LATEST
Battery Analytics
An end-to-end manufacturing analytics platform for high-volume battery production.
This one's the newest, and it goes end-to-end. High-volume sensor and production data flowing through a PySpark pipeline into Snowflake, orchestrated with dbt, with automated data-quality checks at every layer. Statistical process monitoring and ML classification flag abnormal behavior before it becomes a defect. On top of it all: a self-service Plotly Dash dashboard for the operators, and a RAG assistant that reads unstructured failure reports for root-cause analysis. Snowflake for the warehouse. dbt for the transforms. Marshall-level thorough.