Model Packaging - Learn Data Science with Travis

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👯‍♀️📦 Edge#151: Model Packaging

TheSequence

In this issue: we discuss Model Packaging; we explore Typed Features at LinkedIn; we overview ONNX, a key framework for ML Interoperability. Enjoy the learning!

Part V - Packaging and Distribution

Python 101

In Part V you will learn about Python packaging and the various methods to distribute your code. You will learn about the following: How to create a module and package Publishing your Packages to the...

The Model’s Shipped; What Could Possibly go Wrong?

Towards Data Science

In our last post we took a broad look at model observability and the role it serves in the machine learning workflow. In particular, we discussed the promise of model observability & model monitoring…...

The Packaging Tool aka `jpackage` - JEP Café #4

Inside Java

Make sure to check the show-notes !

Box Model

Codecademy

The Box Model is a CSS layout mechanism that the web browser uses to render content organized by box-shaped elements. Each element is made of four specific areas: width and height : The width and heig...

Shipping to Production

ByteByteGo Newsletter

A book that I have been waiting for a long time is finally out: The Software Engineer's Guidebook, written by Gergely Orosz, a software engineer and author of 'The Pragmatic Engineer Newsletter.' Sinc...

How to properly ship and deploy your machine learning model

Towards Data Science

As a data scientist, training your machine learning model is only a part of providing a solution for the client. Besides generating and cleaning the data, selecting and tuning the algorithms, you…

Putting Your Models Into Production

Towards Data Science

You’ve been slaving away for an innumerable number of hours trying to get your model just right. You’ve diligently cleaned your data, painstakingly engineered features, and tuned your hyperparameters…...

Packaging Your Code

The Hitchhiker's Guide to Python!

Packaging Your Code Package your code to share it with other developers. For example, to share a library for other developers to use in their application, or for development tools like ‘py.test’. An a...

Packages

Learn Java

Understanding Packages To make types easier to find and use, to avoid naming conflicts, and to control access, programmers bundle groups of related types into packages. Definition: A package is a gro...

Why Packaging your ML Code is Not as Painful as You Might Expect

Towards Data Science

How to transfer your machine learning code and its dependencies to your production environment. Continue reading on Towards Data Science

But What is a Model?

Towards Data Science

The term model gets thrown around a lot. The word is ubiquitous to the point of lost meaning. The Wikipedia page alone shows the variety of usage of the word model, including statistics, astronomy…