Test and evaluate LLM apps, chatbots, AI agents, RAG pipelines, and MCP servers with DeepEval.
Highly Recommended Course. Easy to Understand, Informative, Very Well Organized.Thank you!!
John Smith
This is an amazing course!. Very well thought out Course offering lots of value. Thanks!
Emma Wells
| Included | Detail |
|---|---|
| Lesson 1 — DeepEval foundations | 19 illustrated sections: what LLM-as-judge is, installation with the correct version pin, judge selection across OpenAI / Groq / Ollama, the LLMTestCase primitive, goldens, and the complete 29-row metric architecture |
| Lesson 2 — the hands-on project | Three build-along projects plus a bonus: a real support chatbot, a full RAG pipeline, a live black-box vendor bot, and synthetic summarization |
| Agents & MCP servers | The five-step recipe for adding any new target, with task-success, tool-choice and argument-correctness rubrics |
| The complete GitHub project | All three subsystems, the metric registry, 41 goldens, the FastAPI dashboard and all 25 pytest files |
| CI workflow | A GitHub Actions pipeline with marker-sliced fast gates and a nightly full sweep |
| Reusable skill playbook | A single file that regenerates this whole architecture for your own product |
| Class recordings | Added to the curriculum, alongside the written notes |
| Access | Lifetime — including future updates to these lessons |
| Question | Straight answer |
|---|---|
| Do I need an API key? | No. Local Ollama judges for free, and the apps under test fall back to mock mode. A key just makes runs faster and scores steadier. |
| Do I need LLM experience? | None. Prompts, embeddings, RAG and LLM-as-judge are built from zero. |
| What do I need? | Python you can read and write, pytest basics, and comfort with curl and JSON. |
| Is this vendor lock-in to DeepEval? | The metrics are DeepEval; the architecture is framework-agnostic and survives a library swap. |
| Are LLM scores reliable enough to gate a build? | Yes if used correctly — small low-temperature judge, thresholds with headroom, trends over single numbers. We cover the limits honestly. |
| Will this cost me a fortune in API calls? | No. Develop against two or three goldens on gpt-4o-mini, keep the full sweep nightly, or run entirely offline on Ollama. |