Tuesday, December 29, 2020

How can AI immediately help business ..

Having read lots about the benefits of AI and how AI would transform humanity, I was very inquisitive to know in spite of all the hype around AI, have we started using AI in a big way. 

In 2018, I was attending a one day program on AI at the Indian Institute of Management , Bangalore which had an afternoon session with IBM engineers. Towards the end of their demo, I asked the engineers what were the actual applications of AI by IBM in the present day world, at least in India. The engineer was frank enough and admitted that it was just chatbot applications.

While going through the paper AI for the real world by Prof. Davenport and Ronanki in Feb '18, HBR, I was able to understand what were the business benefits of AI and in general what were the AI challenges that global organisations face. 

Why are organistions sceptical ,of implementing AI when there are so much hype around it is a question that would naturally come to any manager or engineer working in the industry. 

An anagram IEPPIO is apt for this occasion as per primary research conducted by the HBR paper authors on 250 executives in 152 AI projects, gve the real challenge faced by AI in the real world. 

I - ntegration

E - xpensive

P - oor understanding

P - eople

I - nnovative technology and 

O - verhyped technologies

The world is yet to fully understand the cognitive ability of humans, how humans distinguish one decision from another and in spite of the best intentions, fails completely in this area.

Of course, the technologie are too expensive, which takes it out of the realm of ordinary startups and medium sized organisations. 

We are yet to fully understand the nuances of AI and its applications

We do not yet have the real human resources to support full deployment of AI acropss organisations

Even though we extrapolate saying what all the technologies can do, we have immaturely developed technologies, ie. over huping it.

The overhype or over selling of the technology has created a sort of glass palaces in the minds of the public and they expect AI to change the world radically overnight, which is not possible.

Once we know the challenges faced by AI, it makes sense to understand how we can overcome it. 

Understanding the Business benefits of AI

  • I mprove
  • O ptimise internal systems
  • F ree workers from monotoinous tasks to do creative work
  • B etter understandiong of p[roducts and processes
  • C reate new products
  • O ptimise external processes like Marketing etc
  • P ursue new markets
  • C apture new knowledge to venture into new products and processes
  • R educe headcount at organisations


Sunday, December 27, 2020

AI behind Google translate ..

The Google translate app is a great AI app .. I gave the following sentence in English to check how it translates, if it was a normal translator, it would have translated word by word, but the AI component in it tells us how it has rearranged the words in the sentence to ensure the correct expression with the correct meaning., 

 Test sentence : The meaning of the sentence does not change when translated.

Hindi language - अनुवाद किए जाने पर वाक्य का अर्थ नहीं बदलता है।

Malayalam language - വിവർത്തനം ചെയ്യുമ്പോൾ വാക്യത്തിന്റെ അർത്ഥം മാറില്ല.

Marathi language - भाषांतरित असताना वाक्याचा अर्थ बदलत नाही.

The translation is exact and clean. 

How does Google achieve this ? Machine Learning ?

George..

Types of AI

Artificial Intelligence is growing these days and is attractinmg attention of scientists and managers from across the globe.

Referring to the article 7 types of Artificial Intelligence, in Forbes of June 2019 where the seven different types of AI classifications are briefly mentioned.

The basic classification of Artificial Intelligence is of two types based on the likeness to the human mind and the ability to analyse.

Image Courtesy, Forbes.

According to the classification of AI based on it's likeleiness to the human mind, Reactive, Limited Memory, Theory of Mind and Self Aware AI are the different classifications.

1. Reactive AI machines are 

  • limited in their applications.
  • do not have memory based functionality
  • no ability to learn from previously gained experiences
  • can only respond to a limited set or combination of inputs
  • cannot improve their operations

An example is IBM's famous chess playing Super Computer Deep Blue. 

2. Limited Memory AI is what we observe in chatbots, Personal Assistants like Amazon echo, Google Home, Microsoft Cortana and Apple Siri, all self-driving vehicles.

In addition to the capabilities of Reactive Machines, these AI machines can learn from historical data to make use in decision making. Image recognition that makes use of Machine Learning and Deep Learning is an example of this. 

3. Theory of Mind AI is futuristic and exist only as a concept or work-in-progress

A Theory of mind AI will be able to better understand the entities by being able to discern the needs, emotions, beliefs and thought processes of the entities it is interacting with.  Theory of Mind AI tries to understand humans better.

4. Self Aware AI is akin to the human brain with all it's rationalising and emotional capabilities.

Though it may takes decades or centuries to fully realise and understand this type of AI, it can change humanity for the better or consign it for doom or disaster. The potential for self-preservation of these AI machines, can take over or spell the end of humanity, which can be a great threat to the world.

The other three types of AI are 

Artificial Narrow Intelligence which we see in all our current applications with learning capabilities and ability to perform repetitive tasks autonomously using human like capabilities. 

Artificial General Intelligence is futuristic and is the ability of machines to learn, perceive, understand and function like human beings. They develop competencies across multiple capabilities and domains with reduced learning time to carry out tasks efficiently and accurately.

Artificial Super Intelligence is the ultimate in AI development. Because of their multi faceted intelligence these machines will be better capable at doing all things better than humans because of their faster memory, data processing, analysis and decision making capabilities. These machines can also spell the doom of humanity, thus being a great risk. 

How cn humanity make effective use of these different types of AI to help in growth of humanity and not its doom is a serious question facing human civilization now. Can we, if not control, at least co-exist with AGI or ASi to help humanity for the next millennia ?

George.

Saturday, December 26, 2020

Joy of giving .. 4 blood donations in 2020 ..

This year 2020 I donated blood once every three months, which is perfectly safe, what doctors recommend .. 
I used to donate twice a year for many years, this time wanted to check .. gave in Feb, June, Sept and Dec.. no health problems at all, on the contrary have been healthy and active throughout. 🙏🙏🙂🙂 38 in total ..

Though I thought of reducing body weight from 88 kgs, to about 78 kgs, I have been unsuccessful in that .. at around 86 kgs now ..😥😥 During this Covid time, I could save at least twelve patients ..
Maybe I should attempt donating blood every 2 months .. 

There is no substitute for blood. Blood lost needs to be replaced only with pure and fresh blood from another healthy body.
Blood donation is the most healthiest and harmless activity one can undertake ever .. Societal taboos, lack of self-confidence, poor level of medical awareness, poor health due to earlier health complications etc. can distract people from donating..  

Having started donating from age 22, I can donate for another nine years till 65 years. 

As per healthline.com, a 450 ml blood donation can save as much as four lives. ie. till 65, I can save almost another 100 lives.

George.

Top 20 points for global bschools to excel ..

A list of 20 key parameters for evaluating the quality of a global business school.. 1. Accreditation Accreditation from agencies like AACSB...