I suggest you look at this previous blog post where I provided lots of information on AI and Project Management.
About AI:
- Free from IBM
- Free "The AI Ladder" book (Compliments of IBM - no email needed)
- IBM Think Digital Conference (May 2020)- register for free on-demand content (including AI and other topics)
- AI Information and learning (by role)
- Badges
- AI for Kids
- IBM Learning community
- Gartner Hype Curve for Artificial Intelligence 2019 - this provides a summary of types of AI too (Forbes Article about it)
- Gartner: Artificial Sentience vs Artificial Intelligence
- A glossary of basic artificial intelligence terms and concepts
- Chatbots
- Virtual Assistants: Alexa, Google Assistant, Siri, Cortana
- RPA
- Robots (e.g. Boston Dynamics and DARPA Robotics Challenge) and Cobots
- Forbes Article: "The 4 Ds Of Robotization: Dull, Dirty, Dangerous And Dear" by Bernard Marr
- Recommendation Engines: Amazon, Netflix, etc.
- Gaming (Go, Chess, Jeopardy, video games)
- Speech recognition and speech synthesis
- NLP – analyzing documents/ Knowledge Base
- Autonomous vehicles and semi-autonomous
- Expert systems / Decision support systems
- Medical diagnosis (oncology, radiology)
- Visual recognition (including Facial recognition)
- Spam filtering
- Fraud detection
- Digital Workers - e.g. ipsoft
- Emerj.com : Everyday Examples of Artificial Intelligence and Machine Learning
Subfields of AI:
- Medium Artificial Intelligence and It’s Sub-Fields
- Artificial Intelligence subfields and their topics
- Forbes (June 2019) : 7 Types Of Artificial Intelligence
- AI Classification
- Classification based on likeness to Human Mind
- Reactive machines – no memory. e,g, big blue that mastered chess
- Limited memory - chatbots, self-driving cars, VAs
- Theory of Mind - understands needs, emotions, beliefs
- Self-Aware - human-like intelligence and self-awareness
- Technical Classification
- Artificial Narrow Intelligence (ANI) aka Weak AI or Narrow AI: this is AI specialized in it's application area (e.g. what is available now)
- Artificial General Intelligence (AGI) aka Stong AI: self-learning in general areas like a human - "Technical Singularity"
- Artificial Superintelligence (ASI) – more than human
- Medium: Types of Machine Learning Algorithms You Should Know
- Supervised Learning - Human does the teaching (labeled training)
- Unsupervised learning - learns on it's own to mine data for rules, patterns and groupings
- semi-supervised learning - lies between the two above: Human provides some training and the system extrapolates from there.
- reinforcement learning - Human provides a "reinforcement signal" (a "goal") and the AI "agent" interacts with the environment to see which experiences optimize the reinforcement. This is used for Gaming (Go, Chess), and autonomous vehicles.
- KDnuggets: AI Knowledge Map: How To Classify AI Technologies
About CAPTCHA
- Google: What is reCAPTCHA?
- Google: Are you a robot? Introducing “No CAPTCHA reCAPTCHA”
- Verge: Why CAPTCHAs have gotten so difficult
- Techradar: Captcha if you can: how you’ve been training AI for years without realising it
- Medium: You Are Helping Google AI Image Recognition
- Hold-Out (aka "Blind data") test set Vs. Cross-Validation - Medium
- K-Fold Cross Validation - Wikipedia
- projectmanagement.com Webinar 2020-08-11 titled "The Role of Project Practitioners in the World of Artificial Intelligence (AI)" (Projectmanagement.com webinars are included in a PMI.org membership)
- "Artificial Intelligence, Disruptive Technology and the Future of Project Management" Dec 2019 Villanova University
- This refers to the report that The Project Management Institute (PMI) has made available. It is a 4-page report on Project Management and AI. They provide results of a survey of 551 Project Managers. The paper is titled "AI Innovators: Cracking the Code on Project Performance" (2019). (June)
- "How can project managers leverage AI?" 2019-October, Strongbytes - This article also refers to the PMI report above and and the Gartner report below. It also gives a few examples of AI being used for Project Management
- Gartner Says 80 Percent of Today’s Project Management Tasks Will Be Eliminated by 2030 as Artificial Intelligence Takes Over (March 2019)
- This article mentions another Jan 2019 article by Gartner titled: "Gartner Predicts 70 Percent of Organizations Will Integrate AI to Assist Employees’ Productivity by 2021"
- Related to this topic is this article: "How AI Is Creating Jobs Not Killing Them For Low-Skilled Workers?" on Medium claims that 133 Million new roles will be created by AI as it replaces 75 Million by 2020 (a net gain of 58 Million jobs)
- Captera: I, Project Manager: The Rise of Artificial Intelligence in the Workplace
- 5 Benefits of Artificial Intelligence in Project Management
- PM Times: Artificial intelligence in project management: silly or sensible?
- How Can Project Managers Leverage AI?
- Infoworks: Project Managers Can Leverage the Power of Artificial Intelligence
- Artificial Intelligence: How It Will Impact Project Managers - video and outline
- TechRepublic : 6 AI technologies changing project management
Will AI take away my PM job?
- "What If Project Managers Get Replaced By Bots And AI? " 2018-November, eLearning Industry
- "Should Creatives Fear Losing Their Jobs to Artificial Intelligence?" 2018-Feb, Villanova University
I suggest you look at this previous blog post where I provided lots of information on AI and Project Management.
What comments or additions do you have on this information?
No comments:
Post a Comment