Developed a custom MLIR dialect to implement 10 core Pandas operations.

Lowered the dialect to parallelized LLVM IR with operator fusion and data flow optimizations.

Achieved a 3% performance gain on a subset of TPC-H queries over Pandas’ Python implementation.