Introduction to Audio AI Training Course

Audio Classification and Event Detection with Machine Learning is a specialized course designed to develop machine learning models that can classify audio and detect sound events in real-world scenarios.

This live, instructor-led training (available both online and on-site) is tailored for intermediate to advanced data professionals who are interested in applying machine learning techniques to analyze and categorize audio data. The applications range from public safety and manufacturing to smart cities and multimedia analytics.

By the end of this training, participants will be able to:

• Grasp how sound events are modeled and categorized using machine learning.
• Preprocess audio data with feature extraction techniques such as MFCC and spectrograms.
• Create, train, and evaluate models for audio classification and event detection.
• Deploy machine learning models for real-time or batch-based audio processing in enterprise or embedded environments.

Format of the Course

• Interactive lectures and discussions.
• Ample exercises and practice sessions.
• Hands-on implementation in a live-lab environment.

Course Customization Options

• To request a customized training for this course, please contact us to arrange.

AI-Powered Audio Enhancement and Noise Reduction is a practical course designed to introduce participants to modern AI tools used for cleaning and improving audio in both real-time and post-production settings.

This instructor-led, live training (available online or onsite) is aimed at professionals ranging from beginners to intermediates who wish to apply AI tools to eliminate background noise, enhance voice clarity, and improve overall audio quality across conferencing, broadcasting, and surveillance applications.

By the end of this training, participants will be able to:

• Grasp the fundamentals of audio signal processing and identify common sources of noise.
• Utilize AI-based tools such as Krisp, Adobe Enhance, and RNNoise for practical audio enhancement tasks.
• Incorporate noise reduction techniques into conferencing, recording, or live broadcast workflows.
• Assess and select appropriate tools and models based on quality, latency, and deployment requirements.

Format of the Course

• Interactive lectures and discussions.
• Numerous exercises and hands-on practice.
• Practical implementation in a live-lab environment.

Course Customization Options

• For customized training options for this course, please contact us to arrange.

AI policy and regulation is a rapidly evolving field that has a direct impact on how governments develop, adopt, and oversee artificial intelligence systems.

This instructor-led, live training (available online or onsite) is designed for public sector legal and compliance professionals who have limited prior exposure to AI technologies and wish to understand the latest regulatory developments, ethical frameworks, and policy considerations for responsible AI deployment.

By the end of this training, participants will be able to:

• Interpret key components of AI-related regulations, such as the EU AI Act and GDPR.
• Assess national and international policy developments (e.g., in Canada, the U.S., OECD, etc.).
• Evaluate legal and ethical risks associated with AI procurement and use.
• Contribute to AI governance, oversight, and cross-agency coordination.

Format of the Course

• Interactive lectures and legal case analyses.
• Regulatory comparisons and policy mapping exercises.
• Scenario-based group discussions.

Course Customization Options

• To request a customized training for this course, please contact us to arrange.

Artificial Intelligence (AI) is increasingly being utilized to enhance the efficiency, accessibility, and responsiveness of public service delivery in areas such as taxation, healthcare, immigration, and social programs.

This instructor-led, live training (available online or on-site) is designed for public service professionals with limited experience in AI who are interested in exploring practical applications, automation strategies, and planning considerations for integrating AI into front-line government services.

By the end of this training, participants will be able to:

• Identify areas within their department where AI can enhance public service operations.
• Understand automation tools and AI-driven decision support systems.
• Explore use cases in forecasting, language access, and citizen assistance.
• Evaluate ethical, operational, and citizen trust factors in AI-enabled services.

Format of the Course

• Interactive lectures with real-life examples.
• Public sector use case walkthroughs and group discussions.
• Strategy planning exercises tailored to participants' departments.

Course Customization Options

• To request a customized training for this course, please contact us to arrange.

Artificial Intelligence (AI) introduces new dimensions of operational risk, governance challenges, and cybersecurity exposure for government agencies and departments in Taiwan.

This instructor-led, live training (online or onsite) is aimed at public sector IT and risk professionals with limited prior experience in AI who wish to understand how to evaluate, monitor, and secure AI systems within a government or regulatory context in Taiwan.

By the end of this training, participants will be able to:

• Interpret key risk concepts related to AI systems, including bias, unpredictability, and model drift, tailored to the Taiwanese public sector.
• Apply AI-specific governance and auditing frameworks such as NIST AI RMF and ISO/IEC 42001 within the context of Taiwanese regulations.
• Recognize cybersecurity threats targeting AI models and data pipelines that are relevant to Taiwan's government agencies.
• Establish cross-departmental risk management plans and policy alignment for AI deployment, ensuring they align with Taiwanese governmental standards.

Format of the Course

• Interactive lecture and discussion of public sector use cases specific to Taiwan.
• AI governance framework exercises and policy mapping relevant to Taiwanese regulations.
• Scenario-based threat modeling and risk evaluation tailored to the Taiwanese context.

Course Customization Options

• To request a customized training for this course, please contact us to arrange a session that meets the specific needs of your Taiwanese organization.

AI tools like ChatGPT, Copilot, and Gemini are revolutionizing administrative workflows by assisting teams in drafting content, scheduling meetings, responding to emails, and automating routine tasks.

This instructor-led, live training (available online or on-site) is designed for public sector administrative professionals who have little to no prior experience with AI and wish to enhance their everyday productivity through the practical use of AI assistants and automation tools.

By the end of this training, participants will be able to:

• Understand how AI tools can support common administrative tasks.
• Utilize ChatGPT, Copilot, and Gemini to create emails, summaries, and documents.
• Integrate AI tools with calendars, task lists, and office software.
• Apply best practices for writing prompts and interpreting results.

Format of the Course

• Interactive lectures and guided demonstrations.
• Hands-on practice with real-world administrative tasks.
• Customizable exercises using tools most relevant to participants' daily work.

Course Customization Options

• To request a customized training for this course, please contact us to arrange.

Voice assistant platforms such as Amazon Alexa, Google Dialogflow, and Rasa provide robust frameworks for creating intelligent, voice-driven applications suitable for both public and internal use.

This instructor-led, live training (available online or on-site) is designed for intermediate-level developers and design teams who want to build, train, and deploy conversational voice interfaces that automate workflows and support users naturally through speech.

By the end of this training, participants will be able to:

• Design conversational flows and interaction models for voice user interfaces.
• Develop voice assistants using tools like Dialogflow, Alexa, and open-source frameworks such as Rasa.
• Integrate voice assistants with back-end APIs, databases, and third-party services.
• Deploy voice assistants to smart devices or web-based voice applications.

Format of the Course

• Interactive lecture and discussion.
• Extensive exercises and practice sessions.
• Hands-on implementation in a live-lab environment.

Course Customization Options

• To request a customized training for this course, please contact us to arrange.

ChatGPT is a robust AI assistant that can assist government professionals with drafting documents, conducting research, summarizing information, and automating tasks.

This instructor-led, live training (available online or on-site) is designed for public sector employees who have limited or no prior experience with AI tools. The goal is to help them effectively use ChatGPT for government-related communication, analysis, and administrative efficiency.

By the end of this training, participants will be able to:

• Use ChatGPT to compose and refine government emails, memos, and reports.
• Summarize policy documents, public comments, or research findings accurately.
• Create effective prompts for daily administrative and analytical tasks.
• Apply basic privacy and compliance principles when using AI in the public sector.

Format of the Course

• Interactive lectures and discussions.
• Real-world government-focused use cases.
• Hands-on practice in implementing and writing prompts.

Course Customization Options

• To request a customized training session tailored to your department's specific workflows or policy priorities, please contact us to arrange.

Microsoft 365 Copilot is an AI-driven assistant integrated into familiar Microsoft applications, designed to enhance content creation, automate routine tasks, and offer intelligent insights.

This instructor-led, live training (available online or on-site) is tailored for public sector employees with limited or no prior experience using AI tools. The goal is to help them leverage Microsoft 365 Copilot to improve communication, streamline document work, and derive insights more efficiently from data and meetings.

By the end of this training, participants will be able to:

• Utilize Copilot in Word, Excel, and Outlook to draft, analyze, and refine communications.
• Automate repetitive documentation and summarization tasks across Microsoft 365 applications.
• Extract insights from meeting notes, spreadsheets, and written reports.
• Adhere to responsible use guidelines for Copilot in a public sector setting.

Format of the Course

• Interactive lectures and discussions.
• Hands-on practice with Microsoft 365 Copilot using sample government scenarios.
• Guided exercises focused on enhancing communication, reporting, and meeting productivity.

Course Customization Options

• To request a customized training program tailored to your department's workflows or internal tools, please contact us to arrange.

This instructor-led, live training in Taiwan (online or onsite) is aimed at advanced-level government professionals and policy experts who wish to leverage DeepSeek for data-driven governance and policy innovation.

By the end of this training, participants will be able to:

• Utilize DeepSeek AI for policy analysis and strategic decision-making.
• Automate government reports and improve data transparency.
• Apply AI-driven insights for public sector innovation.
• Enhance citizen engagement through AI-powered solutions.

Audio AI encompasses the technologies that enable the processing, recognition, and generation of voice and sound data.

This instructor-led, live training (available online or on-site) is designed for beginner-level professionals who want to understand the ethical, legal, and operational considerations involved in deploying audio AI within organizations.

After completing this training, participants will be equipped to:

• Recognize key privacy challenges associated with capturing and processing audio data.
• Assess the compliance implications of speech-based AI systems.
• Evaluate ethical risks in areas such as consent, surveillance, and automated decision-making.
• Facilitate responsible procurement and implementation of audio AI tools.

Format of the Course

• Interactive lectures and discussions.
• Exercises for risk evaluation and compliance mapping.
• Hands-on assessments of audio AI scenarios in a guided environment.

Course Customization Options

• To request a customized training session for this course, please contact us to arrange.

This instructor-led, live training in Taiwan (online or onsite) is aimed at intermediate-level public sector professionals who wish to use Gemini to generate high-quality content, assist with research, and improve productivity through more advanced AI interactions.

By the end of this training, participants will be able to:

• Craft more effective and tailored prompts for specific use cases.
• Generate original and creative content using Gemini.
• Summarize and compare complex information with precision.
• Use Gemini for brainstorming, planning, and organizing ideas efficiently.

Artificial Intelligence (AI) is revolutionizing public sector operations, decision-making, and service delivery on a global scale.

This instructor-led, live training (available online or onsite) is designed for public sector leaders who have little to no prior background in AI. The goal is to provide an understanding of the fundamentals of AI, assess its strategic importance, and explore how it can be ethically and effectively integrated into government organizations.

By the end of this training, participants will be able to:

• Grasp the key concepts and terminology associated with artificial intelligence.
• Assess the potential benefits and risks of AI within public sector contexts.
• Examine the ethical and regulatory considerations pertinent to AI use in government.
• Formulate informed perspectives on AI-related policy, procurement, and strategy.

Format of the Course

• Interactive lectures and discussions.
• Real-world case studies from the public sector.
• Guided group reflections and policy exercises.

Course Customization Options

• To request a customized training for this course, please contact us to arrange.

Speech recognition and transcription using AI involves converting spoken language into written text through machine learning models and natural language processing systems.

This instructor-led, live training (conducted online or on-site) is designed for intermediate-level professionals who wish to implement, evaluate, and optimize AI-powered speech-to-text solutions for real-world applications.

By the end of this training, participants will be able to:

• Understand how modern speech recognition models are trained and deployed.
• Assess open-source and commercial APIs for speech-to-text transcription.
• Address multilingual and domain-specific transcription challenges.
• Develop simple transcription workflows for various audio sources.

Format of the Course

• Interactive lecture and discussion sessions.
• Extensive exercises and practice activities.
• Hands-on implementation in a live-lab environment.

Course Customization Options

• To request a customized training for this course, please contact us to arrange.

Voice cloning and speech generation with AI enable users to replicate human voices or produce synthetic speech using deep learning models and speech synthesis techniques.

This instructor-led, live training (available online or onsite) is designed for intermediate-level professionals who want to create, evaluate, and implement voice cloning and TTS systems in practical projects.

By the end of this training, participants will be able to:

• Grasp the fundamental concepts behind neural speech synthesis and voice cloning.
• Assess both commercial and open-source TTS platforms.
• Clone voices from sample recordings while adhering to ethical and legal guidelines.
• Integrate synthetic voices into applications, IVRs, or media pipelines.

Format of the Course

• Interactive lecture and discussion sessions.
• Numerous exercises and practice activities.
• Hands-on implementation in a live-lab environment.

Course Customization Options

• To request a customized training for this course, please contact us to arrange.