Rising Operational Cost
Learn how weak architecture, waste and poor controls increase delivery and platform cost.
Master large language models, retrieval-augmented generation, and AI agents through a structured learning journey. Build practical expertise in modern AI engineering.

Understand the production problems this learning path is designed to help you solve.
Learn how weak architecture, waste and poor controls increase delivery and platform cost.
Build the judgment and controls needed to move safely from prototypes to reliable production systems.
Use repeatable engineering practices to shorten the path from an idea to a production-ready solution.
A practical professional learning path designed for learners who want applied, production-ready skills.
Includes the detailed learning path, module structure and technical prerequisites.
Learn by doing through practical activities that translate directly to real work.
Build a complete workflow using the tools and practices covered in the course.
Add evaluation, quality checks and practical controls around your solution.
Bring the pieces together into a project you can explain, demonstrate and extend.
Progress through foundational concepts, hands-on practice, and real-world applications. Track your mastery at every stage.

AI Coach & Consultant
Ayush Kulshreshtha is an AI Coach and Consultant who helps professionals and organizations turn AI concepts into practical, business-ready solutions. His approach combines hands-on learning, strategic thinking, and real-world application to make AI adoption simpler, relevant, and impactful.
Get support while you learn, exchange ideas with peers and keep moving when a practical activity gets difficult.
See how learners apply these skills to real AI engineering challenges.
Enroll and unlock resources to accelerate your AI engineering career.
70+ technical questions with detailed answers covering LLMs, RAG, and agent design patterns. ($79 Value)
Practical guide to deploying LLM applications, RAG systems, and AI agents in production environments. ($99 Value)
Lifetime access to peer learning, job board, and ongoing technical discussions with fellow AI engineers. (Priceless Value)
Choose the plan that fits your learning goals.
Start with the AI Engineering Foundations module and explore the curriculum.
Complete professional certification path with all modules, labs, assessments, and credentials.
Upskill a group with coordinated learning, administrative visibility and team enrollment support.
Start with the essentials, then upgrade when you are ready for the complete professional learning journey.
Everything you need to know before enrolling.