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General:  mlops heroku Type:  model Data Domain:  tabular Framework:  scikit-learn
Abid Ali Awan 5c18e412a3
Merge branch 'mlflow' of kingabzpro/solar-radiation-ISB-MLOps into main
2 years ago
5ea02e513f
model added to dvc
2 years ago
app
7c04bb346e
2 more expriment ran
2 years ago
033929867a
first deployment
2 years ago
88854fdfe7
readme updated
2 years ago
7b150cd89f
ran 3 experiments
2 years ago
88854fdfe7
readme updated
2 years ago
c572be7f18
stop tracking data
2 years ago
e6e8b6e79c
stop tracking app\model_gbr.pkl
2 years ago
138cde26e5
Initial commit
2 years ago
a95e84dae9
copied from main
2 years ago
88854fdfe7
readme updated
2 years ago
a95e84dae9
copied from main
2 years ago
1c563b63fc
dvc data added
2 years ago
033929867a
first deployment
2 years ago
7c04bb346e
2 more expriment ran
2 years ago
c047019369
model validation
2 years ago
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README.md

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MLOPS Solution for Predicating Solar Radiation in Islamabad, Pakistan

Link: https://solar-isb-flaskapp.herokuapp.com/

Flask app to predict daily radiation from the time series of Solcast from Islamabad, Pakistan.

Input: month, day, Daily_Temp, Daily_Precip, Daily_Humidity, Daily_Pressure, Daily_WindDir, Daily_WindSpeed, Daily_DNI, Daily_GHI Output: Daily_radiation

Use Json Input

{
  "month": 12,
  "day": 3,
  "Daily_Temp": 10.98,
  "Daily_Precip": 9.07,
  "Daily_Humidity": 59.2,
  "Daily_Pressure": 929.06,
  "Daily_WindDir": 167.3,
  "Daily_WindSpeed": 1.86,
  "Daily_DNI": 522.2,
  "Daily_GHI": 324.6
}

Results

[
  {
    "Daily_DNI": 522.2,
    "Daily_GHI": 324.6,
    "Daily_Humidity": 59.2,
    "Daily_Precip": 9.07,
    "Daily_Pressure": 929.06,
    "Daily_Temp": 10.98,
    "Daily_WindDir": 167.3,
    "Daily_WindSpeed": 1.86,
    "day": 3,
    "month": 12
  },
  {
    "solar irradiance": 92.71980683342349
  }
]

Postman

result1

Mlflow

result2

NeptuneAI

result3

DAGsHub Experiments

result3

NewRelic

result3

Tip!

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About

Flask API to predict daily radiation from the time series of Solcast from Islamabad, Pakistan.

Collaborators 1

Comments

Abid Ali Awan

commented in commit5c18e412a3on branch main

2 years ago

Hi guys, this is Abid and I would love to see you contribute to improving this setup. Looking forward to seeing your PR.

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