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| 1 | +version: 1 |
| 2 | +project: |
| 3 | + title: Neural Data Science in Python |
| 4 | + authors: |
| 5 | + - name: Aaron J Newman |
| 6 | + copyright: >- |
| 7 | + 2020-23. This work is licensed under a Creative Commons |
| 8 | + Attribution-NonCommercial-ShareAlike 4.0 Unported License |
| 9 | + exclude: |
| 10 | + - _build |
| 11 | + - Thumbs.db |
| 12 | + - .DS_Store |
| 13 | + - '**.ipynb_checkpoints' |
| 14 | + github: neural-data-science/NESC_3505_textbook |
| 15 | + bibliography: |
| 16 | + - references.bib |
| 17 | + toc: |
| 18 | + - file: intro.md |
| 19 | + - title: About This Course |
| 20 | + children: |
| 21 | + - file: 1-intro/why.md |
| 22 | + - file: 1-intro/learning_objectives.md |
| 23 | + - file: syllabus.md |
| 24 | + - file: 1-intro/learning_approach.md |
| 25 | + children: |
| 26 | + - file: 1-intro/actually_write_code.md |
| 27 | + - file: 1-intro/mindset.md |
| 28 | + - file: 1-intro/flipped_classroom.md |
| 29 | + - file: 1-intro/errors_debugging.md |
| 30 | + - file: 1-intro/ai.md |
| 31 | + - file: 1-intro/teamwork.md |
| 32 | + - file: 1-intro/pedagogy.md |
| 33 | + children: |
| 34 | + - file: 1-intro/teaching_approach.md |
| 35 | + - file: 1-intro/authenticity.md |
| 36 | + - file: 1-intro/21st_cen_skills.md |
| 37 | + - file: 1-intro/constructivism.md |
| 38 | + - file: 1-intro/connectivism.md |
| 39 | + - file: 1-intro/open.md |
| 40 | + children: |
| 41 | + - file: 1-intro/software.md |
| 42 | + - file: 1-intro/free_licenses.md |
| 43 | + - file: 1-intro/open_science.md |
| 44 | + - file: 1-intro/peer_review.md |
| 45 | + - file: 1-intro/for_profit.md |
| 46 | + - file: 1-intro/impact_factors.md |
| 47 | + - file: 1-intro/novelty.md |
| 48 | + - file: 1-intro/open_publishing.md |
| 49 | + - file: 1-intro/preregistration.md |
| 50 | + - file: 1-intro/open_methods.md |
| 51 | + - file: 1-intro/oer.md |
| 52 | + - file: 1-intro/oer_this_course.md |
| 53 | + - file: 1-intro/licenses.md |
| 54 | + - title: Introduction to Data Science |
| 55 | + children: |
| 56 | + - file: 2-nds/introduction.md |
| 57 | + - file: 2-nds/learning_objectives.md |
| 58 | + - file: 2-nds/what_is_nds.md |
| 59 | + children: |
| 60 | + - file: 2-nds/data.md |
| 61 | + - file: 2-nds/where.md |
| 62 | + - file: 2-nds/data_science.md |
| 63 | + - file: 2-nds/data_cleaning.md |
| 64 | + - file: 2-nds/tools_for_nds.md |
| 65 | + children: |
| 66 | + - file: 2-nds/spreadsheets.md |
| 67 | + - file: 2-nds/spreadsheets_limits.md |
| 68 | + - file: 2-nds/reproducibility.md |
| 69 | + - file: 2-nds/sci_prog_lang.md |
| 70 | + - file: 2-nds/which_lang.md |
| 71 | + - file: 2-nds/libs.md |
| 72 | + - file: 2-nds/why_python.md |
| 73 | + - file: 2-nds/coding.md |
| 74 | + children: |
| 75 | + - file: 2-nds/python.md |
| 76 | + - file: 2-nds/terminal.md |
| 77 | + - file: 2-nds/jupyter.md |
| 78 | + - file: 2-nds/markdown.md |
| 79 | + - file: 2-nds/vscode.md |
| 80 | + - file: 2-nds/github.md |
| 81 | + - title: Set Up Your Computer for Data Science |
| 82 | + children: |
| 83 | + - file: 2b-setup/introduction.md |
| 84 | + - file: 2b-setup/learning_objectives.md |
| 85 | + - file: 2b-setup/first_steps.md |
| 86 | + children: |
| 87 | + - file: 2b-setup/github.md |
| 88 | + - file: 2b-setup/codespaces.md |
| 89 | + - file: 2b-setup/github_classroom.md |
| 90 | + - file: 2b-setup/install_tools.md |
| 91 | + children: |
| 92 | + - file: 2b-setup/anaconda.md |
| 93 | + - file: 2b-setup/miniconda.md |
| 94 | + - file: 2b-setup/vscode.md |
| 95 | + - file: 2b-setup/github_desktop.md |
| 96 | + - file: 2b-setup/first_repo.md |
| 97 | + children: |
| 98 | + - file: 2b-setup/clone.md |
| 99 | + - file: 2b-setup/github_repo.md |
| 100 | + - file: 2b-setup/repo_in_vscode.md |
| 101 | + - file: 2b-setup/edit_commit_push.md |
| 102 | + - file: 2b-setup/edit_readme.md |
| 103 | + - file: 2b-setup/new_markdown_file.md |
| 104 | + - file: 2b-setup/getting_help.md |
| 105 | + - file: 2b-setup/submitting_assignments.md |
| 106 | + - title: Introducing Python |
| 107 | + children: |
| 108 | + - file: 3-python/introduction.md |
| 109 | + - file: 3-python/learning_objectives.md |
| 110 | + - file: 3-python/preliminaries.md |
| 111 | + children: |
| 112 | + - file: 3-python/jupyter_intro.ipynb |
| 113 | + - file: 3-python/getting_help.md |
| 114 | + - file: 3-python/data_types.md |
| 115 | + children: |
| 116 | + - file: 3-python/variables_assignment.ipynb |
| 117 | + - file: 3-python/types_conversion.ipynb |
| 118 | + - file: 3-python/builtin.ipynb |
| 119 | + - file: 3-python/lists.ipynb |
| 120 | + - file: 3-python/dictionaries.ipynb |
| 121 | + - file: 3-python/flow_control.md |
| 122 | + children: |
| 123 | + - file: 3-python/for_loops.ipynb |
| 124 | + - file: 3-python/conditionals.ipynb |
| 125 | + - file: 3-python/working_w_data.md |
| 126 | + children: |
| 127 | + - file: 3-python/pandas_dataframes.ipynb |
| 128 | + - file: 3-python/looping_data_files.ipynb |
| 129 | + - title: AI-Assisted Coding |
| 130 | + children: |
| 131 | + - file: 3b-ai_assisted/introduction.md |
| 132 | + - file: 3b-ai_assisted/ai_assisted.ipynb |
| 133 | + - file: 3b-ai_assisted/rt_data.ipynb |
| 134 | + - file: 3b-ai_assisted/pandas_copilot.ipynb |
| 135 | + - file: 3b-ai_assisted/multi_data_files.ipynb |
| 136 | + children: |
| 137 | + - file: 3b-ai_assisted/multi_data_files_1.ipynb |
| 138 | + - file: 3b-ai_assisted/multi_data_files_2.ipynb |
| 139 | + - file: 3b-ai_assisted/multi_data_files_3.ipynb |
| 140 | + - title: Visualizing Data |
| 141 | + children: |
| 142 | + - file: 4-viz/introduction.md |
| 143 | + - file: 4-viz/learning_objectives.md |
| 144 | + - file: 4-viz/plotting.ipynb |
| 145 | + - file: 4-viz/proc_vs_oo.ipynb |
| 146 | + - file: 4-viz/subplots.ipynb |
| 147 | + - file: 4-viz/plotting_types.ipynb |
| 148 | + - file: 4-viz/seaborn.ipynb |
| 149 | + - file: 4-viz/human_factors.ipynb |
| 150 | + - title: Exploratory Data Analysis |
| 151 | + children: |
| 152 | + - file: 5-eda/introduction.md |
| 153 | + - file: 5-eda/learning_objectives.md |
| 154 | + - file: 5-eda/repeated_measures.ipynb |
| 155 | + - file: 5-eda/data_cleaning.ipynb |
| 156 | + - file: 5-eda/ttests.ipynb |
| 157 | + - title: Single Unit Data |
| 158 | + children: |
| 159 | + - file: 6-single_unit/introduction.md |
| 160 | + - file: 6-single_unit/learning_objectives.md |
| 161 | + - file: 6-single_unit/single_unit_intro.md |
| 162 | + children: |
| 163 | + - file: 6-single_unit/intro_spike_trains.ipynb |
| 164 | + - file: 6-single_unit/ten_intensities.ipynb |
| 165 | + - file: 6-single_unit/heat_maps.ipynb |
| 166 | + - file: 6-single_unit/intro_multielec_data.ipynb |
| 167 | + children: |
| 168 | + - file: 6-single_unit/pandas_multielec.ipynb |
| 169 | + - file: 6-single_unit/corr_spike_trains.ipynb |
| 170 | + - title: EEG Data |
| 171 | + children: |
| 172 | + - file: 7-eeg/introduction.md |
| 173 | + - file: 7-eeg/learning_objectives.md |
| 174 | + - file: 7-eeg/about_eeg.md |
| 175 | + - file: 7-eeg/approaches.md |
| 176 | + children: |
| 177 | + - file: 7-eeg/time_freq.md |
| 178 | + - file: 7-eeg/erps.md |
| 179 | + - file: 7-eeg/components.md |
| 180 | + - file: 7-eeg/mne_python.md |
| 181 | + children: |
| 182 | + - file: 7-eeg/mne_data_1.ipynb |
| 183 | + - file: 7-eeg/mne_data_2.ipynb |
| 184 | + - file: 7-eeg/erp_preprocessing.ipynb |
| 185 | + children: |
| 186 | + - file: 7-eeg/erp_filtering.ipynb |
| 187 | + - file: 7-eeg/erp_artifacts.ipynb |
| 188 | + - file: 7-eeg/erp_segmentation.ipynb |
| 189 | + - file: 7-eeg/erp_avg_reref.ipynb |
| 190 | + - file: 7-eeg/erp_group.md |
| 191 | + children: |
| 192 | + - file: 7-eeg/erp_group_viz.ipynb |
| 193 | + - file: 7-eeg/erp_group_stats.ipynb |
| 194 | + - title: MRI Data |
| 195 | + children: |
| 196 | + - file: 8-mri/introduction.md |
| 197 | + - file: 8-mri/learning_objectives.md |
| 198 | + - file: 8-mri/read_viz.ipynb |
| 199 | + - file: 8-mri/nifti.ipynb |
| 200 | + - file: 8-mri/fmri_glm.ipynb |
| 201 | + - title: Machine Learning |
| 202 | + children: |
| 203 | + - file: 9-machine_learning/introduction.md |
| 204 | + - title: References |
| 205 | + children: |
| 206 | + - file: zrefs.md |
| 207 | +site: |
| 208 | + options: |
| 209 | + logo: images/NESC3505_icon.png |
| 210 | + favicon: images/NESC3505_favicon.png |
| 211 | + analytics_google: G-1SNTM6T50K |
| 212 | + folders: true |
| 213 | + template: book-theme |
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