Snappish Productions

I just can't help believing, though believing sees me cursed…

Hello, I’m Ian Pointer.

I’m the author of Programming PyTorch for Deep Learning.

For the past few years, I’ve been digging deep into:

  • Search/IR/NLP (in particular vector search and embeddings in e-commerce domains)
  • Model training (fine-tuning & RLHF techniques)
  • Evaluation of embedding models and LLMs

Currently, I work as Senior Manager (Data Science) at Lucidworks, where I’m actively researching these topics:

  • Embeddings (including multimodal, interpretability, and Matryoshka techniques)
  • Reranking
  • Synthetic Data Generation

My current resumé includes more detail (& more information available on request)

Currently I live in Cincinnati, OH, but have previously lived in Durham, NC, and I’m originally from the UK, living in the USA since 2011.

You can find me at: