Artificial Intelligence and the importance of Data, By : Prof. Lili Saghafi
0 likes209 views
The document discusses the importance of data in artificial intelligence (AI), highlighting its relationship with AI technologies, types of databases, and methods for data storage and input for AI. It also covers various types of AI learning such as supervised, unsupervised, and reinforcement learning, alongside performance evaluation metrics. Professor Lili Saghafi prepared this document for the 36th Canadian Conference on Artificial Intelligence at McGill University in June 2023.
Artificial Intelligence and the importance of Data, By : Prof. Lili Saghafi
- 1. AI Artificial Intelligence and the importance of Data By : Professor Lili Saghafi proflilisaghafi@gmail.com https://twitter.com/Lili_PLS Prepared for The 36th Canadian Conference on Artificial Intelligence (CANAI) McGill University June 5 to 9, 2023 https://proflilisaghafi.wixsite.com/prof-lili-saghafi https://sites.google.com/view/professor-lili-saghafi/home https://asktlc.padlet.org/LiliS/s4fkt29scy8bpkne https://www.linkedin.com/in/professorlilisaghafi/
- 3. Types of AI PLS 3
- 4. PLS 4
- 10. The relationship between DATA and AI PLS 10
- 11. Types of DATA PLS 11
- 12. Types of DATA PLS 12
- 13. Databases and Storage • Where do we store data ? PLS 13
- 14. Databases and Storage PLS 14
- 15. Databases and Storage PLS 15
- 16. RDBMS vs. Columnar: Row-Oriented databases for OLTP and Column- Oriented databases for OLAP applications. Image is by the author and released under Creative Commons BY-NC-ND 4.0 International license. https://towardsdatascience.com/datastore-choices-sql-vs-nosql-database-ebec24d56106 PLS 16
- 17. When to use SQL vs. NoSQL: Decision tree and cloud cheat sheet for database choices on AWS, Microsoft Azure, Google Cloud Platform, and cloud-agnostic/on-prem/open-source. Image is by the author and released under Creative Commons BY-NC-ND 4.0 International license. https://towardsdatasci ence.com/datastore- choices-sql-vs-nosql- database- ebec24d56106 PLS 17
- 18. SQL vs. NoSQL: Difference between NoSQL and SQL databases. Image is by the author and released under Creative Commons BY-NC-ND 4.0 International license. https://towardsdatascience.com/datastore-choices-sql-vs-nosql-database-ebec24d56106 PLS 18
- 19. Data input for AI Models PLS 19
- 20. Data and AI sequence of steps PLS 20
- 21. Data and AI sequence of steps PLS 21
- 24. https://towardsdatascience.com/accuracy-precision-recall-or-f1-331fb37c5cb9 PLS 24
- 26. The AI Lifecycle PLS 26
- 27. The AI Lifecycle PLS 27
- 28. The AI Lifecycle PLS 28
- 30. Types of AI-Enabled Learning PLS 30
- 32. Types of Data Annotations PLS 32
- 35. PLS 35
- 36. Types of AI Technologies
- 37. Machine Learning (ML) PLS 37
- 38. Machine Learning (ML) PLS 38
- 39. Deep Learning (DL) PLS 39
- 40. Neural Network • A neural network is a method in artificial intelligence that teaches computers to process data in a way that is inspired by the human brain. It is a type of machine learning process, called deep learning, that uses interconnected nodes or neurons in a layered structure that resembles the human brain. PLS 40
- 41. An artificial neuron A nerve cell ( neuron) Brain, neural network PLS 41
- 43. https://corenlp.run/ Natural Language Processing (NLP) PLS 43
- 45. Robotic Process Automation (RPA) PLS 45
- 46. Operation Research (OR) And Reinforcement Learning (RL) PLS 46
- 47. Operation Research (OR) And Reinforcement Learning (RL) PLS 47
- 49. PLS 49
- 53. Prediction Capabilities Binary And Multi-Class Classification PLS 53
- 60. Interactive AI Tool PLS 60
- 61. Questions ?
- 62. Resources and Image Credits (under Creative Commons BY-NC-ND 4.0 International license. 1. Database Services on AWS 2. AWS Whitepaper: Overview of Amazon Web Services — Databases 3. How to choose the right database — AWS technical content series 4. Understanding Azure datastore models 5. Types of databases on Azure 6. Google Cloud database services 7. Data lifecycle and database choices on Google Cloud Platform 8. https://www.microsoft.com/en-us/ai/autonomous-systems-project-bonsai-how-it-works 9. https://www.analyticsvidhya.com/blog/2020/07/time-series-forecasting-using-microsoft-power-bi/ 10. https://www.researchgate.net/figure/Text-Mining-Process-Liang-5_fig9_229019074 11. https://towardsdatascience.com/accuracy-precision-recall-or-f1-331fb37c5cb9 12. https://openai.com/dall-e-2 PLS 62
- 63. PLS 63
- 64. AI Artificial Intelligence and the importance of Data By : Professor Lili Saghafi proflilisaghafi@gmail.com https://twitter.com/Lili_PLS Prepared for The 36th Canadian Conference on Artificial Intelligence (CANAI) McGill University June 5 to 9, 2023 https://proflilisaghafi.wixsite.com/prof-lili-saghafi https://sites.google.com/view/professor-lili-saghafi/home https://asktlc.padlet.org/LiliS/s4fkt29scy8bpkne https://www.linkedin.com/in/professorlilisaghafi/ Thank You Any Question?