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AI/ML Workshop — PyConf Hyderabad 2025
T-Hub, Hyderabad
A hands-on workshop at the national Python conference, walking developers and researchers through building with LLMs in Python — from API calls to a working retrieval pipeline.
A hands-on session at PyConf Hyderabad 2025, the national-level Python conference held at T-Hub, for an audience of working developers and researchers.
The workshop stayed deliberately close to the keyboard:
- Calling models from Python properly — streaming, retries, structured output, and the failure modes that only show up under load.
- Embeddings and vector search, built up from scratch before reaching for a framework.
- A complete retrieval pipeline, then breaking each stage on purpose so participants could see which one was actually losing the answer.
- Where the Python ecosystem helps and where it gets in the way.
Everything was built live. Participants left with a repository they could keep extending.