iusztinpaul/hands-on-llms resource

Health v2 · maintenance only

Flags: no_releases archived

Adoption not part of the score

3422 stars · 553 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

A free open-source course teaching LLMs, LLMOps, and vector databases by building a real-time financial advisor LLM system with training, streaming, and inference pipelines. It includes source code, video lectures, and reading materials, now superseded by the LLM Twin course.

Use cases

• learn llmops hands-on
• fine-tune an llm with qlora
• build a rag system with qdrant
• learn streaming pipelines with bytewax
• deploy llm training on serverless gpus
• free llm course with code

When to choose

• you want project-based learning covering the full LLM lifecycle
• you need practical exposure to Qdrant, Comet ML, Beam, and AWS
• you want to learn fine-tuning and real-time inference together

When to avoid

• you want the latest maintained curriculum - use the LLM Twin course instead
• you need production-ready software rather than educational material
• you lack a CUDA GPU and don't want cloud costs

Facets

learning-resource · maturity maintenance

llm-training rag machine-learning etl streaming large-language-models machine-learning education fintech python cloud llmops qlora fine-tuning vector-database qdrant langchain bytewax free-course docker

Member repositories

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markdown · JSON · MCP: product_card(name="iusztinpaul/hands-on-llms")