Isabel Amreinhttps://isabelamrein.com/en/Isabel Amrein De Luca, Lending Product Manager: projects and notes on data, generative AI and product. Learning by building, with my own examples.en From problem to match: how we would approach finding a home with AIhttps://isabelamrein.com/en/blog/from-problem-to-match-finding-a-home-with-ai/https://isabelamrein.com/en/blog/from-problem-to-match-finding-a-home-with-ai/Mon, 19 Oct 2026 08:00:00 +0000A class case study: how to go from a real problem, finding a home, to a data and AI idea with value, a business model and metrics.use-caseinnovationvalue-propositionData strategy: purpose first, then the planhttps://isabelamrein.com/en/blog/data-strategy-purpose-and-plan/https://isabelamrein.com/en/blog/data-strategy-purpose-and-plan/Sun, 11 Oct 2026 08:00:00 +0000A data strategy is a purpose plus a plan. How to place an organization by its maturity, and why data only creates value if the people who use it understand it.data-strategydata-drivenfundamentalsMachine learning: when the data writes the ruleshttps://isabelamrein.com/en/blog/machine-learning-data-writes-the-rules/https://isabelamrein.com/en/blog/machine-learning-data-writes-the-rules/Sun, 11 Oct 2026 08:00:00 +0000What machine learning is, how a project is built from start to finish, and why training the model is only the tip of the iceberg.machine-learningfundamentalsdata-science