Zhengyao Jiang
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@@ -121,63 +121,3 @@ At its core, Solution Space Tree Search consists of three main components:
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By repeatedly applying these steps, AIDE navigates the vast space of possible solutions, progressively refining its approach until it converges on the optimal solution for the given data science problem.
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## Solution Gallery
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| Domain | Task | Top% | Solution Link | Competition Link |
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|:---------------------------------|:------------------------------------------------------------------------|:------|:------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------|
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| Urban Planning | Forecast city bikeshare system usage | 5% | [link](sample_results/bike-sharing-demand.py) | [link](https://www.kaggle.com/competitions/bike-sharing-demand/overview) |
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| Physics | Predicting Critical Heat Flux | 56% | [link](sample_results/playground-series-s3e15.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e15/overview) |
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| Genomics | Classify bacteria species from genomic data | 0% | [link](sample_results/tabular-playground-series-feb-2022.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-feb-2022/overview) |
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| Agriculture | Predict blueberry yield | 58% | [link](sample_results/playground-series-s3e14.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e14/overview) |
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| Healthcare | Predict disease prognosis | 0% | [link](sample_results/playground-series-s3e13.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e13/overview) |
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| Economics | Predict monthly microbusiness density in a given area | 35% | [link](sample_results/godaddy-microbusiness-density-forecasting.py) | [link](https://www.kaggle.com/competitions/godaddy-microbusiness-density-forecasting/overview) |
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| Cryptography | Decrypt shakespearean text | 91% | [link](sample_results/ciphertext-challenge-iii.py) | [link](https://www.kaggle.com/competitions/ciphertext-challenge-iii/overview) |
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| Data Science Education | Predict passenger survival on Titanic | 78% | [link](sample_results/tabular-playground-series-apr-2021.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-apr-2021/overview) |
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| Software Engineering | Predict defects in c programs given various attributes about the code | 0% | [link](sample_results/playground-series-s3e23.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e23/overview) |
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| Real Estate | Predict the final price of homes | 5% | [link](sample_results/home-data-for-ml-course.py) | [link](https://www.kaggle.com/competitions/home-data-for-ml-course/overview) |
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| Real Estate | Predict house sale price | 36% | [link](sample_results/house-prices-advanced-regression-techniques.py) | [link](https://www.kaggle.com/competitions/house-prices-advanced-regression-techniques/overview) |
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| Entertainment Analytics | Predict movie worldwide box office revenue | 62% | [link](sample_results/tmdb-box-office-prediction.py) | [link](https://www.kaggle.com/competitions/tmdb-box-office-prediction/overview) |
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| Entertainment Analytics | Predict scoring probability in next 10 seconds of a rocket league match | 21% | [link](sample_results/tabular-playground-series-oct-2022.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-oct-2022/overview) |
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| Environmental Science | Predict air pollution levels | 12% | [link](sample_results/tabular-playground-series-jul-2021.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-jul-2021/overview) |
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| Environmental Science | Classify forest categories using cartographic variables | 55% | [link](sample_results/forest-cover-type-prediction.py) | [link](https://www.kaggle.com/competitions/forest-cover-type-prediction/overview) |
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| Computer Vision | Predict the probability of machine failure | 32% | [link](sample_results/playground-series-s3e17.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e17/overview) |
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| Computer Vision | Identify handwritten digits | 14% | [link](sample_results/digit-recognizer.py) | [link](https://www.kaggle.com/competitions/digit-recognizer/overview) |
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| Manufacturing | Predict missing values in dataset | 70% | [link](sample_results/tabular-playground-series-jun-2022.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-jun-2022/overview) |
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| Manufacturing | Predict product failures | 48% | [link](sample_results/tabular-playground-series-aug-2022.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-aug-2022/overview) |
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| Manufacturing | Cluster control data into different control states | 96% | [link](sample_results/tabular-playground-series-jul-2022.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-jul-2022/overview) |
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| Natural Language Processing | Classify toxic online comments | 78% | [link](sample_results/jigsaw-toxic-comment-classification-challenge.py) | [link](https://www.kaggle.com/competitions/jigsaw-toxic-comment-classification-challenge/overview) |
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| Natural Language Processing | Predict passenger transport to an alternate dimension | 59% | [link](sample_results/spaceship-titanic.py) | [link](https://www.kaggle.com/competitions/spaceship-titanic/overview) |
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| Natural Language Processing | Classify sentence sentiment | 42% | [link](sample_results/sentiment-analysis-on-movie-reviews.py) | [link](https://www.kaggle.com/competitions/sentiment-analysis-on-movie-reviews/overview) |
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| Natural Language Processing | Predict whether a tweet is about a real disaster | 48% | [link](sample_results/nlp-getting-started.py) | [link](https://www.kaggle.com/competitions/nlp-getting-started/overview) |
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| Business Analytics | Predict total sales for each product and store in the next month | 87% | [link](sample_results/competitive-data-science-predict-future-sales.py) | [link](https://www.kaggle.com/competitions/competitive-data-science-predict-future-sales/overview) |
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| Business Analytics | Predict book sales for 2021 | 66% | [link](sample_results/tabular-playground-series-sep-2022.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-sep-2022/overview) |
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| Business Analytics | Predict insurance claim amount | 80% | [link](sample_results/tabular-playground-series-feb-2021.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-feb-2021/overview) |
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| Business Analytics | Minimize penalty cost in scheduling families to santa's workshop | 100% | [link](sample_results/santa-2019-revenge-of-the-accountants.py) | [link](https://www.kaggle.com/competitions/santa-2019-revenge-of-the-accountants/overview) |
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| Business Analytics | Predict yearly sales for learning modules | 26% | [link](sample_results/playground-series-s3e19.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e19/overview) |
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| Business Analytics | Binary classification of manufacturing machine state | 60% | [link](sample_results/tabular-playground-series-may-2022.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-may-2022/overview) |
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| Business Analytics | Forecast retail store sales | 36% | [link](sample_results/tabular-playground-series-jan-2022.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-jan-2022/overview) |
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| Business Analytics | Predict reservation cancellation | 54% | [link](sample_results/playground-series-s3e7.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e7/overview) |
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| Finance | Predict the probability of an insurance claim | 13% | [link](sample_results/tabular-playground-series-mar-2021.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-mar-2021/overview) |
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| Finance | Predict loan loss | 0% | [link](sample_results/tabular-playground-series-aug-2021.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-aug-2021/overview) |
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| Finance | Predict a continuous target | 42% | [link](sample_results/tabular-playground-series-jan-2021.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-jan-2021/overview) |
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| Finance | Predict customer churn | 24% | [link](sample_results/playground-series-s4e1.py) | [link](https://www.kaggle.com/competitions/playground-series-s4e1/overview) |
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| Finance | Predict median house value | 58% | [link](sample_results/playground-series-s3e1.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e1/overview) |
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| Finance | Predict closing price movements for nasdaq listed stocks | 99% | [link](sample_results/optiver-trading-at-the-close.py) | [link](https://www.kaggle.com/competitions/optiver-trading-at-the-close/overview) |
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| Finance | Predict taxi fare | 100% | [link](sample_results/new-york-city-taxi-fare-prediction.py) | [link](https://www.kaggle.com/competitions/new-york-city-taxi-fare-prediction/overview) |
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| Finance | Predict insurance claim probability | 62% | [link](sample_results/tabular-playground-series-sep-2021.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-sep-2021/overview) |
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| Biotech | Predict cat in dat | 66% | [link](sample_results/cat-in-the-dat-ii.py) | [link](https://www.kaggle.com/competitions/cat-in-the-dat-ii/overview) |
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| Biotech | Predict the biological response of molecules | 62% | [link](sample_results/tabular-playground-series-oct-2021.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-oct-2021/overview) |
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| Biotech | Predict medical conditions | 92% | [link](sample_results/icr-identify-age-related-conditions.py) | [link](https://www.kaggle.com/competitions/icr-identify-age-related-conditions/overview) |
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| Biotech | Predict wine quality | 61% | [link](sample_results/playground-series-s3e5.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e5/overview) |
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| Biotech | Predict binary target without overfitting | 98% | [link](sample_results/dont-overfit-ii.py) | [link](https://www.kaggle.com/competitions/dont-overfit-ii/overview) |
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| Biotech | Predict concrete strength | 86% | [link](sample_results/playground-series-s3e9.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e9/overview) |
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| Biotech | Predict crab age | 46% | [link](sample_results/playground-series-s3e16.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e16/overview) |
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| Biotech | Predict enzyme characteristics | 10% | [link](sample_results/playground-series-s3e18.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e18/overview) |
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| Biotech | Classify activity state from sensor data | 51% | [link](sample_results/tabular-playground-series-apr-2022.py) | [link](https://www.kaggle.com/competitions/tabular-playground-series-apr-2022/overview) |
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| Biotech | Predict horse health outcomes | 86% | [link](sample_results/playground-series-s3e22.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e22/overview) |
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| Biotech | Predict the mohs hardness of a mineral | 64% | [link](sample_results/playground-series-s3e25.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e25/overview) |
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| Biotech | Predict cirrhosis patient outcomes | 51% | [link](sample_results/playground-series-s3e26.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e26/overview) |
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| Biotech | Predict obesity risk | 62% | [link](sample_results/playground-series-s4e2.py) | [link](https://www.kaggle.com/competitions/playground-series-s4e2/overview) |
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| Biotech | Classify presence of feature in data | 66% | [link](sample_results/cat-in-the-dat.py) | [link](https://www.kaggle.com/competitions/cat-in-the-dat/overview) |
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| Biotech | Predict patient's smoking status | 40% | [link](sample_results/playground-series-s3e24.py) | [link](https://www.kaggle.com/competitions/playground-series-s3e24/overview) |
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By repeatedly applying these steps, AIDE navigates the vast space of possible solutions, progressively refining its approach until it converges on the optimal solution for the given data science problem.
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