Data processing apparatus; Computer memory devices; Computers; computer programs, recorded, for use in database management and in electronic storage of data; computer programs, recorded, for use in word processing; computer programs, recorded, using artificial intelligence for machine learning data preprocessing, model training, namely, recorded computer programs for use in training AI models using federated learning, model inference, namely, recorded computer programs featuring federated inference algorithms for use in acquiring the inference output of AI models while preserving the privacy of the users, and recorded computer programs for boosting the security and safety of AI systems in the fields of AI security detection and evaluation, AI security reinforcement, AI fairness detection and evaluation, AI fairness improvement, and AI interpretation; Recorded computer operating programs; recorded computer software for use in database management and in electronic storage of data; computer software, recorded, using artificial intelligence for machine learning data preprocessing, model training, namely, recorded computer programs for use in training AI models using federated learning, model inference, namely, recorded computer programs featuring federated inference algorithms for use in acquiring the inference output of AI models while preserving the privacy of the users, and recorded computer programs for boosting the security and safety of AI systems in the fields of AI security detection and evaluation, AI security reinforcement, AI fairness detection and evaluation, AI fairness improvement, and AI interpretation; downloadable computer programs for editing images, sound, and video; downloadable computer programs for document management; downloadable computer programs for word processing; downloadable computer programs using artificial intelligence for machine learning data preprocessing, model training, namely, recorded computer programs for use in training AI models using federated learning, model inference, namely, recorded computer programs featuring federated inference algorithms for use in acquiring the inference output of AI models while preserving the privacy of the users, and recorded computer programs for boosting the security and safety of AI systems in the fields of AI security detection and evaluation, AI security reinforcement, AI fairness detection and evaluation, AI fairness improvement, and AI interpretation; downloadable computer software applications for use in database management and in electronic storage of data; downloadable computer software applications using artificial intelligence for machine learning data preprocessing, model training, namely, recorded computer programs for use in training AI models using federated learning, model inference, namely, recorded computer programs featuring federated inference algorithms for use in acquiring the inference output of AI models while preserving the privacy of the users, and recorded computer programs for boosting the security and safety of AI systems in the fields of AI security detection and evaluation, AI security reinforcement, AI fairness detection and evaluation, AI fairness improvement, and AI interpretation; Recorded computer software platforms for application development, web hosting, database management; Downloadable computer software platforms for application development, web hosting, database management; Downloadable computer software platforms using artificial intelligence for machine learning data preprocessing, model training, namely, recorded computer programs for use in training AI models using federated learning, model inference, namely, recorded computer programs featuring federated inference algorithms for use in acquiring the inference output of AI models while preserving the privacy of the users, and recorded computer programs for boosting the security and safety of AI systems in the fields of AI security detection and evaluation, AI security reinforcement, AI fairness detection and evaluation, AI fairness improvement, and AI interpretation; Downloadable computer application software for mobile phones, namely, software for use in database management and electronic storage of data

Data encryption services; Monitoring of computer systems for detecting unauthorized access or data breach; Maintenance of computer software used for security and risk precautions; Research in the field of artificial intelligence; Design and Development of Electronic data Security system; Computer Security Threat Analysis for Protecting Data; Computer programming; Computer software design; Updating of computer software; Maintenance of computer software; Computer system analysis; Computer software consultancy; Computer virus protection services; Monitoring of computer systems by remote access to ensure proper functioning; Software as a Service (SaaS) services featuring software for use in database management and word processing, using artificial intelligence for machine learning data preprocessing, model training, namely, software for use in training AI models using federated learning, model inference, namely, Software as a Service (SaaS) services featuring software that uses federated inference algorithms for use in acquiring the inference output of AI models while preserving the privacy of the users, and Software as a Service (SaaS) services featuring software for boosting the security and safety of AI systems in the fields of AI security detection and evaluation, AI security reinforcement, AI fairness detection and evaluation, AI fairness improvement, and AI interpretation; Information technology consulting services; Providing information relating to computer technology and programming via a web site; Providing virtual computer systems and virtual computer environments through cloud computing; Computer security consultancy; Platform as a service (PaaS) featuring computer software platforms for use in database management and word processing, using artificial intelligence for machine learning data preprocessing, model training, namely, computer software platforms for use in training AI models using federated learning, model reasoning, namely, Platform as a service (PaaS) featuring computer software platforms featuring federated reasoning algorithms for use in acquiring the inference output of AI models while preserving the privacy of the users, and Platform as a service (PaaS) featuring computer software platforms for boosting the security and safety of AI systems in the fields of AI security detection and evaluation, AI security reinforcement, AI fairness detection and evaluation, AI fairness improvement, and AI interpretation; Writing of computer code; Telecommunication network security consulting; Technical advisory services relating to digital transformation; Computer programming service for data processing; Software engineering services for data processing