-
Notifications
You must be signed in to change notification settings - Fork 394
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Merge pull request #666 from iterative/tutorials
Fix #657: Reorganize tutorials into their own section.
- Loading branch information
Showing
22 changed files
with
145 additions
and
38 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,25 @@ | ||
# Community Tutorials | ||
|
||
Blog posts from the community which show how they use DVC in their ML scenarios: | ||
|
||
- [Data Version Control Tutorial](https://blog.dataversioncontrol.com/data-version-control-tutorial-9146715eda46) | ||
|
||
- [DVC tutorial: improving CNN model](https://medium.com/@fullstackml/aab8162f8e3f) | ||
|
||
- [Creating an awesome project using DVC and DAGsHub](https://dagshub.com/docs/overview/) | ||
|
||
- [Using DVC to create an efficient version control system for data projects](https://medium.com/qonto-engineering/using-dvc-to-create-an-efficient-version-control-system-for-data-projects-96efd94355fe) | ||
|
||
- [Introduction to using DVC to manage machine learning project datasets](https://techsparx.com/software-development/ai/dvc/simple-example.html) | ||
|
||
- [Managing versioned machine learning datasets in DVC, and easily share ML projects with colleagues](https://techsparx.com/software-development/ai/dvc/versioning-example.html) | ||
|
||
- [A walkthrough of DVC](https://blog.codecentric.de/en/2019/03/walkthrough-dvc/) | ||
|
||
- [DVC dependency management](https://blog.codecentric.de/en/2019/08/dvc-dependency-management/) | ||
|
||
- [How to use data version control (dvc) in a machine learning project](https://towardsdatascience.com/how-to-use-data-version-control-dvc-in-a-machine-learning-project-a78245c0185) | ||
|
||
- [My first try at DVC](https://stdiff.net/MB2019051301.html) | ||
|
||
- [Effective Management of your Machine Learning Laboratory](https://www.linkedin.com/pulse/effective-management-your-machine-learning-laboratory-ulaganathan/) |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,18 @@ | ||
# Tutorials | ||
|
||
- [Interactive Tutorials](/docs/tutorials/interactive) <br/> Interactive lessons | ||
and tutorials on [Katacoda](https://katacoda.com/dvc) that explain the basic | ||
concepts of DVC and show how to use it in simple ML scenarios. | ||
|
||
- [Data Versioning](/docs/tutorials/versioning) <br/> Using DVC commands to work | ||
with multiple versions of datasets and ML models. | ||
|
||
- [Stages and Pipelines](/docs/tutorials/pipelines) <br/> Using DVC commands to | ||
build a simple ML pipeline. | ||
|
||
- [Comprehensive Tutorial](/docs/tutorials/tutorial) <br/> Introduces DVC | ||
step-by-step, while additionally explaining in great detail the motivation and | ||
what's happening internally. | ||
|
||
- [Community Tutorials](/docs/tutorials/community) <br/> Blog posts from the | ||
community which show how they use DVC in their ML scenarios. |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,46 @@ | ||
# Interactive Tutorials | ||
|
||
Interactive lessons and tutorials on [Katacoda](https://katacoda.com/dvc) that | ||
explain the basic concepts of DVC and show how to use it in simple ML scenarios. | ||
|
||
## Basic Concepts | ||
|
||
Learn basic concepts and features of DVC with interactive lessons: | ||
|
||
1. [Data Management](https://katacoda.com/dvc/courses/basics/data) <br/> The | ||
core function of DVC is data tracking and management. Let's see how to do it. | ||
|
||
2. [Getting the Best Performance](https://katacoda.com/dvc/courses/basics/performance) | ||
<br/> It is important to optimize the DVC setup for having the best | ||
performance with handling big data files. | ||
|
||
3. [Tracking Data Versions](https://katacoda.com/dvc/courses/basics/versioning) | ||
<br/> DVC takes advantage of GIT's versioning features to keep track of the | ||
data versions. | ||
|
||
4. [Sharing Data](https://katacoda.com/dvc/courses/basics/sharing) <br/> DVC | ||
facilitates sharing of data between different people that work on the same | ||
project. | ||
|
||
5. [Stages And Pipelines](https://katacoda.com/dvc/courses/basics/pipelines) | ||
<br/> DVC has a built-in way to connect ML steps into a DAG and run the full | ||
pipeline end-to-end. | ||
|
||
## Simple ML Scenarios | ||
|
||
Learn how DVC can be used in simple ML scenarios: | ||
|
||
- [Data Versioning](https://katacoda.com/dvc/courses/tutorials/versioning) <br/> | ||
Using DVC commands to work with multiple versions of datasets and ML models. | ||
|
||
- [Stages and Pipelines](https://katacoda.com/dvc/courses/tutorials/pipelines) | ||
<br/> Using DVC commands to build a simple ML pipeline. | ||
|
||
## Examples | ||
|
||
Interactive examples about using DVC commands and other features of DVC. | ||
|
||
- [dvc fetch](https://katacoda.com/dvc/courses/examples/fetch) <br/> We will use | ||
an example project with some data, code, ML models, pipeline stages, as well | ||
as a few Git tags. Then we will see what happens with dvc fetch as we switch | ||
from tag to tag. |
2 changes: 1 addition & 1 deletion
2
static/docs/get-started/example-pipeline.md → static/docs/tutorials/pipelines.md
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters