these models allows teams to choose the most suitable approach for their projects... -
[AI from Scratch] Episode 338: Development Process Models — Agile and Waterfall Development
Recap and Today's Theme Hello! In the previous episode, we explored project management tools, including Jira and Trello, and how to manage tasks efficiently. We discussed how to choose the right tool to visualize progress and facilitate ... -
[AI from Scratch] Episode 337: Utilizing Project Management Tools — Jira, Trello, and More
Recap and Today's Theme Hello! In the previous episode, we discussed team development basics, focusing on the importance of role allocation and effective communication within AI project teams. Defining roles and maintaining proper inform...
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