graph LR idea_004c8c35_80c2_408b_a809_6d8ba778aaf7["Notebook vs Script Workflow"] idea_083493a1_d21a_4e20_acbc_cdfdcbb9f42a["Bias-Variance Tradeoff"] idea_0b9934ea_aca1_489c_9049_2d79c0b1985d["Supervised Learning"] idea_0f390427_1b36_431c_8d17_0c9a57bcfdb9["Serialization"] idea_1427105c_4a37_4ba3_bc23_7847e1c5e033["Rasterization"] idea_1b796420_8970_45ca_b3eb_4e0a5ed6590f["Feature Scaling and Standardization"] idea_1f9e45d7_a80c_40b5_85ac_ccd3191757ee["JSON"] idea_227029dd_20df_487b_9170_89d52b8388fb["Force-Directed Graph Layout"] idea_2292f808_2d79_4ffa_a630_bd311cb38291["DuckDB Out-of-Core Analytics"] idea_26431081_04bf_42df_b5f6_812039f06d73["Covariance Matrix"] idea_28c2ce79_71a2_47da_b372_3cedb1141857["Array Memory Layout"] idea_2e8edc82_1116_413d_a0a6_35e55543f553["Variance"] idea_34c9001f_2ee2_4766_b9bf_9ab12eca9241["Edge Bundling"] idea_39c329f1_78f5_4b4b_8284_59779478a47b["Overfitting"] idea_3b1677b5_9bd3_46f0_b72b_797489c0025a["Missing Data Handling"] idea_45413b1f_a5f7_4ad2_b7ac_009c1bd0b1f0["PyTorch Training Loop"] idea_4d662ad0_0e5b_4236_9d62_46bda0dd0829["Pandas DataFrame Semantics"] idea_4d89cc27_dbaa_4486_8f00_99cbc853af60["GPU Memory Hierarchy"] idea_4dc535f3_d551_4b2a_817f_5bb8ff371e14["Classification Evaluation Metrics"] idea_526c1c30_c6d8_4bb2_8fea_989cb4771717["Datashader Rasterization"] idea_553998d1_fba3_4031_a040_9789be7cdcfd["Automatic Differentiation"] idea_58ef03a7_696d_4ace_a108_26f6241d2864["Gradient Descent"] idea_5c32bf60_2a9e_42ad_bfec_9b5e2b038bbf["Confusion Matrix"] idea_6012f091_a59e_4dac_8829_fddaa68bbf79["Train/Test Split"] idea_61f709b5_a3f1_4f97_a417_f147afbf4e2a["Lazy Evaluation"] idea_6351c33e_0d09_4722_9f1b_d30646dae761["Reproducible Python Environments"] idea_6544896c_2ed2_4a63_a6f8_f8c01b513159["Principal Component Analysis"] idea_6582e500_b673_4b17_a31c_171aba71d67f["Columnar Storage"] idea_705fe31f_aaf6_41cc_8aeb_f524e361fd5a["Tidy Data"] idea_71bd9425_93c5_4711_85bd_bb29384bdee0["Cross-Validation"] idea_758e5a1f_6633_4606_8b7b_fb08b732428d["Cartesian Coordinate System"] idea_7f8235b3_3c84_4c34_9289_ca52cfef9b91["Bayes' Theorem"] idea_849fb93c_ccbf_45fa_b0d0_5a861a6a3eb8["Relational Database"] idea_85ca84c8_641f_4d0f_a5b9_1a183122b97c["Probability Distribution"] idea_8a111ce4_1403_4b97_aecc_fdc8fa3771da["Scikit-Learn Estimator API"] idea_9c22568a_631a_4c24_8c66_b0baba4364b3["Just-In-Time Compilation"] idea_a5bb4b9f_4a54_4915_82fd_767334a280fc["Perceptual Colormaps"] idea_aa9fa1dc_9d96_49d1_bfd1_2b5c6d2e5c65["Graph Analytics with NetworkX"] idea_aacc5004_a705_456d_b5e8_1a7f0df05922["Matplotlib Figure and Axes Model"] idea_ac37317b_6dc3_4e88_8a14_b9cf2af4e16d["Apache Arrow Columnar Format"] idea_ad9fa65f_e4c0_464b_8ad0_a5a5f57e61f1["Mean and Standard Deviation"] idea_b01c5f4c_fe9d_493a_8b35_2d49210ec75d["FireDucks Drop-In Acceleration"] idea_b1efbc09_c1e8_453d_93f6_fbd5e6bef0f7["Exploratory Data Analysis"] idea_b4ce7007_00b4_4da5_82ab_40fe401b271a["NumPy Arrays and Broadcasting"] idea_b75faf6e_5848_4c74_a63c_cac9a8841ffd["Gaussian (Normal) Distribution"] idea_c54c62cb_cfcd_46b8_9032_ac5715de0a4d["Large-Graph Rendering"] idea_d17cb260_a765_4358_a250_36b608a91c44["WebGL and Canvas Rendering"] idea_d2b8da48_cd85_409e_a033_88e5339173b0["Vectors as Geometric Arrows and Ordered Number Lists"] idea_db9e963a_9972_471c_bc63_1c6566582a7d["Cross-Entropy Loss"] idea_e153fd8c_140e_4321_af5b_5a1339ef39be["Polars Lazy Execution"] idea_e48db4ae_5b8c_46ca_9e54_b3cb3aacdd42["Centrality Measures"] idea_e51a2901_638b_4003_b3cf_894cc123529c["Data Leakage"] idea_e9dbe8dc_501c_42b2_8eb0_431801ad5e19["Directed Graph"] idea_ed199487_3cb9_4f86_9153_e47530214140["SQL JOIN"] idea_edae3b4d_f561_42dd_8f83_f62f5e6637fb["Experiment Tracking"] idea_ef53c42a_3eb2_4469_90ba_6f8e52e79cec["Adjacency List and Adjacency Matrix"] idea_f51858f9_4ea0_44ab_bedf_df26cd465f20["Feature Engineering"] idea_f7ed21f1_3751_4714_b12d_850bb3d6e2b2["One-Hot Encoding"] idea_fe3003f9_e7bf_448e_973b_25e6e22b62fe["Split-Apply-Combine Aggregation"] idea_ffcb7720_c1e7_4cdd_bbee_8a1bde6e4104["Activation Functions"] idea_6012f091_a59e_4dac_8829_fddaa68bbf79 --> idea_4dc535f3_d551_4b2a_817f_5bb8ff371e14 idea_f51858f9_4ea0_44ab_bedf_df26cd465f20 --> idea_e51a2901_638b_4003_b3cf_894cc123529c idea_ac37317b_6dc3_4e88_8a14_b9cf2af4e16d --> idea_e153fd8c_140e_4321_af5b_5a1339ef39be idea_39c329f1_78f5_4b4b_8284_59779478a47b --> idea_71bd9425_93c5_4711_85bd_bb29384bdee0 idea_5c32bf60_2a9e_42ad_bfec_9b5e2b038bbf --> idea_4dc535f3_d551_4b2a_817f_5bb8ff371e14 idea_61f709b5_a3f1_4f97_a417_f147afbf4e2a --> idea_b01c5f4c_fe9d_493a_8b35_2d49210ec75d idea_d2b8da48_cd85_409e_a033_88e5339173b0 --> idea_b4ce7007_00b4_4da5_82ab_40fe401b271a idea_b4ce7007_00b4_4da5_82ab_40fe401b271a --> idea_8a111ce4_1403_4b97_aecc_fdc8fa3771da idea_61f709b5_a3f1_4f97_a417_f147afbf4e2a --> idea_e153fd8c_140e_4321_af5b_5a1339ef39be idea_004c8c35_80c2_408b_a809_6d8ba778aaf7 --> idea_edae3b4d_f561_42dd_8f83_f62f5e6637fb idea_ad9fa65f_e4c0_464b_8ad0_a5a5f57e61f1 --> idea_fe3003f9_e7bf_448e_973b_25e6e22b62fe idea_1f9e45d7_a80c_40b5_85ac_ccd3191757ee --> idea_edae3b4d_f561_42dd_8f83_f62f5e6637fb idea_1b796420_8970_45ca_b3eb_4e0a5ed6590f --> idea_f51858f9_4ea0_44ab_bedf_df26cd465f20 idea_b4ce7007_00b4_4da5_82ab_40fe401b271a --> idea_45413b1f_a5f7_4ad2_b7ac_009c1bd0b1f0 idea_849fb93c_ccbf_45fa_b0d0_5a861a6a3eb8 --> idea_4d662ad0_0e5b_4236_9d62_46bda0dd0829 idea_ef53c42a_3eb2_4469_90ba_6f8e52e79cec --> idea_c54c62cb_cfcd_46b8_9032_ac5715de0a4d idea_f7ed21f1_3751_4714_b12d_850bb3d6e2b2 --> idea_f51858f9_4ea0_44ab_bedf_df26cd465f20 idea_4dc535f3_d551_4b2a_817f_5bb8ff371e14 --> idea_edae3b4d_f561_42dd_8f83_f62f5e6637fb idea_6582e500_b673_4b17_a31c_171aba71d67f --> idea_2292f808_2d79_4ffa_a630_bd311cb38291 idea_4d89cc27_dbaa_4486_8f00_99cbc853af60 --> idea_45413b1f_a5f7_4ad2_b7ac_009c1bd0b1f0 idea_58ef03a7_696d_4ace_a108_26f6241d2864 --> idea_45413b1f_a5f7_4ad2_b7ac_009c1bd0b1f0 idea_db9e963a_9972_471c_bc63_1c6566582a7d --> idea_45413b1f_a5f7_4ad2_b7ac_009c1bd0b1f0 idea_a5bb4b9f_4a54_4915_82fd_767334a280fc --> idea_aacc5004_a705_456d_b5e8_1a7f0df05922 idea_849fb93c_ccbf_45fa_b0d0_5a861a6a3eb8 --> idea_2292f808_2d79_4ffa_a630_bd311cb38291 idea_aacc5004_a705_456d_b5e8_1a7f0df05922 --> idea_b1efbc09_c1e8_453d_93f6_fbd5e6bef0f7 idea_b75faf6e_5848_4c74_a63c_cac9a8841ffd --> idea_b1efbc09_c1e8_453d_93f6_fbd5e6bef0f7 idea_227029dd_20df_487b_9170_89d52b8388fb --> idea_c54c62cb_cfcd_46b8_9032_ac5715de0a4d idea_b4ce7007_00b4_4da5_82ab_40fe401b271a --> idea_526c1c30_c6d8_4bb2_8fea_989cb4771717 idea_6351c33e_0d09_4722_9f1b_d30646dae761 --> idea_edae3b4d_f561_42dd_8f83_f62f5e6637fb idea_4d662ad0_0e5b_4236_9d62_46bda0dd0829 --> idea_f51858f9_4ea0_44ab_bedf_df26cd465f20 idea_d17cb260_a765_4358_a250_36b608a91c44 --> idea_c54c62cb_cfcd_46b8_9032_ac5715de0a4d idea_26431081_04bf_42df_b5f6_812039f06d73 --> idea_f51858f9_4ea0_44ab_bedf_df26cd465f20 idea_553998d1_fba3_4031_a040_9789be7cdcfd --> idea_45413b1f_a5f7_4ad2_b7ac_009c1bd0b1f0 idea_6012f091_a59e_4dac_8829_fddaa68bbf79 --> idea_e51a2901_638b_4003_b3cf_894cc123529c idea_ad9fa65f_e4c0_464b_8ad0_a5a5f57e61f1 --> idea_b1efbc09_c1e8_453d_93f6_fbd5e6bef0f7 idea_b4ce7007_00b4_4da5_82ab_40fe401b271a --> idea_4d662ad0_0e5b_4236_9d62_46bda0dd0829 idea_e9dbe8dc_501c_42b2_8eb0_431801ad5e19 --> idea_aa9fa1dc_9d96_49d1_bfd1_2b5c6d2e5c65 idea_ed199487_3cb9_4f86_9153_e47530214140 --> idea_2292f808_2d79_4ffa_a630_bd311cb38291 idea_0b9934ea_aca1_489c_9049_2d79c0b1985d --> idea_8a111ce4_1403_4b97_aecc_fdc8fa3771da idea_85ca84c8_641f_4d0f_a5b9_1a183122b97c --> idea_b1efbc09_c1e8_453d_93f6_fbd5e6bef0f7 idea_e48db4ae_5b8c_46ca_9e54_b3cb3aacdd42 --> idea_aa9fa1dc_9d96_49d1_bfd1_2b5c6d2e5c65 idea_4d662ad0_0e5b_4236_9d62_46bda0dd0829 --> idea_fe3003f9_e7bf_448e_973b_25e6e22b62fe idea_ffcb7720_c1e7_4cdd_bbee_8a1bde6e4104 --> idea_45413b1f_a5f7_4ad2_b7ac_009c1bd0b1f0 idea_ef53c42a_3eb2_4469_90ba_6f8e52e79cec --> idea_aa9fa1dc_9d96_49d1_bfd1_2b5c6d2e5c65 idea_705fe31f_aaf6_41cc_8aeb_f524e361fd5a --> idea_4d662ad0_0e5b_4236_9d62_46bda0dd0829 idea_2e8edc82_1116_413d_a0a6_35e55543f553 --> idea_083493a1_d21a_4e20_acbc_cdfdcbb9f42a idea_4d662ad0_0e5b_4236_9d62_46bda0dd0829 --> idea_b01c5f4c_fe9d_493a_8b35_2d49210ec75d idea_9c22568a_631a_4c24_8c66_b0baba4364b3 --> idea_b01c5f4c_fe9d_493a_8b35_2d49210ec75d idea_aacc5004_a705_456d_b5e8_1a7f0df05922 --> idea_526c1c30_c6d8_4bb2_8fea_989cb4771717 idea_6582e500_b673_4b17_a31c_171aba71d67f --> idea_ac37317b_6dc3_4e88_8a14_b9cf2af4e16d idea_7f8235b3_3c84_4c34_9289_ca52cfef9b91 --> idea_4dc535f3_d551_4b2a_817f_5bb8ff371e14 idea_0f390427_1b36_431c_8d17_0c9a57bcfdb9 --> idea_ac37317b_6dc3_4e88_8a14_b9cf2af4e16d idea_6012f091_a59e_4dac_8829_fddaa68bbf79 --> idea_71bd9425_93c5_4711_85bd_bb29384bdee0 idea_28c2ce79_71a2_47da_b372_3cedb1141857 --> idea_b4ce7007_00b4_4da5_82ab_40fe401b271a idea_758e5a1f_6633_4606_8b7b_fb08b732428d --> idea_aacc5004_a705_456d_b5e8_1a7f0df05922 idea_6544896c_2ed2_4a63_a6f8_f8c01b513159 --> idea_f51858f9_4ea0_44ab_bedf_df26cd465f20 idea_ad9fa65f_e4c0_464b_8ad0_a5a5f57e61f1 --> idea_083493a1_d21a_4e20_acbc_cdfdcbb9f42a idea_1427105c_4a37_4ba3_bc23_7847e1c5e033 --> idea_526c1c30_c6d8_4bb2_8fea_989cb4771717 idea_4d662ad0_0e5b_4236_9d62_46bda0dd0829 --> idea_b1efbc09_c1e8_453d_93f6_fbd5e6bef0f7 idea_34c9001f_2ee2_4766_b9bf_9ab12eca9241 --> idea_c54c62cb_cfcd_46b8_9032_ac5715de0a4d idea_39c329f1_78f5_4b4b_8284_59779478a47b --> idea_083493a1_d21a_4e20_acbc_cdfdcbb9f42a idea_3b1677b5_9bd3_46f0_b72b_797489c0025a --> idea_f51858f9_4ea0_44ab_bedf_df26cd465f20 style idea_e153fd8c_140e_4321_af5b_5a1339ef39be fill:#e5e7eb,stroke:#9ca3af,color:#374151 style idea_b1efbc09_c1e8_453d_93f6_fbd5e6bef0f7 fill:#e5e7eb,stroke:#9ca3af,color:#374151 style 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idea_4dc535f3_d551_4b2a_817f_5bb8ff371e14 fill:#e5e7eb,stroke:#9ca3af,color:#374151 style idea_34c9001f_2ee2_4766_b9bf_9ab12eca9241 fill:#fef3c7,stroke:#f59e0b,color:#92400e style idea_71bd9425_93c5_4711_85bd_bb29384bdee0 fill:#e5e7eb,stroke:#9ca3af,color:#374151 style idea_6351c33e_0d09_4722_9f1b_d30646dae761 fill:#fef3c7,stroke:#f59e0b,color:#92400e style idea_6544896c_2ed2_4a63_a6f8_f8c01b513159 fill:#fef3c7,stroke:#f59e0b,color:#92400e style idea_f7ed21f1_3751_4714_b12d_850bb3d6e2b2 fill:#fef3c7,stroke:#f59e0b,color:#92400e style idea_45413b1f_a5f7_4ad2_b7ac_009c1bd0b1f0 fill:#e5e7eb,stroke:#9ca3af,color:#374151 style idea_db9e963a_9972_471c_bc63_1c6566582a7d fill:#fef3c7,stroke:#f59e0b,color:#92400e style idea_553998d1_fba3_4031_a040_9789be7cdcfd fill:#fef3c7,stroke:#f59e0b,color:#92400e style idea_0f390427_1b36_431c_8d17_0c9a57bcfdb9 fill:#fef3c7,stroke:#f59e0b,color:#92400e style idea_1f9e45d7_a80c_40b5_85ac_ccd3191757ee fill:#fef3c7,stroke:#f59e0b,color:#92400e style 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