aisingapore/ai-practitioner-handbook issues and pull requests

#136 - Ch6 issue134

Pull Request - State: closed - Opened by joshxinjie almost 2 years ago - 1 comment

#135 - Ch6-issue133

Pull Request - State: closed - Opened by joshxinjie almost 2 years ago - 1 comment

#134 - Guidelines for Classification Metrics

Issue - State: closed - Opened by joshxinjie almost 2 years ago
Labels: new-section, chapter6

#133 - Edit data split strategies

Issue - State: closed - Opened by joshxinjie almost 2 years ago
Labels: new-section, chapter5

#132 - Ch6 issue128

Pull Request - State: closed - Opened by tappyness1 almost 2 years ago - 1 comment

#131 - Ch5 issue124

Pull Request - State: closed - Opened by tappyness1 almost 2 years ago - 1 comment

#130 - Chapter overviews

Issue - State: closed - Opened by chuawjk almost 2 years ago
Labels: new-section

#129 - Issue on page /REVIEWING.html

Issue - State: closed - Opened by ellacharmed almost 2 years ago - 1 comment

#128 - What are the common CV (specifically object detection and image segmentation) evaluation metrics?

Issue - State: closed - Opened by tappyness1 almost 2 years ago
Labels: new-section, chapter6

#127 - Ch5 issue119

Pull Request - State: closed - Opened by joshxinjie almost 2 years ago - 3 comments

#126 - Ch6 issue120

Pull Request - State: closed - Opened by joshxinjie almost 2 years ago - 1 comment

#125 - New section: How can I cultivate an effective and cohesive AI development team?

Pull Request - State: closed - Opened by chuawjk almost 2 years ago - 2 comments

#124 - What are some of the ways to do EDA for CV tasks?

Issue - State: closed - Opened by tappyness1 almost 2 years ago
Labels: new-section, chapter5

#123 - New section: How can I cultivate an effective and cohesive AI development team?

Pull Request - State: closed - Opened by chuawjk almost 2 years ago

#122 - add repeatable data splits section

Pull Request - State: closed - Opened by joshxinjie almost 2 years ago
Labels: chapter5

#121 - Add NER section for NLP eval metrics

Pull Request - State: closed - Opened by joshxinjie almost 2 years ago

#120 - What are some of the common NLP evaluation metrics?

Issue - State: closed - Opened by joshxinjie almost 2 years ago
Labels: new-section, chapter6

#119 - How do we make data splits repeatable?

Issue - State: closed - Opened by joshxinjie almost 2 years ago
Labels: new-section, chapter5

#118 - Update principles.md

Pull Request - State: closed - Opened by ssakhavi almost 2 years ago

#117 - How can I cultivate an effective and cohesive AI development team?

Issue - State: closed - Opened by chuawjk almost 2 years ago
Labels: new-section, chapter8

#116 - ch6-issue108-How can we provide a simple post-hoc explanation for black-box AI models to increase trust and improve model validity?

Pull Request - State: closed - Opened by JoyLinWQ almost 2 years ago

#115 - ch1-issue107-What are some questions that an AI engineer can ask the project sponsor to assess their AI capabilities?

Pull Request - State: closed - Opened by JoyLinWQ almost 2 years ago - 2 comments

#114 - How can we provide a simple post-hoc explanation for black-box model performance to ensure reliability?

Pull Request - State: closed - Opened by JoyLinWQ almost 2 years ago

#113 - What are some questions that an AI engineer can ask the project sponsor to assess their AI capabilities?

Pull Request - State: closed - Opened by JoyLinWQ almost 2 years ago

#112 - What are the considerations (internally by the team), and externally (by the stakeholders) when selecting evaluation metrics?

Pull Request - State: closed - Opened by JadeGoat almost 2 years ago

#111 - For merging Sprint 6 contributions into main branch.

Pull Request - State: closed - Opened by chuawjk almost 2 years ago

#110 - Setting team principles

Pull Request - State: closed - Opened by ssakhavi about 2 years ago

#109 - During onboarding, what are the team principles that I should convey to my apprentices?

Issue - State: closed - Opened by ssakhavi about 2 years ago
Labels: new-section, chapter2

#108 - How can we provide a simple post-hoc explanation for black-box model performance to ensure reliability?

Issue - State: closed - Opened by JoyLinWQ about 2 years ago
Labels: new-section, chapter6

#107 - What are some questions that an AI engineer can ask the project sponsor to assess their AI capabilities?

Issue - State: closed - Opened by JoyLinWQ about 2 years ago
Labels: new-section, chapter1

#106 - What are some of the factors/questions that an AI Engineer should consider during literature review?

Pull Request - State: closed - Opened by andyozj about 2 years ago - 3 comments

#105 - How can we better evaluate Time-Series models?

Pull Request - State: closed - Opened by andyozj about 2 years ago - 4 comments

#104 - How can we better evaluate Time-Series models?

Pull Request - State: closed - Opened by andyozj about 2 years ago

#103 - What are some of the factors/questions that an AI Engineer should consider during literature review?

Pull Request - State: closed - Opened by andyozj about 2 years ago

#102 - How can we better evaluate Time-Series models?

Issue - State: closed - Opened by andyozj about 2 years ago - 1 comment
Labels: new-section, chapter6

#101 - What are some of the factors/questions that an AI Engineer should consider during literature review?

Issue - State: closed - Opened by andyozj about 2 years ago
Labels: new-section, chapter4

#100 - For merging Sprint 5 contributions into main branch.

Pull Request - State: closed - Opened by ryzalk about 2 years ago - 1 comment

#99 - What are some ML risks I should be aware of and how it relates to model robustness. What are some tools I can use to assess model robustness?

Pull Request - State: closed - Opened by chuawjk about 2 years ago - 3 comments

#98 - What to look out for in my data sources to reduce the risks of data poisoning and data extraction?

Pull Request - State: closed - Opened by chuawjk about 2 years ago - 3 comments

#97 - What are the checklist of items to look out for to ensure reproducibility of the model pipeline as much as possible?

Pull Request - State: closed - Opened by chuawjk about 2 years ago - 3 comments

#96 - What are considerations (internally by the team), and externally (by the shareholders) when selecting evaluation metrics?

Pull Request - State: closed - Opened by chuawjk about 2 years ago - 2 comments

#95 - What are the basic core structure for performing EDA and optional blocks for specific AI domain or specific use case?

Pull Request - State: closed - Opened by chuawjk about 2 years ago - 3 comments

#94 - Ch6 issue88

Pull Request - State: closed - Opened by WaiMarn about 2 years ago

#93 - Ch6 issue86

Pull Request - State: closed - Opened by WaiMarn about 2 years ago

#92 - Ch5 issue87

Pull Request - State: closed - Opened by WaiMarn about 2 years ago

#91 - Ch6 issue85

Pull Request - State: closed - Opened by JadeGoat about 2 years ago

#90 - Ch5 issue84

Pull Request - State: closed - Opened by JadeGoat about 2 years ago

#89 - Ch2 issue74 - Uploaded the document for Chapter 2 (Sprint 4)

Pull Request - State: closed - Opened by shafirahmad about 2 years ago - 2 comments

#88 - What are some ML risks I should be aware of and how it relates to model robustness. What are some tools I can use to assess model robustness?

Issue - State: closed - Opened by WaiMarn about 2 years ago
Labels: new-section, chapter6

#87 - What to look out for in my data sources to reduce the risks of data poisoning and data extraction?

Issue - State: closed - Opened by WaiMarn about 2 years ago
Labels: new-section, chapter5

#86 - What are the checklist of items to look out for to ensure reproducibility of the model pipeline as much as possible?

Issue - State: closed - Opened by WaiMarn about 2 years ago
Labels: new-section, chapter6

#85 - What are considerations (internally by the team), and externally (by the shareholders) when selecting evaluation metrics?

Issue - State: closed - Opened by JadeGoat about 2 years ago
Labels: new-section, chapter6

#84 - What are the basic core structure for performing EDA and optional blocks for specific AI domain or specific use case?

Issue - State: closed - Opened by JadeGoat about 2 years ago
Labels: new-section, chapter5

#83 - Question you are responding to

Issue - State: closed - Opened by shafirahmad about 2 years ago - 2 comments
Labels: new-section

#82 - Intro issue81

Pull Request - State: closed - Opened by chuawjk about 2 years ago - 1 comment

#81 - Preamble

Issue - State: closed - Opened by chuawjk about 2 years ago
Labels: new-section, section0

#80 - For merging Sprint 4 contributions into `main` branch.

Pull Request - State: closed - Opened by chuawjk about 2 years ago - 1 comment

#79 - ch5 issue69

Pull Request - State: closed - Opened by chuawjk about 2 years ago - 5 comments

#78 - Ch3 issue70

Pull Request - State: closed - Opened by chuawjk about 2 years ago - 4 comments

#77 - Ch1 issue71

Pull Request - State: closed - Opened by chuawjk about 2 years ago - 3 comments

#76 - What are the factors/considerations/criteria to consider that will reduce potential technical debt?

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#75 - What are the platforms and their respective considerations required for collaborative ML development?

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#74 - How might we simplify and translate technical jargon for a non-technical audience?

Issue - State: closed - Opened by shafirahmad about 2 years ago
Labels: chapter2

#73 - add data splits & bias, fairness, leakage

Pull Request - State: closed - Opened by joshxinjie about 2 years ago - 1 comment

#72 - For merging Sprint 3 contributions into `main` branch.

Pull Request - State: closed - Opened by ryzalk about 2 years ago

#71 - What are the factors/considerations/criteria to consider that will reduce potential technical debt?

Issue - State: closed - Opened by Unicorndy about 2 years ago
Labels: new-section, chapter1

#70 - What are the platforms and their respective considerations required for collaborative ML development?

Issue - State: closed - Opened by Unicorndy about 2 years ago
Labels: new-section, chapter3

#69 - How should we choose the appropriate data splitting strategy to mitigate bias and leakage and to improve fairness?

Issue - State: closed - Opened by joshxinjie about 2 years ago
Labels: new-section, chapter5

#68 - Added test chapter

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#67 - Added test chapter

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#66 - Addded test ch

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#65 - Test automerge5

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#64 - Test automerge

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#63 - Test automerge3

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#62 - Test automerge

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#61 - Updated automerge dir

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#60 - Test automerge

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#59 - Automerge to develop

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#58 - Test automerge

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#57 - Automerge to develop

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#56 - Updated links

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#54 - Test automerge2

Pull Request - State: closed - Opened by chuawjk about 2 years ago

#37 - Ch3 issue19

Pull Request - State: closed - Opened by snjannah about 2 years ago - 1 comment

#34 - Ch5 issue30

Pull Request - State: closed - Opened by Syakyr about 2 years ago - 7 comments

#31 - Ch5 issue18

Pull Request - State: closed - Opened by Syakyr about 2 years ago - 7 comments

#30 - Which data storage options are suitable for my project?

Issue - State: closed - Opened by Syakyr about 2 years ago
Labels: new-section, chapter5

#29 - Ch7 issue16

Pull Request - State: closed - Opened by Syakyr about 2 years ago - 7 comments

#28 - Ch8 issue20

Pull Request - State: closed - Opened by snjannah about 2 years ago - 5 comments

#27 - Ch3 issue19

Pull Request - State: closed - Opened by snjannah about 2 years ago - 5 comments

#26 - Ch7 issue15

Pull Request - State: closed - Opened by snjannah about 2 years ago - 6 comments

#25 - Ch1 issue23

Pull Request - State: closed - Opened by tankwanchet about 2 years ago - 11 comments

#24 - Ch1 issue21

Pull Request - State: closed - Opened by tankwanchet about 2 years ago - 6 comments

#23 - What are the potential data risks/uncertainties that the AI engineer will be inheriting from the project?

Issue - State: closed - Opened by tankwanchet about 2 years ago
Labels: new-section, chapter1

#21 - How does the AI engineer translate the business challenge into an AI problem?

Issue - State: closed - Opened by tankwanchet over 2 years ago - 4 comments
Labels: new-section, chapter1

#20 - What are some good practices in documenting high-level system architecture and processes of an AI solution?

Issue - State: closed - Opened by snjannah over 2 years ago
Labels: new-section, chapter8

#19 - What are some considerations in setting up a project repository to facilitate collaboration and establish good coding practices among developers?

Issue - State: closed - Opened by snjannah over 2 years ago
Labels: new-section, chapter3

#18 - What are the processes involved to build a basic end-to-end workflow, and how do I enhance the workflow with quality-of-life improvements from there?

Issue - State: closed - Opened by Syakyr over 2 years ago
Labels: new-section, chapter5

#16 - How Can We Build a Minimum Viable Code/Configuration for CI/CD Automation Into an Existing Codebase?

Issue - State: closed - Opened by Syakyr over 2 years ago - 1 comment
Labels: new-section, chapter7

#15 - What are some questions to be asked to the project sponsor to understand their deployment requirements?

Issue - State: closed - Opened by snjannah over 2 years ago
Labels: new-section, chapter7

#6 - [Example] What are some rules of thumb for estimating model bias and variance?

Issue - State: closed - Opened by chuawjk over 2 years ago
Labels: new-section

GitHub / aisingapore/ai-practitioner-handbook issues and pull requests