SlideShare una empresa de Scribd logo
1 de 34
CS 221: Artificial Intelligence Reinforcement Learning Peter Norvig and Sebastian Thrun Slide credit: Dan Klein, Stuart Russell, Andrew Moore
Review: Markov Decision Processes ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Value Iteration ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Reinforcement Learning ,[object Object]
Example: Backgammon ,[object Object],[object Object],[object Object]
Example: Animal Learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What to Learn ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Passive Temporal-Difference
Example +1 -1 0 0 0 0 0 0 0 0 0
Example +1 -1 0 0 0 0 0 0 0 0 0
Example +1 -1 0 0 0 0 0 0 0.9 0 0
Example +1 -1 0 0 0 0 0 0 0.9 0 0
Example +1 -1 0 0 0 0 0 0.8 0.92 0 0
Example +1 -1 -0.01 -.16 .12 -.12 .17 .28 .36 .20 -.2
Sample results
Problem ,[object Object],[object Object],[object Object],[object Object],[object Object]
Quiz ,[object Object],[object Object]
Greedy TD-Agent ,[object Object],[object Object],[object Object]
Greedy Agent Results ,[object Object],[object Object],[object Object]
Exploratory Agent ,[object Object]
Alternative: Q-Learning ,[object Object],[object Object],[object Object],[object Object]
Q-Learning 0 0 0 +1 -1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Q-Learning 0 0 0 +1 -1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Q-Learning 0 0 0 +1 -1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 ?? 0 0 0 0 0 0 0 0 0 0 0 0
Q-Learning 0 0 0 +1 -1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 .45 0 0 0 0 0 0 0 0 0 0 0 0
Q-Learning 0 0 0 +1 -1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 .33 .78 0 0 0 0 0 0 0 0 0 0 0 0
Q-Learning ,[object Object]
Q-Learning Properties ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],S E S E
Practical Q-Learning ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Generalization Example ,[object Object],[object Object],[object Object]
Feature-Based Representations ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Linear Feature Functions ,[object Object],[object Object],[object Object]
Function Approximation ,[object Object],[object Object],[object Object],[object Object]
Summary: MDPs and RL ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Things we know how to do: Techniques:

Más contenido relacionado

Destacado

Cognitive Science, Past, Present, and Future
Cognitive Science, Past, Present, and FutureCognitive Science, Past, Present, and Future
Cognitive Science, Past, Present, and FutureJim Davies
 
Data modal and its business use
Data modal and its business useData modal and its business use
Data modal and its business usetiwari1989
 
Section 1b explanation
Section 1b explanationSection 1b explanation
Section 1b explanationEmma Wilkinson
 
凱絡媒體週報 2011 11 25
凱絡媒體週報 2011 11 25凱絡媒體週報 2011 11 25
凱絡媒體週報 2011 11 25Eson Chih
 
Socialprob
SocialprobSocialprob
Socialprobahshaw1
 
Adapter marketplace
Adapter marketplaceAdapter marketplace
Adapter marketplacenact27
 
CHỨNG CHỈ CÁN BỘ QUẢN LÝ NĂNG LƯỢNG AEMAS
CHỨNG CHỈ CÁN BỘ QUẢN LÝ NĂNG LƯỢNG AEMASCHỨNG CHỈ CÁN BỘ QUẢN LÝ NĂNG LƯỢNG AEMAS
CHỨNG CHỈ CÁN BỘ QUẢN LÝ NĂNG LƯỢNG AEMASNiar El
 
How to Use Punkmoney
How to Use PunkmoneyHow to Use Punkmoney
How to Use Punkmoneypunkmoney
 

Destacado (20)

Learning With Complete Data
Learning With Complete DataLearning With Complete Data
Learning With Complete Data
 
Cognitive Science, Past, Present, and Future
Cognitive Science, Past, Present, and FutureCognitive Science, Past, Present, and Future
Cognitive Science, Past, Present, and Future
 
Me
MeMe
Me
 
Data modal and its business use
Data modal and its business useData modal and its business use
Data modal and its business use
 
Onderwijs in de steigers in Mago
Onderwijs in de steigers in MagoOnderwijs in de steigers in Mago
Onderwijs in de steigers in Mago
 
Forward Branding
Forward BrandingForward Branding
Forward Branding
 
Chav
ChavChav
Chav
 
Warm up 3ºA
Warm up 3ºAWarm up 3ºA
Warm up 3ºA
 
Ren21 general
Ren21 generalRen21 general
Ren21 general
 
La carta de garcia.
La carta de garcia.La carta de garcia.
La carta de garcia.
 
Fmintlfs instructions
Fmintlfs instructionsFmintlfs instructions
Fmintlfs instructions
 
Section 1b explanation
Section 1b explanationSection 1b explanation
Section 1b explanation
 
Integration of informal economic cross-border networks in West Africa
Integration of informal economic cross-border networks in West AfricaIntegration of informal economic cross-border networks in West Africa
Integration of informal economic cross-border networks in West Africa
 
凱絡媒體週報 2011 11 25
凱絡媒體週報 2011 11 25凱絡媒體週報 2011 11 25
凱絡媒體週報 2011 11 25
 
The Lost Gardens of Heligan
The Lost Gardens of HeliganThe Lost Gardens of Heligan
The Lost Gardens of Heligan
 
Socialprob
SocialprobSocialprob
Socialprob
 
Adapter marketplace
Adapter marketplaceAdapter marketplace
Adapter marketplace
 
CHỨNG CHỈ CÁN BỘ QUẢN LÝ NĂNG LƯỢNG AEMAS
CHỨNG CHỈ CÁN BỘ QUẢN LÝ NĂNG LƯỢNG AEMASCHỨNG CHỈ CÁN BỘ QUẢN LÝ NĂNG LƯỢNG AEMAS
CHỨNG CHỈ CÁN BỘ QUẢN LÝ NĂNG LƯỢNG AEMAS
 
introduction to Xna
introduction to Xna introduction to Xna
introduction to Xna
 
How to Use Punkmoney
How to Use PunkmoneyHow to Use Punkmoney
How to Use Punkmoney
 

Similar a Cs221 rl

Reinfrocement Learning
Reinfrocement LearningReinfrocement Learning
Reinfrocement LearningNatan Katz
 
reiniforcement learning.ppt
reiniforcement learning.pptreiniforcement learning.ppt
reiniforcement learning.pptcharusharma165
 
Reinforcement Learning.ppt
Reinforcement Learning.pptReinforcement Learning.ppt
Reinforcement Learning.pptPOOJASHREEC1
 
RL_online _presentation_1.ppt
RL_online _presentation_1.pptRL_online _presentation_1.ppt
RL_online _presentation_1.pptssuser43a599
 
Survey of Modern Reinforcement Learning
Survey of Modern Reinforcement Learning Survey of Modern Reinforcement Learning
Survey of Modern Reinforcement Learning Julia Maddalena
 
Hierarchical Reinforcement Learning
Hierarchical Reinforcement LearningHierarchical Reinforcement Learning
Hierarchical Reinforcement Learningahmad bassiouny
 
Reinforcement learning
Reinforcement learningReinforcement learning
Reinforcement learningDing Li
 
14_ReinforcementLearning.pptx
14_ReinforcementLearning.pptx14_ReinforcementLearning.pptx
14_ReinforcementLearning.pptxRithikRaj25
 
24.09.2021 Reinforcement Learning Algorithms.pptx
24.09.2021 Reinforcement Learning Algorithms.pptx24.09.2021 Reinforcement Learning Algorithms.pptx
24.09.2021 Reinforcement Learning Algorithms.pptxManiMaran230751
 
anintroductiontoreinforcementlearning-180912151720.pdf
anintroductiontoreinforcementlearning-180912151720.pdfanintroductiontoreinforcementlearning-180912151720.pdf
anintroductiontoreinforcementlearning-180912151720.pdfssuseradaf5f
 
Hierarchical Pomdp Planning And Execution
Hierarchical Pomdp Planning And ExecutionHierarchical Pomdp Planning And Execution
Hierarchical Pomdp Planning And Executionahmad bassiouny
 
Hierarchical Pomdp Planning And Execution
Hierarchical Pomdp Planning And ExecutionHierarchical Pomdp Planning And Execution
Hierarchical Pomdp Planning And Executionahmad bassiouny
 
Reinforcement Learning on Mine Sweeper
Reinforcement Learning on Mine SweeperReinforcement Learning on Mine Sweeper
Reinforcement Learning on Mine SweeperDataScienceLab
 
Lecture notes
Lecture notesLecture notes
Lecture notesbutest
 
Reinforcement learning 7313
Reinforcement learning 7313Reinforcement learning 7313
Reinforcement learning 7313Slideshare
 

Similar a Cs221 rl (20)

Reinfrocement Learning
Reinfrocement LearningReinfrocement Learning
Reinfrocement Learning
 
reiniforcement learning.ppt
reiniforcement learning.pptreiniforcement learning.ppt
reiniforcement learning.ppt
 
Reinforcement Learning.ppt
Reinforcement Learning.pptReinforcement Learning.ppt
Reinforcement Learning.ppt
 
YijueRL.ppt
YijueRL.pptYijueRL.ppt
YijueRL.ppt
 
RL_online _presentation_1.ppt
RL_online _presentation_1.pptRL_online _presentation_1.ppt
RL_online _presentation_1.ppt
 
RL.ppt
RL.pptRL.ppt
RL.ppt
 
Survey of Modern Reinforcement Learning
Survey of Modern Reinforcement Learning Survey of Modern Reinforcement Learning
Survey of Modern Reinforcement Learning
 
Hierarchical Reinforcement Learning
Hierarchical Reinforcement LearningHierarchical Reinforcement Learning
Hierarchical Reinforcement Learning
 
Reinforcement learning
Reinforcement learningReinforcement learning
Reinforcement learning
 
14_ReinforcementLearning.pptx
14_ReinforcementLearning.pptx14_ReinforcementLearning.pptx
14_ReinforcementLearning.pptx
 
(ppt
(ppt(ppt
(ppt
 
Introduction to Deep Reinforcement Learning
Introduction to Deep Reinforcement LearningIntroduction to Deep Reinforcement Learning
Introduction to Deep Reinforcement Learning
 
24.09.2021 Reinforcement Learning Algorithms.pptx
24.09.2021 Reinforcement Learning Algorithms.pptx24.09.2021 Reinforcement Learning Algorithms.pptx
24.09.2021 Reinforcement Learning Algorithms.pptx
 
anintroductiontoreinforcementlearning-180912151720.pdf
anintroductiontoreinforcementlearning-180912151720.pdfanintroductiontoreinforcementlearning-180912151720.pdf
anintroductiontoreinforcementlearning-180912151720.pdf
 
RL intro
RL introRL intro
RL intro
 
Hierarchical Pomdp Planning And Execution
Hierarchical Pomdp Planning And ExecutionHierarchical Pomdp Planning And Execution
Hierarchical Pomdp Planning And Execution
 
Hierarchical Pomdp Planning And Execution
Hierarchical Pomdp Planning And ExecutionHierarchical Pomdp Planning And Execution
Hierarchical Pomdp Planning And Execution
 
Reinforcement Learning on Mine Sweeper
Reinforcement Learning on Mine SweeperReinforcement Learning on Mine Sweeper
Reinforcement Learning on Mine Sweeper
 
Lecture notes
Lecture notesLecture notes
Lecture notes
 
Reinforcement learning 7313
Reinforcement learning 7313Reinforcement learning 7313
Reinforcement learning 7313
 

Más de darwinrlo

Cs221 probability theory
Cs221 probability theoryCs221 probability theory
Cs221 probability theorydarwinrlo
 
Cs221 logic-planning
Cs221 logic-planningCs221 logic-planning
Cs221 logic-planningdarwinrlo
 
Cs221 linear algebra
Cs221 linear algebraCs221 linear algebra
Cs221 linear algebradarwinrlo
 
Cs221 lecture8-fall11
Cs221 lecture8-fall11Cs221 lecture8-fall11
Cs221 lecture8-fall11darwinrlo
 
Cs221 lecture7-fall11
Cs221 lecture7-fall11Cs221 lecture7-fall11
Cs221 lecture7-fall11darwinrlo
 
Cs221 lecture6-fall11
Cs221 lecture6-fall11Cs221 lecture6-fall11
Cs221 lecture6-fall11darwinrlo
 
Cs221 lecture5-fall11
Cs221 lecture5-fall11Cs221 lecture5-fall11
Cs221 lecture5-fall11darwinrlo
 
Cs221 lecture4-fall11
Cs221 lecture4-fall11Cs221 lecture4-fall11
Cs221 lecture4-fall11darwinrlo
 
Cs221 lecture3-fall11
Cs221 lecture3-fall11Cs221 lecture3-fall11
Cs221 lecture3-fall11darwinrlo
 

Más de darwinrlo (9)

Cs221 probability theory
Cs221 probability theoryCs221 probability theory
Cs221 probability theory
 
Cs221 logic-planning
Cs221 logic-planningCs221 logic-planning
Cs221 logic-planning
 
Cs221 linear algebra
Cs221 linear algebraCs221 linear algebra
Cs221 linear algebra
 
Cs221 lecture8-fall11
Cs221 lecture8-fall11Cs221 lecture8-fall11
Cs221 lecture8-fall11
 
Cs221 lecture7-fall11
Cs221 lecture7-fall11Cs221 lecture7-fall11
Cs221 lecture7-fall11
 
Cs221 lecture6-fall11
Cs221 lecture6-fall11Cs221 lecture6-fall11
Cs221 lecture6-fall11
 
Cs221 lecture5-fall11
Cs221 lecture5-fall11Cs221 lecture5-fall11
Cs221 lecture5-fall11
 
Cs221 lecture4-fall11
Cs221 lecture4-fall11Cs221 lecture4-fall11
Cs221 lecture4-fall11
 
Cs221 lecture3-fall11
Cs221 lecture3-fall11Cs221 lecture3-fall11
Cs221 lecture3-fall11
 

Último

The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfEnterprise Knowledge
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountPuma Security, LLC
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking MenDelhi Call girls
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUK Journal
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking MenDelhi Call girls
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsEnterprise Knowledge
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfsudhanshuwaghmare1
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024The Digital Insurer
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationMichael W. Hawkins
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘RTylerCroy
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Drew Madelung
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Servicegiselly40
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityPrincipled Technologies
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?Antenna Manufacturer Coco
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Scriptwesley chun
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 

Último (20)

The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdfThe Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
The Role of Taxonomy and Ontology in Semantic Layers - Heather Hedden.pdf
 
Breaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path MountBreaking the Kubernetes Kill Chain: Host Path Mount
Breaking the Kubernetes Kill Chain: Host Path Mount
 
08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men08448380779 Call Girls In Friends Colony Women Seeking Men
08448380779 Call Girls In Friends Colony Women Seeking Men
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdfUnderstanding Discord NSFW Servers A Guide for Responsible Users.pdf
Understanding Discord NSFW Servers A Guide for Responsible Users.pdf
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 
08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men08448380779 Call Girls In Civil Lines Women Seeking Men
08448380779 Call Girls In Civil Lines Women Seeking Men
 
IAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI SolutionsIAC 2024 - IA Fast Track to Search Focused AI Solutions
IAC 2024 - IA Fast Track to Search Focused AI Solutions
 
Boost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdfBoost Fertility New Invention Ups Success Rates.pdf
Boost Fertility New Invention Ups Success Rates.pdf
 
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
Bajaj Allianz Life Insurance Company - Insurer Innovation Award 2024
 
GenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day PresentationGenCyber Cyber Security Day Presentation
GenCyber Cyber Security Day Presentation
 
🐬 The future of MySQL is Postgres 🐘
🐬  The future of MySQL is Postgres   🐘🐬  The future of MySQL is Postgres   🐘
🐬 The future of MySQL is Postgres 🐘
 
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
Strategies for Unlocking Knowledge Management in Microsoft 365 in the Copilot...
 
CNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of ServiceCNv6 Instructor Chapter 6 Quality of Service
CNv6 Instructor Chapter 6 Quality of Service
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Boost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivityBoost PC performance: How more available memory can improve productivity
Boost PC performance: How more available memory can improve productivity
 
What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?What Are The Drone Anti-jamming Systems Technology?
What Are The Drone Anti-jamming Systems Technology?
 
Automating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps ScriptAutomating Google Workspace (GWS) & more with Apps Script
Automating Google Workspace (GWS) & more with Apps Script
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 

Cs221 rl