A much overlooked way to save some time.

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Introduction

The Pythonic Way: Pip Freeze


Start by making your code reusable, then look at tooling

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Introduction

How can I develop and learn MLOps at home, without expensive software, in a way that transfers to real world problems?


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Introduction

Table of Contents


Why use complex model when simple do trick?

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Introduction


TabNet balances explainability and model performance on tabular data, but can it dethrone boosted tree models?

TabNet model architecture. How does TabNet work?
TabNet model architecture. How does TabNet work?
TabNet Model Architecture. Image by Author. Inspired by https://arxiv.org/pdf/1908.07442.pdf.

Introduction


And why you need to know about it…

Linear Model vs Generalised Additive Model
Linear Model vs Generalised Additive Model
Effect of using a linear model vs GAM. Image by Author.

Introduction

Table of Contents

What is a GAM?


Part 1: Developing a Framework

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Introduction

Table of Contents


A framework for project success

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Introduction


Deep learning doesn’t have to be complex

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Introduction


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Introduction

Adam Shafi

Data Scientist | Get in touch: https://www.linkedin.com/in/adamshafi

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