Dieke Sydney C.

Dieke Sydney C.

✦ Pro @Sydney205

I'm a Data scientist passionate about online education, AI, and using data to build impactful solutions

Sydney205 Building since May 2026
84
entries
50
repos
1
milestones
milestone

Deployed a student dropout prediction model

Machine learning model that predicts student dropout risk in online learning using the OULAD dataset to enable early academic intervention

oulad-student-dropout-prediction-fimjvpb9oevwbavuwniqx3.streamlit.app/
shipped GitHub oulad-student-dropout-prediction

Enhance markdown description for dropout prediction

github.com/Sydney205/oulad-student-dropout-prediction/commit/6eb80ca8d930f147f48e8601832ebcf004538c8b
shipped GitHub oulad-student-dropout-prediction

Updated the text cells with improved explanations

github.com/Sydney205/oulad-student-dropout-prediction/commit/c528093168bf0066af862d8b706a91a08919c054
shipped GitHub oulad-student-dropout-prediction

Updated text cells with imroved explanation

github.com/Sydney205/oulad-student-dropout-prediction/commit/8141b27728eb7e2e977af82998c6058b42123391
shipped GitHub oulad-student-dropout-prediction

Refactor model loading and input handling

github.com/Sydney205/oulad-student-dropout-prediction/commit/33ae11fff3fdc5f99bc1d7f661b513532eda8fe5
shipped GitHub oulad-student-dropout-prediction

Refactor dropout prediction logic and UI elements

github.com/Sydney205/oulad-student-dropout-prediction/commit/1f1017f05dbe247a0b79dbdaca699d61bf2b91d3
shipped GitHub oulad-student-dropout-prediction

Change emoji in title from graduation cap to female graduate

github.com/Sydney205/oulad-student-dropout-prediction/commit/f7e30ee460932d7595222b179560503cfa6373d7
shipped GitHub oulad-student-dropout-prediction

Refactor model loading and update UI elements

github.com/Sydney205/oulad-student-dropout-prediction/commit/c85a3a49eb2bf2efec083ff608f848715def2e55
shipped GitHub oulad-student-dropout-prediction

Added Dev Container Folder

github.com/Sydney205/oulad-student-dropout-prediction/commit/f8ac689551959b774ed06a1daca8d9d16c0b6891
shipped GitHub oulad-student-dropout-prediction

Add files via upload

github.com/Sydney205/oulad-student-dropout-prediction/commit/7ec152e99db46ec4759ad2ec64b3fb3f3f57fa86
shipped GitHub oulad-student-dropout-prediction

Improve error handling for model file loading

github.com/Sydney205/oulad-student-dropout-prediction/commit/04d8935564eb90699d9f75f50e3adeb51c2ac23a
shipped GitHub oulad-student-dropout-prediction

Initialize README with project details and setup instructions

github.com/Sydney205/oulad-student-dropout-prediction/commit/b5d71d4268de03f5d966ba8e4f542cd55fff63af
shipped GitHub oulad-student-dropout-prediction

Add Streamlit app for student dropout prediction

github.com/Sydney205/oulad-student-dropout-prediction/commit/7825512cf4f70f9aea29738593491dab65ae397f
shipped GitHub oulad-student-dropout-prediction

[refactor]: Improved model

github.com/Sydney205/oulad-student-dropout-prediction/commit/29075b6b0ab1f05f19b07534ee5f305ce9dcd7f5
shipped GitHub oulad-student-dropout-prediction

Updated import codes

github.com/Sydney205/oulad-student-dropout-prediction/commit/f4086a7196b2b635603b6aa2482c1b1860b512ea
shipped GitHub oulad-student-dropout-prediction

Ordinal encoding for ordered categorical variables: highest_education, imd_band, age_band

github.com/Sydney205/oulad-student-dropout-prediction/commit/e7bde778204075cac8c0893fff4a0306dcb61ef3
shipped GitHub oulad-student-dropout-prediction

One hot encoded ['gender', 'region']

github.com/Sydney205/oulad-student-dropout-prediction/commit/f838270a80eaa97f657de1e2b8f40441e93989bc
shipped GitHub oulad-student-dropout-prediction

Fixed 'disability' word typo

github.com/Sydney205/oulad-student-dropout-prediction/commit/370bdf74f93a33ef32ffd914a34e3ec099907bd2
shipped GitHub oulad-student-dropout-prediction

Encoding categorical columns

github.com/Sydney205/oulad-student-dropout-prediction/commit/4c1e6e652dc96fbd9557911f1d78ee56faefc716