Martin Keywood – Medium

Martin Keywood

Cutting through the quagmire of using RAG with LLM’s — introducing BRAG

If you’re reading this then I assume you’re like me in that you love AI, you love the opportunity it offers and are blown away with what…

7 min readMar 29, 2024

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Cutting through the quagmire of using RAG with LLM’s — introducing BRAG

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Martin Keywood

Fine tuning a T5 small model to generate SQL from natural language with 92.3% accuracy

I was inspired by https://huggingface.co/cssupport/t5-small-awesome-text-to-sql and the results it was achieving, and wondered if I could…

5 min readMar 29, 2024

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Fine tuning a T5 small model to generate SQL from natural language with 92.3% accuracy

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Martin Keywood

LLM Prompt Engineering — going beyond the basics, and how you can mitigate against confusion

LLM’s can sometimes feel brittle, or confusing. How can you help make things a little clearer?

9 min readApr 11, 2023

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Martin Keywood

A Simplified Explanation of Machine Learning and Deep Learning — with a twist

DISCLAIMER: Please don’t judge me too harsh on the simplistic tone and content here. Please read to the end. I believe you’ll be impressed…

7 min readDec 24, 2022

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Martin Keywood

What do the Machine Learning Training and Validation graphs tell us?

Do you look at the Training and Validation graphs in Machine Learning and see a mess or a thing of beauty? Either way, they tell us more…

8 min readJun 7, 2022

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What do the Machine Learning Training and Validation graphs tell us?

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Martin Keywood
in
Towards Data Science

A Simple Maths Free PyTorch Model Framework

Love Data Science and Deep Learning but get confused by all the maths and formulas and just want a simple explanation and set of examples?

11 min readAug 29, 2021

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A Simple Maths Free PyTorch Model Framework

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Martin Keywood
in
Towards Data Science

Would it really be possible to have a single model that could do custom NER and QA on the same data?

Having been hugely impressed so far with Transformers and my experimentation with BERT and GPT2, I came across T5 and thought it just…

10 min readDec 20, 2020

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Would it really be possible to have a single model that could do custom NER and QA on the same data?

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Martin Keywood
in
Towards Data Science

How could I do simple inference on my Fine-Tuned Transformers NER models?

“NER, NER, na NER, NER !!” — Understanding NER in Transformers had been mocking me for a while. It was time for me to get the last laugh.

7 min readDec 15, 2020

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How could I do simple inference on my Fine-Tuned Transformers NER models?

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Martin Keywood

Martin Keywood

Data Science, Machine Learning and LLMs are hugely exciting, enabling better data understanding to see beyond the obvious & help make decisions & help patients.

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