Difference between revisions of "Checklists"
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[http://www.youtube.com/results?search_query=how+checklist+artificial+intelligence+deep+learning+models YouTube search...] | [http://www.youtube.com/results?search_query=how+checklist+artificial+intelligence+deep+learning+models YouTube search...] | ||
| − | [http://www.google.com/search?q=how+checklist+artificial+intelligence+deep+learning+models+ML ...Google search] | + | [http://www.google.com/search?q=how+checklist+mistakes+avoid+Machine+artificial+intelligence+deep+learning+models+ML ...Google search] |
* [[Recipes]] | * [[Recipes]] | ||
* [[AI Solver]] | * [[AI Solver]] | ||
* [[Strategy & Tactics]] | * [[Strategy & Tactics]] | ||
| − | |||
| + | === Checklists === | ||
| + | * [http://medium.com/@subhojit20_27731/ml-project-checklist-document-for-my-own-reference-feel-free-to-use-it-if-you-want-reference-408b4b6a8fb9 ML project checklist | Subhojit Banerjee - Medium] | ||
| + | * [http://www.kdnuggets.com/2018/12/machine-learning-project-checklist.html The Machine Learning Project Checklist | Matthew Mayo] | ||
| + | * [http://towardsdatascience.com/a-checklist-for-working-with-complex-ml-problems-3ea729362db0 A Checklist for working with Complex ML Problems | Sanchit Aggarwal] | ||
| + | * [http://machinelearningmastery.com/machine-learning-checklist/ How to Use a Machine Learning Checklist to Get Accurate Predictions, Reliably (even if you are a beginner) | Jason Brownlee] | ||
| + | * [http://www.ic.unicamp.br/~sandra/pdf/Hands_On_Machine_Learning_with_Scikit_Learn_and_TensorFlow-427-432.pdf Machine Learning project checklist | IC-Unicamp] | ||
| + | * [http://www.datanami.com/2017/09/01/machine-learning-ready-7-part-checklist/ Machine Learning: Are You Ready? A 7-Part Checklist | Kimberly Nevala] | ||
| + | |||
| + | <youtube>FMIvrZB-6Nc</youtube> | ||
<youtube>ghw7NbuZU2I</youtube> | <youtube>ghw7NbuZU2I</youtube> | ||
| + | |||
| + | === Common Mistakes === | ||
| + | * [http://www.computerworld.co.nz/article/521906/12_predictive_analytics_screw-ups/ 12 predictive analytics screw-ups | Robert L. Mitchell] | ||
| + | * [http://biodatamining.biomedcentral.com/articles/10.1186/s13040-017-0155-3 Ten quick tips for machine learning in computational biology | Davide Chicco] | ||
| + | * [http://www.kdnuggets.com/2017/10/top-errors-novice-machine-learning-engineers.html Top 6 errors novice machine learning engineers make | Christopher Dossman] | ||
| + | * [http://www.sas.com/en_us/insights/articles/big-data/5-machine-learning-mistakes.html 5 machine learning mistakes – and how to avoid them | SAS] | ||
| + | * [http://www.analyticsvidhya.com/blog/2018/07/13-common-mistakes-aspiring-fresher-data-scientists-make-how-to-avoid-them/ 13 Common Mistakes Amateur Data Scientists Make and How to Avoid Them? | Pranav Dar - Analytics Vidhya] | ||
| + | |||
<youtube>LqLCZshLgVM</youtube> | <youtube>LqLCZshLgVM</youtube> | ||
| + | <youtube>VWtsTIbFXxA</youtube> | ||
| + | <youtube>uvAyXmICUNM</youtube> | ||
| + | <youtube>_JnERKNat4w</youtube> | ||
Revision as of 15:15, 12 January 2019
YouTube search... ...Google search
Checklists
- ML project checklist | Subhojit Banerjee - Medium
- The Machine Learning Project Checklist | Matthew Mayo
- A Checklist for working with Complex ML Problems | Sanchit Aggarwal
- How to Use a Machine Learning Checklist to Get Accurate Predictions, Reliably (even if you are a beginner) | Jason Brownlee
- Machine Learning project checklist | IC-Unicamp
- Machine Learning: Are You Ready? A 7-Part Checklist | Kimberly Nevala
Common Mistakes
- 12 predictive analytics screw-ups | Robert L. Mitchell
- Ten quick tips for machine learning in computational biology | Davide Chicco
- Top 6 errors novice machine learning engineers make | Christopher Dossman
- 5 machine learning mistakes – and how to avoid them | SAS
- 13 Common Mistakes Amateur Data Scientists Make and How to Avoid Them? | Pranav Dar - Analytics Vidhya
