peacfuljoh predictive-analytics-ytvideos issues

peacfuljoh / predictive-analytics-ytvideos

Full-stack real-time predictive anaytics for YouTube content creators

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Address data/model considerations

#37 peacfuljoh closed 7 months ago
1
Add explanation of system design, how ETL pipeline configs work, MLOps functionality, etc.

#36 peacfuljoh opened 7 months ago
0
Clean up Github Actions failures across ytpa project repos

#35 peacfuljoh closed 7 months ago
1
Verify that code uses DataFrame index properly everywhere with .iterrows()

#34 peacfuljoh opened 7 months ago
0
Regularly auto-restart crawler

#33 peacfuljoh opened 8 months ago
0
Set up Sphinx docs?

#32 peacfuljoh closed 7 months ago
0
Port ETL pipelines to PySpark (maps onto AWS Glue)?

#31 peacfuljoh closed 9 months ago
1
Fix memory leak issue in websocket streams (use low-bandwidth test setup to debug)

#30 peacfuljoh closed 9 months ago
1
Move get_validated_etl_request() and other db credential-dependent methods to API (e.g. routes_utils())

#29 peacfuljoh closed 9 months ago
1
Decouple ETL pipelines from databases via API endpoints (post to pull, post to push)

#28 peacfuljoh closed 9 months ago
0
Fix bulk load + most recent timestamp slow-down in etl_load_vocab_from_db()

#27 peacfuljoh closed 10 months ago
0
Set up db backups

#26 peacfuljoh closed 10 months ago
0
Split off utils to own package

#25 peacfuljoh closed 10 months ago
0
fix up macros (e.g. no hard-coding col names) and move ETL configs to JSON files

#24 peacfuljoh closed 10 months ago
1
Gracefully handle crawler failure (loss of internet connection)

#23 peacfuljoh closed 10 months ago
0
Add schema validation in MongoEngine (specify in engine config via schema file, validate inside all write ops)

#22 peacfuljoh closed 10 months ago
0
Add tests for simple LR model components

#21 peacfuljoh closed 10 months ago
1
Ensure macros for column names are fully utilized throughout repo

#20 peacfuljoh closed 10 months ago
0
Implement performant regression model

#19 peacfuljoh opened 11 months ago
1
Replace final return value of all generators with empty return statement

#18 peacfuljoh closed 10 months ago
1
Implement unique sets search in MongoDB in one query instead of iterating

#17 peacfuljoh opened 11 months ago
0
When loading vocab, add filter to choose which version (latest?)

#16 peacfuljoh closed 11 months ago
2
Ensure all _id entries in mongodb collections are ObjectId strings

#15 peacfuljoh closed 11 months ago
1
Modularize repo to mimic AWS architecture

#14 peacfuljoh closed 9 months ago
0
Implement testing and logging

#13 peacfuljoh closed 9 months ago
1
Replace full-dataframe queries with generators in featurization pipeline

#12 peacfuljoh closed 11 months ago
1
Incorporate prediction timeframe into which URLS are chosen in stats spider

#11 peacfuljoh closed 11 months ago
1
Perform resampling for all numerical time series

#10 peacfuljoh closed 11 months ago
0
Implement logging for crawler components

#9 peacfuljoh closed 11 months ago
1
Implement ETL pipeline for featurizing raw data

#8 peacfuljoh closed 11 months ago
0
Update thumbnail URL to be long enough

#7 peacfuljoh closed 1 year ago
1
Resolve bugs in stats crawler

#6 peacfuljoh closed 12 months ago
1
Story 3: Migrate MySQL and MongoDB engines to their own PyPI packages

#5 peacfuljoh closed 10 months ago
0
Miscellaneous next steps

#4 peacfuljoh opened 1 year ago
1
Story 2: API

#3 peacfuljoh closed 9 months ago
1
Move db schema to schema.sql file

#2 peacfuljoh closed 1 year ago
0
Story 1: Crawler

#1 peacfuljoh closed 11 months ago
0