# ProductizeML

## About the course

**ProductizeML** provides guidelines and best practices for managing the **end-to-end Machine Learning life cycle** and its *productization*.

![](https://4117164708-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MFCNLySTC0Jf6imOp3y%2Fuploads%2Fgit-blob-5ae2ed89067397230085d86f662d83b0d2e74c1c%2FLifecycle.png?alt=media)

The course will start diving into the fundamentals around the **Machine Learning** algorithms, from the supervised and unsupervised learning strategies to the latest advances in deep learning techniques; followed by some recommended ways of **accessing and managing data**. Tips and best practices when **training and evaluating models** will be provided. And last but not least, the core piece of this course: how to **bring it to production** and make an outstanding product out of it!

![](https://4117164708-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MFCNLySTC0Jf6imOp3y%2Fuploads%2Fgit-blob-b1dcd494a6952e85918dd78e6c1fb4421a7fe744%2Fcourse-lectures.png?alt=media)

## Why ProductizeML?

* **Learn** **to** **develop** an ML product that can be included in your business solution.
* **Join the community** to interact and share with mentors and fellow students.
* **Manage your time** to go through the course material at your own pace.
* **Practice** with real-world examples built by industry experts.

![](https://4117164708-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MFCNLySTC0Jf6imOp3y%2Fuploads%2Fgit-blob-4b209dab9368d57801511d1ad9dd4bc55745746e%2Fintro.png?alt=media)

For more information on how to start this course, please read the course's[ ](https://productize.ml/Objectives-2abf4db47bb745748f745efa276e5b85)\*\*\*\*[**Objectives**](https://docs.productizeml.com/productize-ml/introduction/objectives) and[ ](https://productize.ml/Guidelines-44840ce96a424e4390a6856878b65d59)\*\*\*\*[**Guidelines**](https://docs.productizeml.com/productize-ml/introduction/guidelines).

Join the community at [![Discord](https://camo.githubusercontent.com/721a04c8d44d23c9284fbe1eac71f39b6f544db7/68747470733a2f2f696d672e736869656c64732e696f2f646973636f72642f3436333735323832303032363337363230322e7376673f6c6162656c3d266c6f676f3d646973636f7264266c6f676f436f6c6f723d66666666666626636f6c6f723d373338394438266c6162656c436f6c6f723d364137454332)](https://discord.gg/gP6z2nR) and follow us on [Twitter](https://twitter.com/productizeML/)!

{% hint style="info" %}
This course is **constantly growing and expanding**, meaning that some sections might be under construction 🚧 — do NOT panic, and instead leave a message of what you would like to see!
{% endhint %}

## Course Lectures

### Lectures Breakdown

{% content-ref url="machine-learning/why-ml-and-why-now" %}
[why-ml-and-why-now](https://docs.productizeml.com/productize-ml/machine-learning/why-ml-and-why-now)
{% endcontent-ref %}

{% content-ref url="machine-learning/supervised-learning" %}
[supervised-learning](https://docs.productizeml.com/productize-ml/machine-learning/supervised-learning)
{% endcontent-ref %}

{% content-ref url="machine-learning/unsupervised-learning" %}
[unsupervised-learning](https://docs.productizeml.com/productize-ml/machine-learning/unsupervised-learning)
{% endcontent-ref %}

{% content-ref url="machine-learning/deep-learning" %}
[deep-learning](https://docs.productizeml.com/productize-ml/machine-learning/deep-learning)
{% endcontent-ref %}

{% content-ref url="data-management/untitled" %}
[untitled](https://docs.productizeml.com/productize-ml/data-management/untitled)
{% endcontent-ref %}

{% content-ref url="data-management/data-collection" %}
[data-collection](https://docs.productizeml.com/productize-ml/data-management/data-collection)
{% endcontent-ref %}

{% content-ref url="data-management/data-curation" %}
[data-curation](https://docs.productizeml.com/productize-ml/data-management/data-curation)
{% endcontent-ref %}

{% content-ref url="train-and-evaluate/untitled" %}
[untitled](https://docs.productizeml.com/productize-ml/train-and-evaluate/untitled)
{% endcontent-ref %}

{% content-ref url="train-and-evaluate/training-neural-networks" %}
[training-neural-networks](https://docs.productizeml.com/productize-ml/train-and-evaluate/training-neural-networks)
{% endcontent-ref %}

{% content-ref url="train-and-evaluate/model-evaluation" %}
[model-evaluation](https://docs.productizeml.com/productize-ml/train-and-evaluate/model-evaluation)
{% endcontent-ref %}

{% content-ref url="productize-it/ml-lifecycle" %}
[ml-lifecycle](https://docs.productizeml.com/productize-ml/productize-it/ml-lifecycle)
{% endcontent-ref %}

{% content-ref url="productize-it/business-objectives" %}
[business-objectives](https://docs.productizeml.com/productize-ml/productize-it/business-objectives)
{% endcontent-ref %}

{% content-ref url="productize-it/data-preparation" %}
[data-preparation](https://docs.productizeml.com/productize-ml/productize-it/data-preparation)
{% endcontent-ref %}

{% content-ref url="productize-it/model-development" %}
[model-development](https://docs.productizeml.com/productize-ml/productize-it/model-development)
{% endcontent-ref %}

{% content-ref url="productize-it/train-evaluate-deploy" %}
[train-evaluate-deploy](https://docs.productizeml.com/productize-ml/productize-it/train-evaluate-deploy)
{% endcontent-ref %}

{% content-ref url="productize-it/a-b-testing" %}
[a-b-testing](https://docs.productizeml.com/productize-ml/productize-it/a-b-testing)
{% endcontent-ref %}

![](https://4117164708-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MFCNLySTC0Jf6imOp3y%2Fuploads%2Fgit-blob-b1fb8bab49d66665a11e154213177587633a0238%2FGroup%201.png?alt=media)

{% embed url="<https://youtu.be/B7_xPTQtZIE>" %}

### About us

![](https://4117164708-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MFCNLySTC0Jf6imOp3y%2Fuploads%2Fgit-blob-c5137d6ef12d941b8b59e97e29edb3a5d30dda7b%2Fabout-us.png?alt=media)

**Have a question or suggestion?** You can reach out at [`adria@hey.com`](mailto:adria@productize.ml) .