Difference between revisions of "AI Solver"
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* [[Algorithms]] & Neural Network Models to learn about approaches used to solve specific AI-related problems | * [[Algorithms]] & Neural Network Models to learn about approaches used to solve specific AI-related problems | ||
* [[Model Search]] | * [[Model Search]] | ||
| − | * [ | + | * [https://www.mindmeister.com/927441936/machine-learning-algorithms-overview?fullscreen=1 How to pick an algorithm | Willem Meints] |
| − | * [ | + | * [https://www.mindmeister.com/927441936/machine-learning-algorithms-overview?fullscreen=1 Model Mindmap | Mindmeister] |
| − | * [ | + | * [https://www.kdnuggets.com/2020/05/guide-choose-right-machine-learning-algorithm.html An easy guide to choose the right Machine Learning algorithm | Yogita Kinha - KDnuggets] |
| − | + | https://cdn-images-1.medium.com/max/600/1*iPIGiJIcQjzZheEgTzOnhA.png | |
| − | == [ | + | == [https://docs.microsoft.com/en-us/azure/machine-learning/studio/algorithm-cheat-sheet Microsoft Azure Studio Cheatsheet] == |
| − | *[ | + | *[https://docs.microsoft.com/en-us/azure/machine-learning/studio/algorithm-choice How to choose algorithms for Microsoft Azure Machine Learning | Microsoft] |
| − | *[ | + | *[https://docs.microsoft.com/en-us/azure/machine-learning/studio/studio-overview-diagram Overview diagram of Azure Machine Learning Studio capabilities | Microsoft] |
| − | <img src=" | + | <img src="https://docs.microsoft.com/en-us/azure/machine-learning/studio/media/studio-overview-diagram/ml_studio_overview_v1.1.png" width="1225" height="900"> |
| − | + | https://msdnshared.blob.core.windows.net/media/TNBlogsFS/prod.evol.blogs.technet.com/CommunityServer.Blogs.Components.WeblogFiles/00/00/01/02/52/AlgoDecisionTree-2.png | |
| − | == [ | + | == [https://scikit-learn.org/stable/tutorial/machine_learning_map/index.html Scikit Machine Learning Map] == |
| − | <img src=" | + | <img src="https://scikit-learn.org/stable/_static/ml_map.png" width="1200" height="850"> |
| − | == [ | + | == [https://blogs.sas.com/content/subconsciousmusings/2017/04/12/machine-learning-algorithm-use/ SAS] == |
| − | * [ | + | * [https://www.sas.com/en_us/solutions/ai.html AI] |
| − | + | https://blogs.sas.com/content/subconsciousmusings/files/2017/04/machine-learning-cheet-sheet.png | |
== Notes == | == Notes == | ||
| − | * [ | + | * [https://towardsdatascience.com/notes-on-artificial-intelligence-ai-machine-learning-ml-and-deep-learning-dl-for-56e51a2071c2 Notes on Artificial Intelligence, Machine Learning and Deep Learning for curious people | Özgür Genç - Towards Data Science] |
| − | + | https://cdn-images-1.medium.com/max/800/1*PzeV89iMXPxGMShh6bhwHQ.png | |
| − | + | https://cdn-images-1.medium.com/max/800/1*xlLV8XBECmBTv0dBZKFoyg.png | |
| − | + | https://cdn-images-1.medium.com/max/800/1*qhp867ZtHsO2nPeMdDh4Gw.png | |
| − | + | https://cdn-images-1.medium.com/max/600/1*dgd9vqD96NhUoxUZLMnF_A.png | |
Revision as of 17:41, 28 January 2023
Aids in selecting a starting algorithm for your solution; at that point discover similar algorithms to see which works best for your task (and data) at hand.
Lets get going? I want to...
- ...detect patterns...
- ...predict values/quantity/outcomes
- ...predict categories so I can classify each data point into a specific groups
- ...cluster data points to discover relationships and structure; find hidden structure
- ...make a Recommendation
- ...identify the most important features (attributes) or perform Dimensional Reduction
- ...find outliers; unusual points, anomaly detection
- ...find a Generative-type solution to identify the most plausible theory among competing explanations
- ... automate processes; understand (semantic parsing) complete sentences, understanding synonyms of matching words, sentiment analysis, or speech recognition, (speech) translation ...Natural Language Processing (NLP)
- ... pathfinding; learn a series of actions; find the best/shortest route to an objective; win a game, traveling salesman problem
_____________________________________________________________________________________
- Capabilities
- Algorithms & Neural Network Models to learn about approaches used to solve specific AI-related problems
- Model Search
- How to pick an algorithm | Willem Meints
- Model Mindmap | Mindmeister
- An easy guide to choose the right Machine Learning algorithm | Yogita Kinha - KDnuggets
Microsoft Azure Studio Cheatsheet
- How to choose algorithms for Microsoft Azure Machine Learning | Microsoft
- Overview diagram of Azure Machine Learning Studio capabilities | Microsoft
Scikit Machine Learning Map
SAS
Notes
