The sustainable patterns in machine learning development and how DVC platform can help to implement them Presented on Data Quality Meetup by Dmitry Petrov, Co-author of Data Version Control (DVC) framework & CEO @ Iterative.ai Learn more about Data Quality Meetup https://www.datafold.com/blog/data-quality-meetup-2

1. > Reproducibility with
unstructured data in 3 steps
Dmitry Petrov
DVC.org
|00|

2. Co-Founder & CEO > Iterative.AI > San Francisco, USA
ex-Data Scientist > Microsoft (BingAds) > Seattle, USA
ex-Head of Lab > St. Petersburg Electrotechnical University > Russia
|HELLO|
Dmitry Petrov
PhD in Computer Science
Twitter: @FullStackML
Creator of
DVC.org project

3. > Data Analyst → Structured
> Data Scientist→ Semi-structured
> ML engineer → Unstructured
- NLP - text files
- Computer Vision - images
- Multiple files and/or formats
|Unstructured data|

4. Reproducibility is about storing
and sharing the mapping:
Code + Data → Model
|Unstructured data reproducibility|

5. Use a central storage for all
data artifacts:
- Datafiles
- Models
|1st - CENTRAL STORAGE|
s3://mybucket/semsegm-proj/

6. ddd
|2nd - DECOUPLE DATA FROM CODE|
Use dataset metafiles. Do not read
data from code directly.
Individual file → Snapshot
# files-meta.yaml
file1: s3://mybucket/semsegm-proj/raw/file1-ver2020-10-01
file2: s3://mybucket/semsegm-proj/raw/file1-ver2020-07-26
...
model.pkl: s3://mybucket/semsegm-proj/model-5-1.pkl

7. ddd
Version metrics files in Git
$ cat metrics.json
{
“AUC”: 0.8367073
“TP”: 8614
“Process”: {
“Threshold”: 0.92
…
$ git diff release-sept
…
- "AUC":0.7906391,
+ "AUC":0.8367073,
|3nd - BE METRICS DRIVEN|

8. II. DVC - Date Version Control

9. |1st - CENTRAL STORAGE|
ddd
DVC introduces data-remote
$ dvc remote add -d myremote s3://mybucket/semsegm-proj/
$ dvc push

10. ddd
|2nd - DECOUPLE DATA FROM CODE|
$ dvc add data.tsv
$ cat data.tsv.dvc
outs:
- md5: fadc70dff966edd21b3dd2b0c2755189
path: data.tsv
size: 593310482
$ dvc push data.tsv

11. ddd
$ dvc metrics diff release-sept
Path Metric Value Change
metrics.json AUC 0.8367073 0.0460682
metrics.json TP 8291 374
$ dvc plots diff release-sept
|3nd - BE METRICS DRIVEN|

12. > Questions
Email dmitry@iterative.ai
Web http://dvc.org
> Actions
Follow @FullStackML
|THANK YOU|