PinnedStefan KrawczykinTowards Data ScienceSimplify Airflow DAG Creation and Maintenance with Hamilton in 8 minutesHow Hamilton can help you write more maintainable Airflow DAGsJul 5, 2023Jul 5, 2023
PinnedStefan KrawczykinTowards Data ScienceTidy Production Pandas with Hamilton“Tidy”, “Pandas”, & “Production” are not words that one would associate together. Read how Hamilton enables their confluence.Jul 26, 2022Jul 26, 2022
PinnedStefan KrawczykinTowards Data ScienceFunctions & DAGs: introducing Hamilton, a microframework for dataframe generation (& more)Creating pandasdataframes is easy, but managing the codebase can be hard. Introduction Hamilton, a micro-framework for dataframe…Mar 9, 20221Mar 9, 20221
Stefan KrawczykOpen Source Python Data Lineage with OpenLineage and HamiltonData lineage for SQL is basically a solved problem. For python based workflows, that is, those machine learning, data science, and LLM…Sep 24Sep 24
Stefan KrawczykinTowards Data ScienceHow to Build a Streaming Agent with Burr, FastAPI, and ReactAn overview of how to leverage streaming using open source tools applied to building a simple agentic chat botJul 25Jul 25
Stefan KrawczykinTowards Data ScienceBuilding an Email Assistant Application with BurrA tutorial to demonstrate how to use Burr, using simple OpenAI client calls to GPT4, and FastAPI to create a custom email assistant agent.Apr 252Apr 252
Stefan KrawczykinTowards Data ScienceUsing IPython Jupyter Magic Commands to Improve the Notebook ExperienceA post on creating a custom IPython Jupyter Magic commandFeb 194Feb 194
Stefan KrawczykWinning over hearts and minds at work: ADKAR my favorite change management approachA post on five simple steps to help you affect change in your data organization, using the adoption of Hamilton as an example.Dec 27, 2023Dec 27, 2023
Stefan KrawczykinTowards Data ScienceLLMOps: Production prompt engineering patterns with HamiltonAn overview of the production grade ways to iterate on prompts with Hamilton.Sep 13, 2023Sep 13, 2023
Stefan KrawczykFeature Engineering: write a feature once*, run it everywhereHow to utilize Hamilton for sharing feature definitions between many different contexts.Sep 13, 2023Sep 13, 2023