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Congratulations! You have successfully registered for the "AI-Native Architecture for Product Teams" event. You will receive an email shortly with the event details.
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AI-Native Architecture for Product Teams is a comprehensive, hands-on course designed for product managers, technical leads, architects, and cross-functional product teams who want to build scalable, reliable, and responsible AI-powered products from the ground up.
What is AI-Native Architecture for Product Teams?
AI-native architecture refers to systems, infrastructure, and design patterns where artificial intelligence is embedded into the core product experience—not just added as a feature. Unlike traditional architectures, AI-native systems require new thinking around data flows, ML pipelines, inference infrastructure, observability, latency, feedback loops, and ethical boundaries.
This course empowers product professionals to think beyond surface-level AI integrations and understand the foundational decisions needed to create AI-first products—whether it’s a recommender system, a chat assistant, or a multimodal tool using large language models or computer vision.
The curriculum combines architectural frameworks, decision-making patterns, design trade-offs, vendor landscape reviews, and product lifecycle alignment. You’ll learn not only what to build, but why, when, and how—in collaboration with engineering and data science teams.
You’ll explore:
Key components of an AI-native stack (data lakes, vector DBs, orchestration tools)
Real-time vs batch inference trade-offs
MLOps and LLMOps principles
Model governance, evaluation, and versioning
Data labeling, pipelines, and feature stores
Privacy, compliance, and bias mitigation strategies
How to Use This Course
Follow the Course Modules in Sequence
Begin with architectural principles before diving into infrastructure components, pipeline decisions, and product alignment.
Collaborate with Engineers and Data Scientists
Apply these lessons by hosting architecture design sessions with technical stakeholders to review or plan AI systems.
Use Templates and Blueprints
The course includes architecture diagrams, planning canvases, system templates, and checklists tailored for GenAI and traditional ML workflows.
Iterate as You Learn
Apply what you learn to real product roadmaps—improve discovery, scope experiments, and prioritize with architecture in mind.
Leverage Community Reviews
Participate in review sessions and teardown discussions to sharpen your architecture intuition across diverse use cases.
Course/Topic 1 - Coming Soon
The videos for this course are being recorded freshly and should be available in a few days. Please contact info@uplatz.com to know the exact date of the release of this course.
Upon successful completion of the course, learners will receive a Certificate of Completion from Uplatz, signifying their deep understanding of AI-native architecture and its critical role in modern AI product development. The certificate validates that learners can evaluate, plan, and co-design scalable AI systems that meet product goals, user needs, and regulatory requirements. This certification is ideal for product professionals looking to work with AI/ML teams, lead AI strategy, or transition into AI product management and architecture-focused roles. It’s a strong asset for resumes, LinkedIn profiles, and stakeholder validation in technical environments.
Understanding AI-native architecture gives product professionals a distinct edge in the evolving technology landscape. Roles in this domain are rapidly expanding, especially in companies deploying AI into core product experiences. This course equips learners for roles such as:
AI Product Manager
AI Solutions Architect
Product Owner – Machine Learning
Technical Product Lead
ML Ops Product Specialist
GenAI Infrastructure Strategist
Data Product Manager
These roles are in high demand across SaaS, Fintech, HealthTech, Enterprise AI, and startup ecosystems. Whether you’re working on LLM applications, recommendation engines, or customer-facing AI, architectural awareness improves prioritization, risk management, and delivery. Mastering AI-native design principles positions you as a strategic leader in product and engineering alignment.
What is AI-native architecture and how is it different from traditional architecture?
AI-native architecture is designed with AI at the core, requiring specialized components like model inference servers, vector DBs, and data pipelines, unlike traditional request-response systems.
Why is latency critical in AI inference systems?
High latency degrades UX in real-time AI applications like chatbots or recommenders. Optimizing caching, batching, or edge serving is essential.
What is a feature store and why is it important?
A feature store manages, version-controls, and serves ML features consistently across training and inference, ensuring reproducibility and reliability.
What role does MLOps play in AI-native systems?
MLOps ensures automated, scalable, and repeatable ML deployment through CI/CD, monitoring, and model lifecycle management.
How would you structure a Retrieval-Augmented Generation (RAG) pipeline?
Embed documents, store them in a vector database, retrieve relevant chunks based on a query, and feed them into an LLM to generate context-aware output.
What are the typical failure points in AI architecture?
Data quality, feature drift, model staleness, untracked feedback loops, and ethical issues like bias or explainability gaps.
How can product managers contribute to AI system design?
By translating user needs into technical requirements, guiding trade-offs, co-owning data strategy, and ensuring alignment with product vision.
What is the role of human-in-the-loop (HITL) systems?
HITL improves model accuracy by injecting human validation into the loop—essential in tasks where AI confidence is low or risks are high.
Why is observability important in AI products?
Monitoring inputs, predictions, and drifts allows teams to detect failures early, retrain models, and maintain trust in production systems.
How do ethical considerations influence AI architecture?
Ethical constraints affect data sourcing, labeling, access control, and model interpretability. These must be baked into system design from the start.
Q1. What are the payment options?
A1. We have multiple payment options:
1) Book your course on our webiste by clicking on Buy this course button on top right of this course page
2) Pay via Invoice using any credit or debit card
3) Pay to our UK or India bank account
4) If your HR or employer is making the payment, then we can send them an invoice to pay.
Q2. Will I get certificate?
A2. Yes, you will receive course completion certificate from Uplatz confirming that you have completed this course with Uplatz. Once you complete your learning please submit this for to request for your certificate https://training.uplatz.com/certificate-request.php
Q3. How long is the course access?
A3. All our video courses comes with lifetime access. Once you purchase a video course with Uplatz you have lifetime access to the course i.e. forever. You can access your course any time via our website and/or mobile app and learn at your own convenience.
Q4. Are the videos downloadable?
A4. Video courses cannot be downloaded, but you have lifetime access to any video course you purchase on our website. You will be able to play the videos on our our website and mobile app.
Q5. Do you take exam? Do I need to pass exam? How to book exam?
A5. We do not take exam as part of the our training programs whether it is video course or live online class. These courses are professional courses and are offered to upskill and move on in the career ladder. However if there is an associated exam to the subject you are learning with us then you need to contact the relevant examination authority for booking your exam.
Q6. Can I get study material with the course?
A6. The study material might or might not be available for this course. Please note that though we strive to provide you the best materials but we cannot guarantee the exact study material that is mentioned anywhere within the lecture videos. Please submit study material request using the form https://training.uplatz.com/study-material-request.php
Q7. What is your refund policy?
A7. Please refer to our Refund policy mentioned on our website, here is the link to Uplatz refund policy https://training.uplatz.com/refund-and-cancellation-policy.php
Q8. Do you provide any discounts?
A8. We run promotions and discounts from time to time, we suggest you to register on our website so you can receive our emails related to promotions and offers.
Q9. What are overview courses?
A9. Overview courses are 1-2 hours short to help you decide if you want to go for the full course on that particular subject. Uplatz overview courses are either free or minimally charged such as GBP 1 / USD 2 / EUR 2 / INR 100
Q10. What are individual courses?
A10. Individual courses are simply our video courses available on Uplatz website and app across more than 300 technologies. Each course varies in duration from 5 hours uptop 150 hours.
Check all our courses here https://training.uplatz.com/online-it-courses.php?search=individual
Q11. What are bundle courses?
A11. Bundle courses offered by Uplatz are combo of 2 or more video courses. We have Bundle up the similar technologies together in Bundles so offer you better value in pricing and give you an enhaced learning experience.
Check all Bundle courses here https://training.uplatz.com/online-it-courses.php?search=bundle
Q12. What are Career Path programs?
A12. Career Path programs are our comprehensive learning package of video course. These are combined in a way by keeping in mind the career you would like to aim after doing career path program. Career path programs ranges from 100 hours to 600 hours and covers wide variety of courses for you to become an expert on those technologies.
Check all Career Path Programs here https://training.uplatz.com/online-it-courses.php?career_path_courses=done
Q13. What are Learning Path programs?
A13. Learning Path programs are dedicated courses designed by SAP professionals to start and enhance their career in an SAP domain. It covers from basic to advance level of all courses across each business function. These programs are available across SAP finance, SAP Logistics, SAP HR, SAP succcessfactors, SAP Technical, SAP Sales, SAP S/4HANA and many more
Check all Learning path here https://training.uplatz.com/online-it-courses.php?learning_path_courses=done
Q14. What are Premium Career tracks?
A14. Premium Career tracks are programs consisting of video courses that lead to skills required by C-suite executives such as CEO, CTO, CFO, and so on. These programs will help you gain knowledge and acumen to become a senior management executive.
Q15. How unlimited subscription works?
A15. Uplatz offers 2 types of unlimited subscription, Monthly and Yearly.
Our monthly subscription give you unlimited access to our more than 300 video courses with 6000 hours of learning content. The plan renews each month. Minimum committment is for 1 year, you can cancel anytime after 1 year of enrolment.
Our yearly subscription gives you unlimited access to our more than 300 video courses with 6000 hours of learning content. The plan renews every year. Minimum committment is for 1 year, you can cancel the plan anytime after 1 year.
Check our monthly and yearly subscription here https://training.uplatz.com/online-it-courses.php?search=subscription
Q16. Do you provide software access with video course?
A16. Software access can be purchased seperately at an additional cost. The cost varies from course to course but is generally in between GBP 20 to GBP 40 per month.
Q17. Does your course guarantee a job?
A17. Our course is designed to provide you with a solid foundation in the subject and equip you with valuable skills. While the course is a significant step toward your career goals, its important to note that the job market can vary, and some positions might require additional certifications or experience.
Remember that the job landscape is constantly evolving. We encourage you to continue learning and stay updated on industry trends even after completing the course. Many successful professionals combine formal education with ongoing self-improvement to excel in their careers. We are here to support you in your journey!
Q18. Do you provide placement services?
A18. While our course is designed to provide you with a comprehensive understanding of the subject, we currently do not offer placement services as part of the course package. Our main focus is on delivering high-quality education and equipping you with essential skills in this field.
However, we understand that finding job opportunities is a crucial aspect of your career journey. We recommend exploring various avenues to enhance your job search:
a) Career Counseling: Seek guidance from career counselors who can provide personalized advice and help you tailor your job search strategy.
b) Networking: Attend industry events, workshops, and conferences to build connections with professionals in your field. Networking can often lead to job referrals and valuable insights.
c) Online Professional Network: Leverage platforms like LinkedIn, a reputable online professional network, to explore job opportunities that resonate with your skills and interests.
d) Online Job Platforms: Investigate prominent online job platforms in your region and submit applications for suitable positions considering both your prior experience and the newly acquired knowledge. e.g in UK the major job platforms are Reed, Indeed, CV library, Total Jobs, Linkedin.
While we may not offer placement services, we are here to support you in other ways. If you have any questions about the industry, job search strategies, or interview preparation, please dont hesitate to reach out. Remember that taking an active role in your job search process can lead to valuable experiences and opportunities.
Q19. How do I enrol in Uplatz video courses?
A19. To enroll, click on "Buy This Course," You will see this option at the top of the page.
a) Choose your payment method.
b) Stripe for any Credit or debit card from anywhere in the world.
c) PayPal for payments via PayPal account.
d) Choose PayUmoney if you are based in India.
e) Start learning: After payment, your course will be added to your profile in the student dashboard under "Video Courses".
Q20. How do I access my course after payment?
A20. Once you have made the payment on our website, you can access your course by clicking on the "My Courses" option in the main menu or by navigating to your profile, then the student dashboard, and finally selecting "Video Courses".
Q21. Can I get help from a tutor if I have doubts while learning from a video course?
A21. Tutor support is not available for our video course. If you believe you require assistance from a tutor, we recommend considering our live class option. Please contact our team for the most up-to-date availability. The pricing for live classes typically begins at USD 999 and may vary.