Enterprise Artificial Intelligence Architecture and MLOps Implementation
Master the complete artificial intelligence delivery lifecycle under the guidance of industry experts. Enroll in our comprehensive certification program designed to equip you with strategic planning, ethical implementation, technical construction, and operational excellence skills. Learn to identify AI opportunities, navigate regulatory landscapes, build production-ready models, implement MLOps pipelines, and establish governance frameworks that drive organizational success. Gain hands-on experience with cloud platforms, automated workflows, and real-world case studies that prepare you to lead AI initiatives from conception through deployment and monitoring.
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Corporate Pricing
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Training Provider Pricing
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Subsidies
What you'll learn
- Establish AI governance frameworks and Centers of Excellence for organizational scaling
- Build and deploy machine learning models using industry-standard tools and cloud platforms
- Apply ethical frameworks and regulatory compliance requirements to AI project development
- Monitor production AI systems for performance, security vulnerabilities, and data drift
- Implement Retrieval Augmented Generation solutions for enterprise knowledge applications
- Evaluate business problems for AI suitability and develop strategic implementation roadmaps
- Design and implement MLOps pipelines with continuous integration and deployment workflows
Why should you attend?
This comprehensive certification program equips professionals with the strategic and technical expertise needed to successfully deliver and implement artificial intelligence solutions within organizations. Participants will master the complete AI lifecycle, from identifying suitable business problems and developing strategic roadmaps to building, deploying, and monitoring production-ready AI systems. The curriculum covers foundational AI and machine learning concepts, including traditional and generative AI approaches, classification and regression techniques, and practical model evaluation methods. Participants learn to assess AI project feasibility, calculate return on investment, and integrate AI solutions into existing business models. The program emphasizes ethical AI development, covering bias detection and mitigation, global regulatory compliance including the EU AI Act, and sustainable AI practices aligned with environmental, social, and governance goals. Hands-on technical modules guide participants through data preparation, feature engineering, model training, and deployment using industry-standard tools and cloud platforms. Advanced topics include Retrieval Augmented Generation for enterprise applications, MLOps pipeline design, and continuous integration and deployment strategies for machine learning systems. The program addresses critical production concerns such as security vulnerabilities, performance monitoring, data drift detection, and regulatory compliance automation. Participants will learn to establish and operate AI Centers of Excellence, implement governance frameworks, and develop adaptive strategies for staying current with rapidly evolving AI technologies. Through practical lab sessions and real-world case studies, learners gain experience building domain-specific applications, implementing automated workflows, and ensuring AI systems meet quality, security, and compliance standards throughout their lifecycle.
Course Syllabus
Day 1 - Foundation
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 1
Day 2 - Conduct - Ethics and Compliance
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 2
Day 3 - Construction - Building AI Models
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 3
Day 4 - Automation - MLOps Implementation
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 4
Day 5 - Assurance and Acceleration
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 5
Ratings and Reviews
Instructor
Instructor
Instructor
Dr. Esther Suria Kala is a highly accomplished ICT consultant and corporate trainer with nearly 30 years of extensive experience in information technology, project management, and organizational development. As the founder of Angel Software Solutions, she has established herself as a versatile and dedicated professional who delivers cutting-edge training solutions across Malaysia and internationally.
Her academic credentials are exceptional, including a PhD in Psychology with a focus on Human Behaviour and Human Resources, an MBA in Finance, and degrees in both Computer Science and Human Resources. Currently pursuing a second PhD in IT Information Security, Dr. Esther demonstrates an unwavering commitment to continuous learning and staying at the forefront of technological advancement. Her educational foundation is complemented by an impressive array of professional certifications, including Microsoft Certified Trainer (MCT), CISSP, ITIL, SAP Certified Associate, Certified Cyber Security Professional, Data Scientist, AI Engineering, and ECBA certifications.
Dr. Esther's technical expertise spans an extensive range of domains, from traditional programming languages like Java, C++, and PHP to modern technologies including Python, AI coding, machine learning, RPA, and IR 4.0 microservices. She is proficient in database management systems including Microsoft SQL Server and Oracle, web development frameworks, and enterprise solutions like SAP Crystal Reports and SharePoint Server. Her knowledge extends to cybersecurity, ethical hacking, network administration, and data analytics, making her uniquely qualified to address both technical and strategic business challenges.
As a trainer, Dr. Esther excels in bridging the gap between technical complexity and practical application. She delivers comprehensive training programs for both IT and non-IT professionals, covering everything from software development and cloud computing to soft skills such as digital marketing, business analysis, customer service, and project management. Her ability to communicate effectively in both English and Bahasa Malaysia enables her to connect with diverse audiences across different organizational levels.
Her impressive client portfolio includes leading organizations such as Maybank, Telekom Malaysia, Malaysian Airlines, Tenaga Nasional Berhad, Bank Negara, Ministry of Education, Ministry of Finance, and numerous multinational corporations. This extensive experience across banking, telecommunications, government, aviation, and technology sectors demonstrates her adaptability and deep understanding of varied industry requirements. Recognized with the Outstanding Achievement Award in Information Technology from University Malaya in 2013, Dr. Esther continues to empower organizations through innovative training solutions that drive digital transformation and professional excellence.
Instructor
Instructor
Instructor
Instructor
Instructor Reviews
Mohammad Mehdi Lotfinejad
Chief Data Officer & Data Science Trainer"Mehdi and I worked on several projects with company such as Petronas , Shell and CIMB Regional ETC. I must say Mehdi's training was highly appreciated by our clients as he was able to exhibit in full display his vast knowledge as a Data professional. I would highly recommend him to anyone looking for a top tier training expert."
"Not only knowledgeable but also having hands dirty on what he knows Friendly and building networks quickly."
"I had the pleasure of working with Mehdi together on some high-level initiatives such as the Petronas data scientist program and Shell's project to become a data-driven organization. During these projects, Mehdi received numerous accolades for his ability to share his knowledge and mentor up-and-coming data scientists. Based on our shared experiences, I have no hesitation in recommending Mehdi for any project or position he may be considered for."
Hadia Yousaf
Data Science & Analytics Expert"I cannot say enough positive things about Hadia. She not only makes data science easier to comprehend, she somehow magically manages to make it fun as well. They truly look forward to seeing her each and every time which speaks volumes about her ability to combine clear instruction with a warm and supportive environment."
"Hadia is fantastic, exceptional, knowledgeable, and patient. She takes the time to respond to all inquiries. Removes any doubts; she is an excellent coach who goes above and above to assure your future success. Excellent class with enough of material to help me become a better data scientist."
"I appreciated the fresh viewpoint on some crucial issues. Hadia, as always, keeps everyone involved and up to date on all issues. She is a natural teacher and people person. I intend to continue taking her lessons."
FAQ
Frequently Asked Questions About This Course
Courses you may like
Why should you attend?
This comprehensive certification program equips professionals with the strategic and technical expertise needed to successfully deliver and implement artificial intelligence solutions within organizations. Participants will master the complete AI lifecycle, from identifying suitable business problems and developing strategic roadmaps to building, deploying, and monitoring production-ready AI systems. The curriculum covers foundational AI and machine learning concepts, including traditional and generative AI approaches, classification and regression techniques, and practical model evaluation methods. Participants learn to assess AI project feasibility, calculate return on investment, and integrate AI solutions into existing business models. The program emphasizes ethical AI development, covering bias detection and mitigation, global regulatory compliance including the EU AI Act, and sustainable AI practices aligned with environmental, social, and governance goals. Hands-on technical modules guide participants through data preparation, feature engineering, model training, and deployment using industry-standard tools and cloud platforms. Advanced topics include Retrieval Augmented Generation for enterprise applications, MLOps pipeline design, and continuous integration and deployment strategies for machine learning systems. The program addresses critical production concerns such as security vulnerabilities, performance monitoring, data drift detection, and regulatory compliance automation. Participants will learn to establish and operate AI Centers of Excellence, implement governance frameworks, and develop adaptive strategies for staying current with rapidly evolving AI technologies. Through practical lab sessions and real-world case studies, learners gain experience building domain-specific applications, implementing automated workflows, and ensuring AI systems meet quality, security, and compliance standards throughout their lifecycle.
What you'll learn
- Establish AI governance frameworks and Centers of Excellence for organizational scaling
- Build and deploy machine learning models using industry-standard tools and cloud platforms
- Apply ethical frameworks and regulatory compliance requirements to AI project development
- Monitor production AI systems for performance, security vulnerabilities, and data drift
- Implement Retrieval Augmented Generation solutions for enterprise knowledge applications
- Evaluate business problems for AI suitability and develop strategic implementation roadmaps
- Design and implement MLOps pipelines with continuous integration and deployment workflows
Course Syllabus
Day 1 - Foundation
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 1
Day 2 - Conduct - Ethics and Compliance
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 2
Day 3 - Construction - Building AI Models
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 3
Day 4 - Automation - MLOps Implementation
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 4
Day 5 - Assurance and Acceleration
Short Break
15 minsRecap and Q&A
15 minsLunch
1 hourShort Break
15 minsRecap and Q&A
15 minsEnd of Day 5
Instructor Reviews
Mohammad Mehdi Lotfinejad
Chief Data Officer & Data Science Trainer"Mehdi and I worked on several projects with company such as Petronas , Shell and CIMB Regional ETC. I must say Mehdi's training was highly appreciated by our clients as he was able to exhibit in full display his vast knowledge as a Data professional. I would highly recommend him to anyone looking for a top tier training expert."
"Not only knowledgeable but also having hands dirty on what he knows Friendly and building networks quickly."
"I had the pleasure of working with Mehdi together on some high-level initiatives such as the Petronas data scientist program and Shell's project to become a data-driven organization. During these projects, Mehdi received numerous accolades for his ability to share his knowledge and mentor up-and-coming data scientists. Based on our shared experiences, I have no hesitation in recommending Mehdi for any project or position he may be considered for."
Hadia Yousaf
Data Science & Analytics Expert"I cannot say enough positive things about Hadia. She not only makes data science easier to comprehend, she somehow magically manages to make it fun as well. They truly look forward to seeing her each and every time which speaks volumes about her ability to combine clear instruction with a warm and supportive environment."
"Hadia is fantastic, exceptional, knowledgeable, and patient. She takes the time to respond to all inquiries. Removes any doubts; she is an excellent coach who goes above and above to assure your future success. Excellent class with enough of material to help me become a better data scientist."
"I appreciated the fresh viewpoint on some crucial issues. Hadia, as always, keeps everyone involved and up to date on all issues. She is a natural teacher and people person. I intend to continue taking her lessons."
Public Pricing
Corporate Pricing
Pax:
Training Provider Pricing
Pax:
Certification
Features
Subsidies
Ratings and Reviews
Instructors
Dr. Esther Suria Kala is a highly accomplished ICT consultant and corporate trainer with nearly 30 years of extensive experience in information technology, project management, and organizational development. As the founder of Angel Software Solutions, she has established herself as a versatile and dedicated professional who delivers cutting-edge training solutions across Malaysia and internationally.
Her academic credentials are exceptional, including a PhD in Psychology with a focus on Human Behaviour and Human Resources, an MBA in Finance, and degrees in both Computer Science and Human Resources. Currently pursuing a second PhD in IT Information Security, Dr. Esther demonstrates an unwavering commitment to continuous learning and staying at the forefront of technological advancement. Her educational foundation is complemented by an impressive array of professional certifications, including Microsoft Certified Trainer (MCT), CISSP, ITIL, SAP Certified Associate, Certified Cyber Security Professional, Data Scientist, AI Engineering, and ECBA certifications.
Dr. Esther's technical expertise spans an extensive range of domains, from traditional programming languages like Java, C++, and PHP to modern technologies including Python, AI coding, machine learning, RPA, and IR 4.0 microservices. She is proficient in database management systems including Microsoft SQL Server and Oracle, web development frameworks, and enterprise solutions like SAP Crystal Reports and SharePoint Server. Her knowledge extends to cybersecurity, ethical hacking, network administration, and data analytics, making her uniquely qualified to address both technical and strategic business challenges.
As a trainer, Dr. Esther excels in bridging the gap between technical complexity and practical application. She delivers comprehensive training programs for both IT and non-IT professionals, covering everything from software development and cloud computing to soft skills such as digital marketing, business analysis, customer service, and project management. Her ability to communicate effectively in both English and Bahasa Malaysia enables her to connect with diverse audiences across different organizational levels.
Her impressive client portfolio includes leading organizations such as Maybank, Telekom Malaysia, Malaysian Airlines, Tenaga Nasional Berhad, Bank Negara, Ministry of Education, Ministry of Finance, and numerous multinational corporations. This extensive experience across banking, telecommunications, government, aviation, and technology sectors demonstrates her adaptability and deep understanding of varied industry requirements. Recognized with the Outstanding Achievement Award in Information Technology from University Malaya in 2013, Dr. Esther continues to empower organizations through innovative training solutions that drive digital transformation and professional excellence.
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FAQ
Frequently Asked Questions About This Course
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