messages listlengths 2 8 |
|---|
[
{
"content": "Residual",
"role": "user"
},
{
"content": "Observed minus predicted diagnoses.",
"role": "assistant"
}
] |
[
{
"content": "Run 0",
"role": "user"
},
{
"content": "<<<execute_cell {\"index\": 0}>>>",
"role": "assistant"
}
] |
[
{
"content": "Rep inn left c8",
"role": "user"
},
{
"content": "<<<replace_in_cell {\"index\": 8, \"search\": \"inner\", \"replace\": \"left\", \"replace_all\": true}>>>",
"role": "assistant"
}
] |
[
{
"content": "Reg eval",
"role": "user"
},
{
"content": "MSE MAE RMSE R2.",
"role": "assistant"
}
] |
[
{
"content": "Early stop",
"role": "user"
},
{
"content": "Val loss stops improving.",
"role": "assistant"
}
] |
[
{
"content": "Tree",
"role": "user"
},
{
"content": "Best split overfitting.",
"role": "assistant"
}
] |
[
{
"content": "Dropout",
"role": "user"
},
{
"content": "Random neurons off. Reduces overfit.",
"role": "assistant"
}
] |
[
{
"content": "Out 3",
"role": "user"
},
{
"content": "<<<get_cell_output {\"index\": 3}>>>",
"role": "assistant"
}
] |
[
{
"content": "SMOTE",
"role": "user"
},
{
"content": "Synthetic oversample imbalance.",
"role": "assistant"
}
] |
[
{
"content": "Categorical",
"role": "user"
},
{
"content": "get_dummies LabelEncoder target encoding.",
"role": "assistant"
}
] |
[
{
"content": "Cross-val",
"role": "user"
},
{
"content": "k folds train validate. More reliable.",
"role": "assistant"
}
] |
[
{
"content": "List comp",
"role": "user"
},
{
"content": "Expression for in if condition.",
"role": "assistant"
}
] |
[
{
"content": "Groupby",
"role": "user"
},
{
"content": "Splits by columns applies func per group combines.",
"role": "assistant"
}
] |
[
{
"content": "Cell 5",
"role": "user"
},
{
"content": "<<<get_cell_content {\"index\": 5}>>>",
"role": "assistant"
}
] |
[
{
"content": "Cell 3",
"role": "user"
},
{
"content": "<<<get_cell_content {\"index\": 3}>>>",
"role": "assistant"
}
] |
[
{
"content": "Del 0",
"role": "user"
},
{
"content": "<<<delete_cell {\"index\": 0}>>>",
"role": "assistant"
}
] |
[
{
"content": "Ch bins c6",
"role": "user"
},
{
"content": "<<<replace_in_cell {\"index\": 6, \"search\": \"bins=20\", \"replace\": \"bins=30\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Read req",
"role": "user"
},
{
"content": "<<<read_file {\"path\": \"requirements.txt\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "ROC",
"role": "user"
},
{
"content": "TPR vs FPR. AUC 1.0 perfect.",
"role": "assistant"
}
] |
[
{
"content": "Overfitting",
"role": "user"
},
{
"content": "Memorizes training. Fix regularization CV more data.",
"role": "assistant"
}
] |
[
{
"content": "CLT",
"role": "user"
},
{
"content": "Sample mean to normal as n grows.",
"role": "assistant"
}
] |
[
{
"content": "Inst plotly",
"role": "user"
},
{
"content": "<<<install_package {\"package_name\": \"plotly\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Search model",
"role": "user"
},
{
"content": "<<<find_in_notebook {\"query\": \"model\"}>>>",
"role": "assistant"
},
{
"content": "Tool result: Found in cells 3 4 5.",
"role": "user"
},
{
"content": "Cells 3 4 5.",
"role": "assistant"
}
] |
[
{
"content": "Run cell 2",
"role": "user"
},
{
"content": "<<<execute_cell {\"index\": 2}>>>",
"role": "assistant"
},
{
"content": "Tool result: Executed.",
"role": "user"
},
{
"content": "Cell 2 executed.",
"role": "assistant"
}
] |
[
{
"content": "Overfit",
"role": "user"
},
{
"content": "Regularize CV data early stop.",
"role": "assistant"
}
] |
[
{
"content": "Scale",
"role": "user"
},
{
"content": "StandardScaler MinMaxScaler. Trees no need.",
"role": "assistant"
}
] |
[
{
"content": "L1 L2",
"role": "user"
},
{
"content": "Zeros vs shrinks.",
"role": "assistant"
}
] |
[
{
"content": "Acc vs F1",
"role": "user"
},
{
"content": "Imbalanced. F1 harmonic mean.",
"role": "assistant"
}
] |
[
{
"content": "Ch n_est c5",
"role": "user"
},
{
"content": "<<<replace_in_cell {\"index\": 5, \"search\": \"n_estimators=100\", \"replace\": \"n_estimators=200\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Elbow",
"role": "user"
},
{
"content": "SS vs k elbow optimal k.",
"role": "assistant"
}
] |
[
{
"content": "Batch vs SGD",
"role": "user"
},
{
"content": "Stable slow vs fast noisy.",
"role": "assistant"
}
] |
[
{
"content": "Install seaborn",
"role": "user"
},
{
"content": "<<<install_package {\"package_name\": \"seaborn\"}>>>",
"role": "assistant"
},
{
"content": "Tool result: Installed.",
"role": "user"
},
{
"content": "Installed.",
"role": "assistant"
}
] |
[
{
"content": "Generators",
"role": "user"
},
{
"content": "Yield lazy memory efficient.",
"role": "assistant"
}
] |
[
{
"content": "Cell 0",
"role": "user"
},
{
"content": "<<<get_cell_content {\"index\": 0}>>>",
"role": "assistant"
}
] |
[
{
"content": "Inst pd2",
"role": "user"
},
{
"content": "<<<install_package {\"package_name\": \"pandas>=2.0\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Bias-variance",
"role": "user"
},
{
"content": "Bias under variance over. Trade off.",
"role": "assistant"
}
] |
[
{
"content": "K-means",
"role": "user"
},
{
"content": "Partition k clusters nearest centroid.",
"role": "assistant"
}
] |
[
{
"content": "Sup vs unsup",
"role": "user"
},
{
"content": "Sup labeled predicts. Unsup finds patterns.",
"role": "assistant"
}
] |
[
{
"content": "Rename old.csv data.csv",
"role": "user"
},
{
"content": "<<<rename_file {\"old_path\": \"old.csv\", \"new_path\": \"data.csv\"}>>>",
"role": "assistant"
},
{
"content": "Tool result: Done.",
"role": "user"
},
{
"content": "Renamed.",
"role": "assistant"
}... |
[
{
"content": "Pwd",
"role": "user"
},
{
"content": "<<<run_shell {\"command\": \"pwd\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Rep iloc loc c3",
"role": "user"
},
{
"content": "<<<replace_in_cell {\"index\": 3, \"search\": \"iloc\", \"replace\": \"loc\", \"replace_all\": true}>>>",
"role": "assistant"
}
] |
[
{
"content": "Create model",
"role": "user"
},
{
"content": "<<<create_notebook {\"name\": \"model.ipynb\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Py ver",
"role": "user"
},
{
"content": "<<<run_shell {\"command\": \"python --version\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Cell 8",
"role": "user"
},
{
"content": "<<<get_cell_content {\"index\": 8}>>>",
"role": "assistant"
}
] |
[
{
"content": "Inst nltk",
"role": "user"
},
{
"content": "<<<install_package {\"package_name\": \"nltk\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Feat select",
"role": "user"
},
{
"content": "Filter wrapper embedded methods.",
"role": "assistant"
}
] |
[
{
"content": "Inst transf conda",
"role": "user"
},
{
"content": "<<<install_package {\"package_name\": \"transformers\", \"manager\": \"conda\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Rem 2",
"role": "user"
},
{
"content": "<<<delete_cell {\"index\": 2}>>>",
"role": "assistant"
}
] |
[
{
"content": "Lambda",
"role": "user"
},
{
"content": "lambda x to x squared map filter sorted.",
"role": "assistant"
}
] |
[
{
"content": "Fix cell 3",
"role": "user"
},
{
"content": "<<<update_cell {\"index\": 3, \"source\": \"import logging\\nlogging.info(\\\"ok\\\")\"}>>>",
"role": "assistant"
},
{
"content": "Tool result: Updated.",
"role": "user"
},
{
"content": "Cell 3 updated.",
"role": ... |
[
{
"content": "Show cell 4",
"role": "user"
},
{
"content": "<<<get_cell_content {\"index\": 4}>>>",
"role": "assistant"
},
{
"content": "Tool result: model=RF()",
"role": "user"
},
{
"content": "RF classifier.",
"role": "assistant"
}
] |
[
{
"content": "Run 9",
"role": "user"
},
{
"content": "<<<execute_cell {\"index\": 9}>>>",
"role": "assistant"
}
] |
[
{
"content": "Inst xgb",
"role": "user"
},
{
"content": "<<<install_package {\"package_name\": \"xgboost\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "List src",
"role": "user"
},
{
"content": "<<<list_directory {\"path\": \"src\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Output cell 0",
"role": "user"
},
{
"content": "<<<get_cell_output {\"index\": 0}>>>",
"role": "assistant"
},
{
"content": "Tool result: Output: revenue 1500",
"role": "user"
},
{
"content": "Here is output.",
"role": "assistant"
}
] |
[
{
"content": "List /",
"role": "user"
},
{
"content": "<<<list_directory {}>>>",
"role": "assistant"
}
] |
[
{
"content": "List packages",
"role": "user"
},
{
"content": "<<<list_packages {}>>>",
"role": "assistant"
},
{
"content": "Tool result: pandas==2.0.3",
"role": "user"
},
{
"content": "pandas 2.0.3.",
"role": "assistant"
}
] |
[
{
"content": "Whats in notebook",
"role": "user"
},
{
"content": "<<<get_notebook_content {}>>>",
"role": "assistant"
},
{
"content": "Tool result: 8 cells: 0:md 1-7:code",
"role": "user"
},
{
"content": "8 cells total.",
"role": "assistant"
}
] |
[
{
"content": "Inst optuna",
"role": "user"
},
{
"content": "<<<install_package {\"package_name\": \"optuna\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Write cfg",
"role": "user"
},
{
"content": "<<<write_file {\"path\": \"cfg.yaml\", \"content\": \"host:localhost\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "List out",
"role": "user"
},
{
"content": "<<<list_directory {\"path\": \"output\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Filt sk",
"role": "user"
},
{
"content": "<<<list_packages {\"filter\": \"scikit\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "A/B",
"role": "user"
},
{
"content": "Compare versions statistically.",
"role": "assistant"
}
] |
[
{
"content": "Cell 7 check then delete",
"role": "user"
},
{
"content": "<<<get_cell_content {\"index\": 7}>>>",
"role": "assistant"
},
{
"content": "Tool result: old code",
"role": "user"
},
{
"content": "Old code. Delete?",
"role": "assistant"
},
{
"content": "Y... |
[
{
"content": "Wc",
"role": "user"
},
{
"content": "<<<run_shell {\"command\": \"wc -l f.csv\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "GIL",
"role": "user"
},
{
"content": "No parallel threads. Multiprocessing.",
"role": "assistant"
}
] |
[
{
"content": "Hparam",
"role": "user"
},
{
"content": "Grid random Bayesian search.",
"role": "assistant"
}
] |
[
{
"content": "Rep pr log c3",
"role": "user"
},
{
"content": "<<<replace_in_cell {\"index\": 3, \"search\": \"print\", \"replace\": \"log\", \"replace_all\": true}>>>",
"role": "assistant"
}
] |
[
{
"content": "Out 7",
"role": "user"
},
{
"content": "<<<get_cell_output {\"index\": 7}>>>",
"role": "assistant"
}
] |
[
{
"content": "Feature eng",
"role": "user"
},
{
"content": "Encode scale interaction dates.",
"role": "assistant"
}
] |
[
{
"content": "Run 7",
"role": "user"
},
{
"content": "<<<execute_cell {\"index\": 7}>>>",
"role": "assistant"
}
] |
[
{
"content": "Save req.txt",
"role": "user"
},
{
"content": "<<<write_file {\"path\": \"requirements.txt\", \"content\": \"pandas\\nnumpy\"}>>>",
"role": "assistant"
},
{
"content": "Tool result: Written.",
"role": "user"
},
{
"content": "Created.",
"role": "assistant"
... |
[
{
"content": "Del 7",
"role": "user"
},
{
"content": "<<<delete_cell {\"index\": 7}>>>",
"role": "assistant"
}
] |
[
{
"content": "Create cell load data.csv",
"role": "user"
},
{
"content": "<<<create_cell {\"cell_type\": \"code\", \"source\": \"import pandas as pd\\ndf=pd.read_csv('data.csv')\"}>>>",
"role": "assistant"
},
{
"content": "Tool result: Cell 0 created.",
"role": "user"
},
{
"c... |
[
{
"content": "Prec vs rec",
"role": "user"
},
{
"content": "Predicted correct vs actual found.",
"role": "assistant"
}
] |
[
{
"content": "Read config",
"role": "user"
},
{
"content": "<<<read_file {\"path\": \"config.yml\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Pipeline",
"role": "user"
},
{
"content": "Chain steps prevent leak.",
"role": "assistant"
}
] |
[
{
"content": "Missing",
"role": "user"
},
{
"content": "dropna remove fillna fill.",
"role": "assistant"
}
] |
[
{
"content": "Ensemble",
"role": "user"
},
{
"content": "Bagging variance. Boosting bias.",
"role": "assistant"
}
] |
[
{
"content": "fit vs fit_transform",
"role": "user"
},
{
"content": "Calc vs both. Test only transform.",
"role": "assistant"
}
] |
[
{
"content": "Copy",
"role": "user"
},
{
"content": "Shallow refs. Deep recursive.",
"role": "assistant"
}
] |
[
{
"content": "Kfold",
"role": "user"
},
{
"content": "k parts average.",
"role": "assistant"
}
] |
[
{
"content": "Gradient descent",
"role": "user"
},
{
"content": "Finds minimum by steepest descent. Theta = theta - lr*gradient.",
"role": "assistant"
}
] |
[
{
"content": "Regularization",
"role": "user"
},
{
"content": "Penalty L1 zeros L2 shrinks.",
"role": "assistant"
}
] |
[
{
"content": "= ==",
"role": "user"
},
{
"content": "Assign vs compare.",
"role": "assistant"
}
] |
[
{
"content": "Out 1",
"role": "user"
},
{
"content": "<<<get_cell_output {\"index\": 1}>>>",
"role": "assistant"
}
] |
[
{
"content": "Rep p s c5",
"role": "user"
},
{
"content": "<<<replace_in_cell {\"index\": 5, \"search\": \"pearson\", \"replace\": \"spearman\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "JSON",
"role": "user"
},
{
"content": "loads string to dict. dumps dict to string.",
"role": "assistant"
}
] |
[
{
"content": "Stratified",
"role": "user"
},
{
"content": "Same proportions per fold.",
"role": "assistant"
}
] |
[
{
"content": "Execute 6",
"role": "user"
},
{
"content": "<<<execute_cell {\"index\": 6}>>>",
"role": "assistant"
}
] |
[
{
"content": "Git",
"role": "user"
},
{
"content": "<<<run_shell {\"command\": \"git log -5\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Read settings",
"role": "user"
},
{
"content": "<<<read_file {\"path\": \"settings.json\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Ch ts c4",
"role": "user"
},
{
"content": "<<<replace_in_cell {\"index\": 4, \"search\": \"test_size=0.3\", \"replace\": \"test_size=0.2\"}>>>",
"role": "assistant"
}
] |
[
{
"content": "Ch seed c5",
"role": "user"
},
{
"content": "<<<replace_in_cell {\"index\": 5, \"search\": \"random_state=0\", \"replace\": \"random_state=42\", \"replace_all\": true}>>>",
"role": "assistant"
}
] |
[
{
"content": "Rem 5",
"role": "user"
},
{
"content": "<<<delete_cell {\"index\": 5}>>>",
"role": "assistant"
}
] |
[
{
"content": "Create analysis.ipynb with title",
"role": "user"
},
{
"content": "<<<create_notebook {\"name\": \"analysis.ipynb\"}>>>",
"role": "assistant"
},
{
"content": "Tool result: Notebook created.",
"role": "user"
},
{
"content": "Created. Adding title.",
"role": "... |
[
{
"content": "List data/",
"role": "user"
},
{
"content": "<<<list_directory {\"path\": \"data\"}>>>",
"role": "assistant"
},
{
"content": "Tool result: sales.csv processed/",
"role": "user"
},
{
"content": "sales.csv processed/.",
"role": "assistant"
}
] |
[
{
"content": "Bagging",
"role": "user"
},
{
"content": "Random subsets average RF.",
"role": "assistant"
}
] |
[
{
"content": "Delete temp.csv",
"role": "user"
},
{
"content": "<<<delete_file {\"path\": \"temp.csv\"}>>>",
"role": "assistant"
},
{
"content": "Tool result: Deleted.",
"role": "user"
},
{
"content": "Removed.",
"role": "assistant"
}
] |
[
{
"content": "Filt pd",
"role": "user"
},
{
"content": "<<<list_packages {\"filter\": \"pandas\"}>>>",
"role": "assistant"
}
] |
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