LLM Fine-Tuning Cohort

From Zero to Custom Agentic LLM

Fine-tuned. Deployed on Google Cloud. In one weekend.

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Generic LLMs

Domain knowledgeGeneric

Your dataNot used

Output qualityHit or miss

Competitive edgeNone

Everyone has access to the same ChatGPT. No differentiation.

Fine-Tuned LLMs

Domain knowledgeYour expertise

Your dataFully leveraged

Output qualityConsistent & accurate

Competitive edgeProprietary moat

Your model. Your data. Your competitive advantage.

The difference isn't budget. It's knowing how.

The Learning Journey

Foundations

LLM architecture basics

Training

Fine-tuning techniques

Deployment

Google Cloud setup

Agents

Agentic workflows

From theory to production. From basics to agents.

Build once. Deploy anywhere. Scale infinitely.

4-5 Sessions. 1 Weekend. Production LLM.

For senior professionals ready to build AI that matters.

Session 1

LLM Foundations

Transformer architecture, tokenization, attention mechanisms. Understand what you're building.

Session 2

Data Preparation

Dataset curation, formatting, quality control. Your data becomes your advantage.

Session 3

Fine-Tuning Deep Dive

LoRA, QLoRA, full fine-tuning. Pick the right approach for your use case.

Session 4

Google Cloud Deployment

Vertex AI, Cloud Run, API setup. Production-ready infrastructure.

Session 5

Agentic Workflows

Tool use, function calling, autonomous agents. The future of AI applications.

What You'll Walk Away With

Custom fine-tuned LLM trained on your data

Deployed model on Google Cloud (Vertex AI)

API endpoints ready for integration

Agentic workflow implementation

Complete source code & documentation

Architecture patterns for scaling

For Senior Professionals

Ready to Build Your Own LLM?

Stop using generic models. Start building proprietary AI.

Keep using ChatGPT

Same outputs as everyone
No data leverage
No competitive moat

Build Your Own LLM

Custom model, your data
Production deployed
Agentic capabilities

4-5

Sessions

Weekend

Deployed LLM