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AI Product Development

Learn to design, build, and launch AI-powered products from concept to market-ready solutions using real-world tools and strategies.
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Save 59% Offer ends on 31-Dec-2025
Course Duration: 10 Hours
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Artificial Intelligence is no longer just a research domain—it’s at the core of the most impactful and successful products across industries. AI Product Development is a comprehensive, hands-on course that equips you with the skills and mindset to transform AI concepts into functional, scalable, and market-ready products.
 
This self-paced course is designed for product managers, entrepreneurs, developers, data scientists, and innovators aiming to bridge the gap between AI technologies and product thinking. You’ll learn how to identify real-world problems, validate AI use cases, select the right models or APIs, and lead projects from prototype to deployment.
 
Unlike courses that focus purely on algorithms or business theory, this course balances technical implementation with product design, user experience, scaling, and go-to-market strategy. You’ll build prototypes with tools like OpenAI, Hugging Face, LangChain, Streamlit, and FastAPI, and learn how to evaluate AI capabilities against user needs and market constraints.
 
What is AI Product Development?
 
AI Product Development is the process of conceptualizing, designing, building, and deploying software products powered by machine learning or large language models (LLMs). It involves integrating AI capabilities into user-friendly products that solve specific problems while ensuring performance, reliability, scalability, and ethical alignment.
 
By the end of this course, you’ll be capable of building AI-based SaaS products, MVPs, internal tools, or consumer apps that combine model power with real-world usability.
 
How to Use This Course
 
  1. Begin with Ideation – Learn how to assess AI feasibility, define user problems, and validate product-market fit.
  2. Develop Prototypes – Use modern AI frameworks and APIs to build working solutions.
  3. Focus on UX + AI – Learn how to design interfaces and experiences that abstract away AI complexity for users.
  4. Go from MVP to Market – Deploy, monitor, and refine your AI product for real users.
  5. Capstone Projects – Build end-to-end AI products for customer support, personalized learning, content creation, or knowledge retrieval.

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.

    • 01:20
Course Objectives Back to Top
By completing this course, you will:
 
  1. Understand the end-to-end AI product lifecycle from ideation to deployment.
  2. Identify high-impact use cases where AI adds measurable value.
  3. Choose between off-the-shelf APIs, open-source models, or custom fine-tuning.
  4. Create low-code and high-code AI prototypes using Streamlit and FastAPI.
  5. Apply user-centered design for AI interactions and decision explanations.
  6. Build AI MVPs that solve real problems with clear UX and reliable pipelines.
  7. Integrate models with vector databases, memory stores, and business tools.
  8. Measure model success with human-centered KPIs and technical metrics.
  9. Navigate ethical, legal, and data challenges in AI product design.
  10. Plan for production: logging, scaling, monitoring, and user feedback loops.
Course Syllabus Back to Top
Course Syllabus
 
Module 1: Foundations of AI Product Thinking
  • What makes a good AI product?
  • Types of AI products (assistive, generative, predictive, analytic)
  • AI vs. non-AI solution decision tree
Module 2: Ideation and Opportunity Discovery
  • Problem-first thinking
  • AI use case discovery frameworks (HEART, Jobs-To-Be-Done)
  • Defining user needs and hypotheses
Module 3: Evaluating AI Feasibility
  • Off-the-shelf vs. custom model
  • Model availability, cost, latency, and data requirements
  • Risks: hallucination, bias, and overfitting
Module 4: Prototyping AI Solutions
  • Building MVPs with Streamlit, LangChain, and Gradio
  • Backend architecture using FastAPI
  • Connecting APIs like OpenAI, Hugging Face, Cohere
Module 5: UI/UX for AI Products
  • Designing explainable and transparent AI interactions
  • Conversation design for chatbots
  • Handling uncertainty and errors gracefully
Module 6: Integrating Retrieval and Memory
  • Using vector databases (Chroma, FAISS, Pinecone)
  • RAG for document-based intelligence
  • Personalization and long-term memory
Module 7: Scaling and Deployment
  • Dockerizing and serving your AI product
  • Deploying on cloud (Render, AWS, Hugging Face Spaces)
  • Rate limiting, API keys, monitoring usage
Module 8: Measuring Success
  • Product metrics (activation, engagement, retention)
  • Technical metrics (latency, hallucination rate, grounding score)
  • A/B testing and user feedback collection
Module 9: Ethics and Responsible AI
  • AI misuse and bias mitigation
  • Fairness, transparency, and model governance
  • User consent and data safety
Module 10: Business Models and Monetization
  • SaaS models for AI products
  • Pricing APIs and usage tiers
  • Licensing, compliance, and terms of use
Module 11: Capstone Projects
 
  • Pick a product track:
    • LLM-powered assistant
    • Educational tutor
    • Creative content generator
    • Internal knowledge search tool
  • Deliver and deploy your full AI product
Certification Back to Top

Upon successful completion of this course, learners will receive a Certificate of Completion from Uplatz, validating their expertise in designing and launching AI-powered products. This certification signifies your ability to think holistically about AI—balancing the power of models with user experience, feasibility, and business outcomes. Whether you are a product manager, engineer, founder, or researcher, this credential highlights your ability to build and scale AI tools that solve real-world problems. The certificate is an ideal addition to your resume, LinkedIn, or GitHub portfolio and demonstrates that you have a working understanding of the AI product lifecycle—from ideation to deployment and user feedback. With hands-on projects and real tools, you’re now equipped to drive innovation using AI in your domain.

Career & Jobs Back to Top
As companies race to incorporate AI into their products and services, there is an urgent need for professionals who understand both AI technology and product design. This course opens doors to various roles across product, engineering, and innovation functions.
 
Roles that align with this course include:
  • AI Product Manager
  • Applied AI Engineer
  • AI Solutions Architect
  • Generative AI Consultant
  • Technical Product Lead
  • LLM Product Developer
  • ML/AI Startup Founder
  • Innovation Strategist
AI Product Development skills are increasingly sought in startups, SaaS companies, fintech, healthtech, education, and e-commerce. By mastering tools like OpenAI APIs, LangChain, vector databases, and FastAPI, you’ll be ready to contribute to or lead AI initiatives across diverse industries.
 
You’ll learn how to move quickly from proof-of-concept to market-ready MVPs, apply agile techniques in LLM-based development, and build products users actually want. Freelancers and consultants can leverage this course to launch AI-powered micro-SaaS tools or assist enterprises in AI transformation projects.
 
Whether you’re validating an AI startup idea, joining a cross-functional AI team, or transitioning into product management from a technical background—this course gives you the skills, vocabulary, and confidence to lead in AI-first product environments.
Interview Questions Back to Top
1. What is AI product development?
AI product development is the process of building user-focused software products that incorporate AI/ML features to solve real-world problems.
 
2. What makes a good AI use case for a product?
It should have clear value for the user, leverage patterns in data, and be feasible in terms of compute, data, and cost.
 
3. What is the difference between an AI model and an AI product?
A model is a component that makes predictions or generates content; a product includes the model along with UX, infrastructure, feedback, and deployment.
 
4. How do you validate an AI MVP?
By testing whether the AI feature solves a user’s problem, collecting usage data, and comparing it to baseline or manual processes.
 
5. What are some tools for rapid AI prototyping?
Streamlit, Gradio, LangChain, and Hugging Face Spaces allow fast creation of interfaces and backend logic for LLMs and models.
 
6. What are the risks of relying on AI in a product?
Hallucination, latency, bias, data privacy issues, and overconfidence in AI-generated results.
 
7. When should you use a pre-trained model vs. custom fine-tuning?
Use pre-trained models for general tasks; fine-tune when domain-specific accuracy or tone is crucial.
 
8. How do you make AI interactions explainable to users?
Use summaries, tooltips, confidence scores, and allow users to view sources or rationale behind outputs.
 
9. What is RAG and why is it used in AI products?
RAG enables LLMs to retrieve relevant context from a vector database, improving accuracy and grounding of responses.
 
10. How do you scale an AI product for thousands of users?
Use caching, batching, rate limits, monitoring tools, and scalable cloud deployment (e.g., serverless or GPU-backed APIs).
Course Quiz Back to Top
Start Quiz
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.



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