...
...
As explained above we have two major focuses: (1) general repository enhancements that can be applied to any time series problem and (2) vertical impact focus areas that can aim to tackle a specific issue (e.g. COVID spread and , flash flood predictionprediction…).
| Roadmap Planner |
|---|
| maplinks | 66e70daf-5a79-4339-8b42-333343e63e86333343e63e86~~~~~e4bad7dc-f404-48b3-a193-eac081ef02ce |
|---|
| timeline | true |
|---|
| pagelinks | Adding models backlogbacklog~~~~~FlowDB Dataset |
|---|
| source | %7B%22title%22%3A%22Roadmap%20Planner%22%2C%22timeline%22%3A%7B%22startDate%22%3A%222020-09-01%2000%3A00%3A00%22%2C%22endDate%22%3A%222021-06-30%2000%3A00%3A00%22%2C%22displayOption%22%3A%22MONTH%22%7D%2C%22lanes%22%3A%5B%7B%22title%22%3A%22Core%20Repo%22%2C%22color%22%3A%7B%22lane%22%3A%22%23f15c75%22%2C%22bar%22%3A%22%23f58598%22%2C%22text%22%3A%22%23ffffff%22%2C%22count%22%3A1%7D%2C%22bars%22%3A%5B%7B%22title%22%3A%22Feature%201%22%2C%22description%22%3A%22This%20is%20the%20first%20bar.%22%2C%22startDate%22%3A%222020-01-01%2007%3A21%3A58%22%2C%22duration%22%3A2%2C%22rowIndex%22%3A0%2C%22id%22%3A%228d41c4f230%2000%3A00%3A00%22%2C%22displayOption%22%3A%22MONTH%22%7D%2C%22lanes%22%3A%5B%7B%22title%22%3A%22Core%20Repo%22%2C%22color%22%3A%7B%22lane%22%3A%22%23f15c75%22%2C%22bar%22%3A%22%23f58598%22%2C%22text%22%3A%22%23ffffff%22%7D%2C%22bars%22%3A%5B%7B%22id%22%3A%228d41c4f2-91dc-483a-b3d8-9de23e8f00cd%22%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22title%22%3A%22Feature%202%22%2C%22description%22%3A%22This%20is%20the%20second%20bar9de23e8f00cd%22%2C%22title%22%3A%22Feature%201%22%2C%22description%22%3A%22This%20is%20the%20first%20bar.%22%2C%22startDate%22%3A%222020-0201-14%2011%3A52%3A52%22%2C%22duration%22%3A1%2C%22rowIndex%22%3A1%2C%22id%22%3A%22fdb6b04201%2007%3A21%3A58%22%2C%22duration%22%3A2.0%2C%22rowIndex%22%3A0%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22fdb6b042-42aa-47a8-8cce-5a013e355172%22%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A2%2C%22startDate%22%3A%2220205a013e355172%22%2C%22title%22%3A%22Feature%202%22%2C%22description%22%3A%22This%20is%20the%20second%20bar.%22%2C%22startDate%22%3A%222020-0902-01%2007%3A07%3A43%22%2C%22id%22%3A%22cd2e4ab814%2011%3A52%3A52%22%2C%22duration%22%3A1.0%2C%22rowIndex%22%3A1%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22cd2e4ab8-3c45-4c51-b753-89a91896b08c%22%2C%22title%22%3A%22Meta-Data%20Model%20Enhancements%22%2C%22description%22%3A%22Incorporating%20meta-data%20into%20the%20our%20various%20supported%20models.%20This%20initiative%20includes%20both%20researching%20fusion%20method%20and%20actually%20implementing%20code.%22%2C%22duration%22%3A2.4752475247524752%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A1%2C%22startDate%22%3A%222020%22%2C%22startDate%22%3A%222020-1209-01%2022%3A05%3A56%22%2C%22id%22%3A%2249e567d501%2007%3A07%3A43%22%2C%22duration%22%3A2.4752475247524752%2C%22rowIndex%22%3A2%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22id%22%3A%2249e567d5-f7c6-4e95-95db-5904fbc50b76%22%2C%22title%22%3A%22Benchmarking%22%2C%22description%22%3A%22%22%2C%22duration%22%3A1.2178217821782178%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%2220205904fbc50b76%22%2C%22title%22%3A%22Benchmarking%22%2C%22description%22%3A%22%22%2C%22startDate%22%3A%222020-0912-01%2007%3A07%3A43%22%2C%22id%22%3A%2266e70daf01%2022%3A05%3A56%22%2C%22duration%22%3A1.2178217821782178%2C%22rowIndex%22%3A1%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22id%22%3A%2266e70daf-5a79-4339-8b42-333343e63e86%22%2C%22title%22%3A%22Adding%20new%20models%22%2C%22description%22%3A%22%22%2C%22duration%22%3A9.98019801980198%2C%22pageLink%22%3A%7B%22id%22%3A%2233718290%22%2C%22title%22%3A%22Adding%20models%20backlog%22%2C%22type%22%3A%22page%22%2C%22wikiLink%22%3A%22%5BFF%3AAdding%20models%20backlog%5D%22%2C%22spaceKey%22%3A%22FF%22%7D%7D%5D%7D%2C%7B%22title%22%3A%22COVID333343e63e86%22%2C%22title%22%3A%22Adding%20new%20models%22%2C%22description%22%3A%22%22%2C%22startDate%22%3A%222020-19%22%2C%22color%22%3A%7B%22lane%22%3A%22%23f6c342%22%2C%22bar%22%3A%22%23fadb8e%22%2C%22text%22%3A%22%23594300%22%2C%22count%22%3A1%7D%2C%22bars%22%3A%5B%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%22202009-0901%2007%3A07%3A43%22%2C%22duration%22%3A9.98019801980198%2C%22rowIndex%22%3A0%2C%22pageLink%22%3A%7B%22id%22%3A%2233718290%22%2C%22spaceKey%22%3A%22FF%22%2C%22title%22%3A%22Adding%20models%20backlog%22%2C%22type%22%3A%22page%22%2C%22wikiLink%22%3A%22%5BAdding%20models%20backlog%5D%22%7D%7D%5D%7D%2C%7B%22title%22%3A%22COVID-30%2009%3A44%3A33%22%2C%22id%22%3A%22bddbb5fe19%22%2C%22color%22%3A%7B%22lane%22%3A%22%23f6c342%22%2C%22bar%22%3A%22%23fadb8e%22%2C%22text%22%3A%22%23594300%22%7D%2C%22bars%22%3A%5B%7B%22id%22%3A%22bddbb5fe-aa0b-4c8c-b053-13eb26a6b0d5%22%2C%22title%22%3A%22COVID%20Model%20Finalization%22%2C%22description%22%3A%22%22%2C%22startDate%22%3A%222020-13eb26a6b0d5%22%2C%22title%22%3A%22COVID%20Meta09-Data%20Integration%22%2C%22description%22%3A%22%22%2C%22duration%22%3A230%2009%3A44%3A33%22%2C%22duration%22%3A2.089108910891089%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A1%2C%22startDate%22%3A%222020089108910891089%2C%22rowIndex%22%3A0%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22966260fd-11-10%2018%3A14%3A51%22%2C%22id%22%3A%22966260fd-708b-464e-bab8-7f9a3f1f7a0f%22%2C%22title%22%3A%22COVID%20Dashboard%20Development%22%2C%22description%22%3A%22%22%2C%22duration%22%3A5.188118811881188%2C%22pageLink%22%3A%7B%7D%7D%5D%7D%2C%7B%22title%22%3A%22Climate%22%2C%22color%22%3A%7B%22lane%22%3A%22%233b7fc4%22%2C%22bar%22%3A%22%236c9fd3%22%2C%22text%22%3A%22%23ffffff%22%2C%22count%22%3A1%7D%2C%22bars%22%3A%5B%7B%22title%22%3A%22Feature%203%22%2C%22description%22%3A%22This%20is%20the%20third%20bar.%22%2C%22startDate%22%3A%222020-02-03%2000%3A14%3A15%22%2C%22duration%22%3A2.5%2C%22rowIndex%22%3A0%2C%22id%22%3A%2202165d8e7f9a3f1f7a0f%22%2C%22title%22%3A%22COVID%20Dashboard%20Development%22%2C%22description%22%3A%22%22%2C%22startDate%22%3A%222020-11-10%2018%3A14%3A51%22%2C%22duration%22%3A5.188118811881188%2C%22rowIndex%22%3A1%2C%22pageLink%22%3A%7B%7D%7D%5D%7D%2C%7B%22title%22%3A%22Climate%22%2C%22color%22%3A%7B%22lane%22%3A%22%233b7fc4%22%2C%22bar%22%3A%22%236c9fd3%22%2C%22text%22%3A%22%23ffffff%22%7D%2C%22bars%22%3A%5B%7B%22id%22%3A%2202165d8e-dbe6-4bf1-9c36-e07db0634145%22%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22rowIndex%22%3A0%2C%22startDate%22%3A%222020e07db0634145%22%2C%22title%22%3A%22Feature%203%22%2C%22description%22%3A%22This%20is%20the%20third%20bar.%22%2C%22startDate%22%3A%222020-0902-01%2007%3A07%3A43%22%2C%22id%22%3A%22e4bad7dc03%2000%3A14%3A15%22%2C%22duration%22%3A2.5%2C%22rowIndex%22%3A0%2C%22pageLink%22%3A%7B%7D%7D%2C%7B%22id%22%3A%22e4bad7dc-f404-48b3-a193-eac081ef02ce%22%2C%22title%22%3A%22River%20flow%20dataset%20V1%22%2C%22description%22%3A%22%22%2C%22startDate%22%3A%222020-09-eac081ef02ce%22%2C%22title%22%3A%22River%20flow%20dataset%20V1%22%2C%22description%22%3A%22%22%2C%22duration%22%3A101%2007%3A07%3A43%22%2C%22duration%22%3A1.5544554455445545%2C%22pageLink%22%3A%7B%7D%7D%5D%7D%5D%2C%22markers%22%3A%5B%7B%22title%22%3A%22Marker%201%22%2C%22markerDate%22%3A%2220205544554455445545%2C%22rowIndex%22%3A0%2C%22pageLink%22%3A%7B%22id%22%3A%2233456135%22%2C%22spaceKey%22%3A%22FF%22%2C%22title%22%3A%22River%20flow%22%2C%22type%22%3A%22page%22%2C%22wikiLink%22%3A%22%5BFF%3ARiver%20flow%5D%22%7D%7D%5D%7D%5D%2C%22markers%22%3A%5B%7B%22title%22%3A%22Marker%201%22%2C%22markerDate%22%3A%222020-01-15%2000%3A00%3A00%22%7D%2C%7B%22markerDate%22%3A%22202015%2000%3A00%3A00%22%7D%2C%7B%22title%22%3A%22Climate%20Paper%20Due%20Neurips%22%2C%22markerDate%22%3A%222020-10-06%2012%3A35%3A38%22%2C%22title%22%3A%22Climate%20Paper%20Due%20Neurips%22%7D%2C%7B%22markerDate%22%3A%22202106%2012%3A35%3A38%22%7D%2C%7B%22title%22%3A%22ICML%20Paper%20Due%22%2C%22markerDate%22%3A%222021-01-08%2008%3A47%3A31%22%2C%22title%22%3A%22ICML%20Paper%20Due%22%7D%5D%7D08%2008%3A47%3A31%22%7D%5D%7D |
|---|
| title | Roadmap%20Planner |
|---|
| hash | e9885383de5248e30c62669e87d42a1b9d8555dddf2d37e7202c50f39630abda |
|---|
|
🔍 Detailed quarterly roadmap
Mor More
Core Repository Focus Areas
Feature | Priority | Effort | Status | Notes |
|---|
Adding new time series models/loss functions | | | | Status |
|---|
| colour | Yellow |
|---|
| title | In progress |
|---|
|
| Leverage PyData Global Sprint |
Meta-data incorporation | | | | Status |
|---|
| colour | Yellow |
|---|
| title | In progress |
|---|
|
| |
Model Interpretability | | | | Status |
|---|
| colour | Yellow |
|---|
| title | In progress |
|---|
|
| Should add methods other than SHAP. |
Increasing test coverage | | | | Status |
|---|
| colour | Yellow |
|---|
| title | In progress |
|---|
|
| Good to get 3rd party review of training loopsNeed more unit tests of models and meta-data. |
Documentation and tutorials | | | | Status |
|---|
| colour | Yellow |
|---|
| title | In progress |
|---|
|
| |
Auto experimentation | | | | Status |
|---|
| colour | Green |
|---|
| title | not STARTED |
|---|
|
| This would be useful but requires a lot of effort. |
Cloud Provider Integration | | | | Status |
|---|
| colour | Yellow |
|---|
| title | In progress |
|---|
|
| |
Multitask learning support | | | | Status |
|---|
| colour | Green |
|---|
| title | not STARTED |
|---|
|
| |
Application/Impact Focus Areas
...
Focus Area | Priority | Effort | Status | Notes |
|---|
Incorporating meta-data in TS models | | | | |
Transfer learning in time series application | | | | |
| | | | |
Focus areas