featureez¶
This page host the documentation for featureez project.
Table of Contents
Product Backlog¶
Id |
Story |
Task |
Status |
|---|---|---|---|
1 |
n/a |
Set up project structure |
User stories¶
Id |
Point(s) |
As a(n) |
I want to (be able to) |
so that (I can) |
|---|---|---|---|---|
1 |
1 |
featureez host |
have lazy evaluation for features |
save storage in the long term
especially when I have to support
multiple feature versions
|
2 |
5 |
feature user |
have a UI |
see:
and other info related to a feature |
3 |
3 |
feature user |
have feature versioning |
use old features |
4 |
3 |
feature user |
have point-in-time joining of features |
have time-compatible feature dataframe |
5 |
1 |
feature user |
see the feature engineering code |
understand feature engineering
logic easily and modify to create
my own features if I want
|
6 |
8 |
feature user |
see the feature validation |
know feature quality |
7 |
13 |
feature user |
see the feature dependency hierarchy |
understand features relationships |
8 |
8 |
feature user |
estimate feature delivery time |
estimate the time in my use case |
9 |
8 |
ML scientist |
get feature on-demand |
serve my model with online prediction |
10 |
8 |
feature developer and user |
have multi-lingual support |
develop and use feature in any language |
11 |
8 |
feature developer and user |
notify when features change |
take necessary actions for each change |
12 |
13 |
feature user and developer |
diff feature between versions |
see how feature changes. In case of
updating manual features, I want to
update my feature only for entities
with changed dependencies
|
13 |
1 |
feature developer |
have an SDK with CI/CD |
develop feature easily |
14 |
5 |
feature developer |
create features manually (row by row) |
provide mannually collected features
like ML labels
|
15 |
5 |
feature developer |
update feature automatically based
on my logic
|
features are up to date |
16 |
5 |
feature developer |
have dependencies as other features |
reused other features in my transformer |
17 |
5 |
feature developer |
set authorization rules for my feature |
limit access to my feature |
18 |
5 |
enterprise featureez host |
host my own featureez on-prem or on-cloud |
ensure the confidentiality of my data |