https://github.com/solegalli/udemy-feml-challenge
https://github.com/solegalli/udemy-feml-challenge
Last synced: 5 months ago
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- Host: GitHub
- URL: https://github.com/solegalli/udemy-feml-challenge
- Owner: solegalli
- License: bsd-3-clause
- Created: 2019-10-04T10:13:50.000Z (over 5 years ago)
- Default Branch: master
- Last Pushed: 2024-04-27T16:26:15.000Z (about 1 year ago)
- Last Synced: 2024-12-12T01:35:52.883Z (5 months ago)
- Language: Jupyter Notebook
- Size: 5.4 MB
- Stars: 6
- Watchers: 1
- Forks: 95
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
- Funding: .github/FUNDING.yml
- License: LICENSE
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README
## Feature Engineering for Machine Learning - Course Assignment
Published November 2019
[
](https://www.udemy.com/course/feature-engineering-for-machine-learning/?referralCode=A855148E05283015CF06)
## Links
- [Course Page](https://www.udemy.com/course/feature-engineering-for-machine-learning/?referralCode=A855148E05283015CF06)
Final challenge / assignment for the Udemy course: Feature Engineering for Machine Learning
## Assignment:
Beat the performance of my Lasso regression by using different feature engineering steps **ONLY!!**.
The performance of my current model, as shown in this notebook is:
test mse: 1063016789.3316755
test rmse: 32603.938248801718
test r2: 0.8453144708738004
To beat my model you will need a test r2 bigger than 0.85 and a rmse smaller than 32603.
================================================================================================
### Conditions:
- You MUST NOT change the hyperparameters of the Lasso.
- You MUST use the same seeds in Lasso and train_test_split as I show in this notebook (random_state)
- You MUST use all the features of the dataset (except Id) - you MUST NOT select features
================================================================================================
### If you beat my model:
Make a pull request with your notebook to this github repo:
https://github.com/solegalli/udemy-feml-challenge
And add your notebook to the folder:
-StudentsSolutions_v1.0.0
### How to make the PR
1) fork the repo:
Go to https://github.com/solegalli/udemy-feml-challenge, and click on the **fork** button at the top-right
2) clone your forked repo into your local computer:
- Go to www.github.com/yourusername/udemy-feml-challenge
- Click the green button that says clone or download
- copy the url that opens up
- power up a git console
- type: git clone (paste the url you copied from github)
- done
3) Make a copy of the jupyter notebook and add your name:
- Open up the Jupyter notebook called 13-Assignement.ipynb
- Click the "File" button at the top-right and then click "Make a copy"
- **Work your solution in the Copy** and not in the original assignment (otherwise there will be conflicts when making the PR)
- Change the name of the copy of the notebook to: 13-Assignement_yourname.ipynb
- Move the notebook to the folder **StudentsSolutions_v1.0.0**
- done
When you finish, just commit the new notebook to your fork and then make a PR to my repo.
- git add StudentsSolutions_v1.0.0/13-Assignement_yourname.ipynb
- git commit -m "your commit message"
- git push origin master or git push origin yourfeaturebranch
- go to your repo and make a pull request.
## But i have a notebook ready and I haven't cloned the repo yet, how can I make the PR?
If you worked in the copy you downloaded from Udemy before forking and cloning this repo, then follow this steps:
1) fork the repo:
Go to https://github.com/solegalli/udemy-feml-challenge, and click on the fork button at the top-right
2) clone your forked repo into your local computer:
Go to www.github.com/yourusername/udemy-feml-challenge
- Click the green button that says clone or download
- Copy the url that opens up
- Power up a git console
- Type: git clone (paste the url you copied from github)
- Done
3) Rename your solution as follows and copy it into your cloned repo:
- Rename your solution notebook to: 13-Assignement_yourname.ipynb
- Copy this file into the cloned repo, inside the folder **StudentsSolutions_v1.0.0**
- Done
When you finish, just commit the new notebook to your fork and then make a PR to my repo
- git add StudentsSolutions_v1.0.0/13-Assignement_yourname.ipynb
- git commit -m "your commit message"
- git push origin master or git push origin yourfeaturebranch
- go to your repo and make a pull request.
**Good luck!!**