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Highlights

Real Results Shared by Our Community

Real engineers. Real outcomes. Hear directly from our graduates about what shifted, what they built, and where they landed.

AJ McDaniel

Cohort 2
Case Study · Kevin Li

From design student to GenAI engineer at Amex.

Zero ML experience. Fifteen weeks later — a production AI career.

Before01 · BACKGROUND

Design student. Zero ML experience.

Studied design with no ML background. Knew AI was the future — had no idea where to start.

Week 102 · ENROLLMENT

Enrolled in the Full MLE Program.

Joined to build real skills — not just theory. Committed to training, fine-tuning, and deploying AI.

Weeks 1–1203 · THE BUILD

Built RAG pipelines. Fine-tuned models.

Worked with LangChain, vLLM, LoRA, RAG. Developed the mindset to ship AI in real environments.

Week 1504 · DEMO DAY

Presented a live AI system.

Demoed a production-grade capstone to engineers and hiring partners. Full-stack, end-to-end.

3 mo. later05 · THE OUTCOME

GenAI Engineer at American Express.

Landed at Amex. Didn't just learn AI — rebuilt his career around it.

Before01 · BACKGROUND

Design student. Zero ML experience.

Studied design with no ML background. Knew AI was the future — had no idea where to start.

Week 102 · ENROLLMENT

Enrolled in the Full MLE Program.

Joined to build real skills — not just theory. Committed to training, fine-tuning, and deploying AI.

Weeks 1–1203 · THE BUILD

Built RAG pipelines. Fine-tuned models.

Worked with LangChain, vLLM, LoRA, RAG. Developed the mindset to ship AI in real environments.

Week 1504 · DEMO DAY

Presented a live AI system.

Demoed a production-grade capstone to engineers and hiring partners. Full-stack, end-to-end.

3 mo. later05 · THE OUTCOME

GenAI Engineer at American Express.

Landed at Amex. Didn't just learn AI — rebuilt his career around it.

Student Story · Michael Cai · Cohort 1

Experienced professional. Pivoted into AI Solutions Architecture.

Years of industry experience. Fifteen weeks later — an AI Solutions Architect.

Before01 · BACKGROUND

Years of experience. Adjacent to AI.

Had years of professional experience but watched AI reshape every industry. Didn't want to be beside the wave — wanted to be inside it.

Day 102 · THE PIVOT

Enrolled in the Full MLE Program.

Joined to make a deliberate career pivot — not surface-level knowledge. Needed deep ML, LLM architecture, and real deployment workflows.

Weeks 1–1203 · THE BUILD

Designed scalable AI systems.

Hands-on projects bridged prior experience with modern AI infrastructure — production RAG, fine-tuning, evals, and agentic workflows.

Week 1504 · DEMO DAY

Shipped a full AI solution.

Presented a production-ready AI system showing both technical depth and the ability to architect scalable real-world solutions.

After05 · THE OUTCOME

AI Solutions Architect.

Transitioned into an AI Solutions Architect role. Proof that AI isn't just for new grads — it's for experienced professionals ready to evolve.

Before01 · BACKGROUND

Years of experience. Adjacent to AI.

Had years of professional experience but watched AI reshape every industry. Didn't want to be beside the wave — wanted to be inside it.

Day 102 · THE PIVOT

Enrolled in the Full MLE Program.

Joined to make a deliberate career pivot — not surface-level knowledge. Needed deep ML, LLM architecture, and real deployment workflows.

Weeks 1–1203 · THE BUILD

Designed scalable AI systems.

Hands-on projects bridged prior experience with modern AI infrastructure — production RAG, fine-tuning, evals, and agentic workflows.

Week 1504 · DEMO DAY

Shipped a full AI solution.

Presented a production-ready AI system showing both technical depth and the ability to architect scalable real-world solutions.

After05 · THE OUTCOME

AI Solutions Architect.

Transitioned into an AI Solutions Architect role. Proof that AI isn't just for new grads — it's for experienced professionals ready to evolve.

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