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How to think through AI problems end-to-end: scoping, debugging, and knowing when to pivot.

ML Engineer with 10+ years of experience

Hugging Face

DataRobot

Contextual AI

Snowflake

Snorkel AI

Rajiv Shah

Enterprise AI veteran: Shipping AI to production, with clarity and humor

Pilot Cohort

Summer 2026

AI Problem Framing is to AI teams what System Design is to software engineers and Product Sense is to PMs. Whether you're building, evaluating, or leading AI work, this is the foundational thinking skill that separates results from rework.--🚨 Summer cohort: June 2 – June 26 🚨Winter Cohort is running in Feb/March---What you get:🔄 The Loop, a 5-step framework you'll use to think through every AI project🧑‍🏫 Live sessions and office hours where you can bring your real problems📊 Access to 200+ case studies, the largest collection of AI reframing examples📋 Production-ready checklists for RAG, Forecasting, GenAI🎥 Lifetime access to all recordings---This course is for you if:• Your AI works in demos but fails in production• You've spent months on a model only to realize you solved the wrong problem• You lead AI work but came from engineering, product, or PMYou'll learn from 200+ AI failures in 4 weeks. You gain years of experience and recognize the scars.

Most AI fails from bad framing, not bad models. Learn to fix that.

Frame AI problems right the first time

Diagnose what's actually broken

Own the problem, not just the solution

Steer your team past expensive mistakes

We focus on framing and strategy, not explaining what models or training means. Basic vocabulary lets us go deeper faster.

You understand what AI/ML is at a conceptual level

Real experience gives you context. The frameworks click when you can map them to projects you've actually built or managed.

You've worked on or led AI projects in some capacity

This is about decision-making, not implementation. You'll learn what to build and why, not how to code it.

No coding during the course; frameworks for thinking, not tutorials

Engineers who can build AI but want to master outcome engineering: knowing what to build, not just how

Building RAG, agents, or ML models? Let's get your demos into production! Learn the thinking that makes the difference.

Managers who need to evaluate AI/ML proposals, set realistic milestones, and know when to escalate

This course is a comprehensive, hands-on journey into the world of AI, designed to equip learners with the skills to build & manage AI App

Cohort 9

Cohort 10

CEO & Founder, Decoding Data Science

Mohammad Arshad Ahmad


 AI mentor with 20+ years experience, creator of top AI programs helping careers

Cohort 3

In this course, students will gain hands-on experience with cutting-edge AI tools, frameworks, and methodologies, empowering them to build and deploy real-world applications. From mastering foundational concepts to implementing advanced generative AI models and MLOps pipelines, learners will develop practical skills that are in high demand across industries. With personalized mentorship, collaborative projects, and a strong focus on career outcomes, this course ensures students are fully equipped to excel in AI-driven roles and lead innovation in their fields. Use code SCHOLARSHIP code to get 50 % To get access to the only SELF-PACED course to access the recording use code SELFPACED to get it for $599 Any questions regarding this program book free One on One with me https://topmate.io/mohamad_arshad

Master AI tools, build real-world projects, and transform into an AI leader

✅ Outcome 1: Design Production-Grade AI Systems

✅ Outcome 2: Build & Deploy AI Apps End-to-End

Aspiring AI ProfessionalsThis course is designed for students, recent graduates, and early-career professionals who want to break into AI a

Mid-Career SwitchersIdeal for professionals from adjacent fields such as software engineering, IT, or business analytics who are looking to

AI Enthusiasts and EntrepreneursPerfect for tech enthusiasts, startup founders, and business leaders who want to integrate AI into their ve

AI Fundamentals

Apply AI in your role

Career Development

AI Fundamentals

Career development

Craft

AI Fundamentals

Career development

Craft

AI Fundamentals

Career development

Craft

AI Fundamentals

Craft

AI Fundamentals

Leadership fundamentals

AI Fundamentals

Leadership fundamentals

By Role

Developing AI Models

Cohort-based courses

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