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_toc.yml
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# Table of Contents
# Learn more at https://jupyterbook.org/customize/toc.html
# ===== Main Landing Page ========================================
format: jb-book
root: book/intro
chapters:
# ===== 1. Pre-project Phase ========================================
- file: book/1-pre-project-phase/overview
sections:
- file: book/1-pre-project-phase/business_challenge_2_ai_problem
- file: book/1-pre-project-phase/key_areas_in_data
- file: book/1-pre-project-phase/technical_debt
- file: book/1-pre-project-phase/ai_readiness_assessment
# ===== 2. Project Management & Technical Leadership ========================================
- file: book/2-proj-mgmt-tech-lead/overview
sections:
- file: book/2-proj-mgmt-tech-lead/effective-ai-team
- file: book/2-proj-mgmt-tech-lead/cohesive-ai-team
- file: book/2-proj-mgmt-tech-lead/principles.md
- file: book/2-proj-mgmt-tech-lead/translate-technical-jargon
# - file:
# ===== 3. Collaborative Development Platforms ========================================
- file: book/3-collab-dev-platforms/overview
sections:
- file: book/3-collab-dev-platforms/collaborative_ml
- file: book/3-collab-dev-platforms/repo-structure-setup
# - file:
# ===== 4. Literature Review ========================================
- file: book/4-lit-review/overview
sections:
- file: book/4-lit-review/factors-to-consider-during-literature-review
# - file:
# ===== 5. Data Management Exploration & Processing ========================================
- file: book/5-data-mgmt-exp-proc/overview
sections:
- file: book/5-data-mgmt-exp-proc/data-mgmt
- file: book/5-data-mgmt-exp-proc/eda-generic
- file: book/5-data-mgmt-exp-proc/eda-cv-tasks
- file: book/5-data-mgmt-exp-proc/data-splits
- file: book/5-data-mgmt-exp-proc/data-splits-repeatable
- file: book/5-data-mgmt-exp-proc/data-splits-bias-fairness-leakage
- file: book/5-data-mgmt-exp-proc/e2e-workflow
- file: book/5-data-mgmt-exp-proc/e2e-workflow-adv
- file: book/5-data-mgmt-exp-proc/data-poisoning-data-extraction
# - file:
# ===== 6. Modelling ========================================
- file: book/6-modelling/overview
sections:
- file: book/6-modelling/optimising-and-satisficing
- file: book/6-modelling/model-reproducibility
- file: book/6-modelling/ml-risks-and-robustness
- file: book/6-modelling/classification-metrics-guidelines
- file: book/6-modelling/cv-metrics
- file: book/6-modelling/ner-metrics
- file: book/6-modelling/evaluating-timeseries
- file: book/6-modelling/post-hoc-explanation
# ===== 7. Solution Delivery ========================================
- file: book/7-solution-delivery/overview
sections:
- file: book/7-solution-delivery/deployment-requirements-gathering
- file: book/7-solution-delivery/min-viable-code
# - file:
# ===== 8. Documentation & Handover ========================================
- file: book/8-documentation-handover/overview
sections:
- file: book/8-documentation-handover/documenting-architecture-processes
# - file:
# ===== Miscellaneous ========================================
- file: book/_contributing
title: How To Contribute
sections:
- file: book/markdown-template
- file: book/notebook-template
- file: REVIEWING
- file: book/cite
title: Cite This Book
- file: book/feedback