Skip to main content

Making Easy

These days everyone is "doing AIML" and not nearly doing enough commonsense. Having been in this business for a long time, the desire to seize this shiny object is hardly new. There must be an use case out there that AIML can blow out of the water - is the general thinking of the financial buyer of such solutions specially when they are data literate. 

Reality often fails to match up to the hype unless the problem being solved is has a long established track record. Spam classification and fraud detection for example are going to yield results but these are not novel or "innovative" problems to solve. People have been there done that so you will not excite the exec who is looking to make her mark in her new role. AIML is an overused and abused sales tool from what I have seen and the results can be quite questionable at times. In the words of one PhD student : 

Kapoor says that many researchers are rushing to use machine learning without a comprehensive understanding of its techniques and their limitations. Dabbling with the technology has become much easier, in part because the tech industry has rushed to offer AI tools and tutorials designed to lure newcomers, often with the goal of promoting cloud platforms and services. “The idea that you can take a four-hour online course and then use machine learning in your scientific research has become so overblown,” Kapoor says. “People have not stopped to think about where things can potentially go wrong.”

These folks with the four hours of online training are being promised that they will becomes masters of the universe never mind that they have high school level mathematics and no research background whatsoever. That would all fall into the category of "undifferentiated heavy lifting" that the technology will do for you. 

Comments

Popular posts from this blog

Part Liberated Woman

An expat desi friend and I were discussing what it means to return to India when you have cobbled together a life in a foreign country no matter how flawed and imperfect. We have both spent over a decade outside India and have kids who were born abroad and have spent very little time back home. Returning "home" is something a lot of new immigrants like L and myself think about. We want very much for that to be an option because a full assimilation into our country of domicile is likely never going to happen. L has visited India more often than I have and has a much better pulse on what's going on there. For me the strongest drag force working against my desire to return home is my experience of life as a woman in India. I neither want to live that suffocatingly sheltered existence myself nor subject J to it. The freedom, independence and safety I have had in here in suburban America was not even something I knew I could expect to have in India. I never knew what it felt t...

Under Advisement

Recently a desi dude who is more acquaintance less friend called to check in on me. Those who have read this blog before might know that such calls tend to make me anxious. Depending on how far back we go, there are sets of FAQs that I brace myself to answer. The trick is to be sufficiently evasive without being downright offensive - a fine balancing act given the provocative nature of questions involved. I look at these calls as opportunities for building patience and tolerance both of which I seriously lack. Basically, they are very desirous of finding out how I am doing in my personal and professional life to be sure that they have me correctly categorized and filed for future reference. The major buckets appear to be loser, struggling, average, arrived, superstar and uncategorizable. My goal needless to say, is to be in the last bucket - the unknown, unquantifiable and therefore uninteresting entity. Their aim is to pull me into something more tangible. So anyways, the dude in ques...

Reading Shantaram

I finished listening to Shantaram on audiobook after several weekends of being absorbed in the story. This book had been on my to-read list for a long time and I am glad I chose the audio version of it. It is an extraordinary story teeming with colorful characters and rich detail. As an Indian who is a stranger to Mumbai and Maharashtra in that I have never spent years of my life there. I have to rely on what I know second hand. As a fan Rohinton Mistry's A Fine Balance, where in my mind I imagined the action taking place in Mumbai, this book was a chance for me to know the city through another author even if an Australian.  The author,  Gregory David Roberts comes across as someone who is able to see the soul of India through all that ails it. And in connecting with that soul, he finds some answers to his life's hard questions. India does not save him but it keeps his soul alive and striving. Most of his experiences would be unrelatable to the average person who lives a far m...