Business

  • How Machines Learn: Big Brother Is Watching

    The ubiquity of Machine Learning algorithms remains a topic of interest because we, as a society, still haven't come to terms with what "acceptable" use looks like, and what privacy looks like in the post-AI world. 

    Algorithms are helping you pick out your next gift on Amazon, controlling what you find on Google, they're suggesting new music for you on Spotify, and they're doing their best to keep you on their website.

    They're following you in stores, on the streets, and many would argue they're tracking your phone calls, text messages, and more. 

    With all that being said, I do think it's important to have a cursory knowledge of the things that impact our lives … so, even if you're not an AI-aficionado, I think it's important to somewhat understand how machines learn, and how powerful they're becoming. 

    The video is a bit simple in its explanations, but it describes some important concepts.

     

    CGP Grey via Youtube

    The video focuses on Genetic Algorithms, which is one type of machine learning – and neglects some of the other more complicated approaches.

    As machine learning gets more complicated and evolved, it gets harder for a human to understand what makes it good … and that's okay. Understanding the direction AI is heading is more important than truly understanding the intricacies. 

    It's human nature to feel safer when we understand something. It's human nature to envision machines as making human-like decisions, just faster.

    Of course, just because it suits human nature to believe something, that doesn't make it true. 

    Part of what makes machine learning exciting is that it can do a lot of things well that humans are really bad at. 

    In reality, it doesn't matter why a bot is making a decision, or what inputs the bot is making the decision on. What matters is the performance and level of decision-making in relation to itself and to other options (and whether the bot is biased).

    With respect to trading, focusing on the markets is a distraction.

    For the most part, I don't care how markets are doing.

    I care how our systems are doing and I care how the portfolio is doing.

    It's a brave new world, and not only is big brother watching, but algorithms are too.

    Live long and prosper!

  • What It Was Like Buying a Computer in 1994

    We take for granted a lot of the technology we have today. Computers and phones have evolved so fast that it's hard to remember that they haven't been around for many years. When my youngest son was born in 1993,  cassette tapes and the Sony Walkman were still popular, I had a wired phone in my car, and we had a Macintosh-II in the study. 

    IMG_4907

    Everything in this photo now exists in the cheapest of smartphones. 

    For a blast from the past and a look back at what used to be top-of-the-line … here's a video of people buying a computer in 1994. 

     

    via David Hoffman

    Video transfer and playback. 160-megabyte hard drive. 32 megahertz. All for the low price of $2,000. 

    Pretty cool to see how far we've come!  Still, someday soon, they will look back at the tech we have now as "primitive" and "quaint".

    I can't wait!

  • Can A Minute Be Faster? A Look At The Internet Minute

    As I get older, time seems to move faster … but it's also true that as I get older, more is accomplished every minute. 

    Technology is a powerful force function.

    Every couple of years I revisit a chart about how much data is generated every minute on the internet.  

    In reverse chronological order, here's 2018, 2015, and 2011

    Here's an excerpt from 2015 for some perspective: 

    Compared to 2008 here is what's happened with social networks:

    • The number of people online has more than doubled from 1.4 billion to over 3 billion
    • Facebook has gone from 80 million users to more than 1.4 billion
    • Twitter had 2 million accounts and now it is 300 million and counting.
    • The number of smartphones was 250 million in 2008 and today there are more than 2 billion. That is an 800% increase!

    Today this is what happens every minute on the web.

    • 4 million search queries on Google
    • Facebook users share 2.46 million pieces of content
    • Email users send 204 million messages

    Over the course of its (pretty short) history, the internet has been arguably the most important battlefield for relevancy and innovation. 

    So, what does the internet look like in 2020?

    Internet-minute-2020DOMO via VisualCapitalist

    Partially as a result of the quarantine, you're seeing an increase in digital cash transfers with tools like Venmo, an increase in e-commerce shops like Shopify, and an increase in (you guessed it) collaboration tools like Zoom or Microsoft Teams. 

    This year, DOMO also created a chart that shows the services that have appeared in the graphic since 2012. It's an interesting way to look at the relevancy and staying power of different companies and technologies. 

    Data-never-sleeps-wheel-over-time-5

    We're currently in a time period of massive competition and turnover. Innovation means incumbents are being challenged every day, and the status quo doesn't stay that way for long. Even within the S&P 500, you're seeing companies stay a member for shorter periods of time.  

    You have to stay on your toes to maintain an edge. I think you can expect increased competition, increased volume, and as a result, increased noise vying for your attention or fueling your distraction. 

  • The Day of Atonement

    A few weeks ago was Rosh Hashanah – The Jewish New Year, and this evening starts Yom Kippur – the Day of Atonement.  The practice around these holidays is a good reminder to take account of where you are and appreciate the blessings around you. It was a reminder to me to sprint towards the end of 2020 with the energy of a new year. 

    Yom Kippur is a lot like a Catholic confession, but it happens once a year. The holiday is a mix of contemplation, mindfulness, and contrition.  Ultimately, we apologize for the sins we've committed against ourselves, our communities, our friends, and our faith.  Also important is the promise to do better next year.  On top of repenting, we fast (no food or water) for a full day to make sure we're mindful.  

    Ezgif.com-gif-maker

    via Dry Bones

    It's interesting how little human nature has changed in the past several thousand years. The list of sins is just as relevant today as I imagine it was back then. Even if you have managed to stay on the right side of the Ten Commandments, and haven’t killed or stolen … you have most likely been frivolous, stubborn, hurtful, dismissive, or judgmental (I know I have …).  

    To help drive the importance of the day, we ceremoniously read a poem called the Unetaneh Tokef. Below is a brief excerpt because it's a powerful read, regardless of faith. 

    Who will rest and who will wander, who will live in harmony and who will be harried, who will enjoy tranquillity and who will suffer, who will be impoverished and who will be enriched, who will be degraded and who will be exalted.

    On one hand, you can read that and pray for Divine intervention (or perhaps favor) or you can recognize that we each have a choice about who we want to be, how we show up, and what we make things mean.  Your choices about these things have very real power to create the experience and environment you will live in during the next year.

    This year, my local Synagogues are closed due to the pandemic. As a result, I happen to be in Cabo for today. As I look at a photo I took, I find myself thinking about that lesson – that we have a choice about who we want to be, how we show up, and what we make things mean.

    IMG_1642

     

    The picture is just a picture.  The story you tell about it (or what it means to you) is actually more important than the image itself.

    One could lament that the sun is going down just as easily as they could celebrate the beautiful sunset.  Someone could complain about the rough desert terrain or decide to notice its natural beauty.  You could complain about the heat and humidity or jump in the ocean to cool off.  You could struggle with how difficult it is to get there or appreciate how nice it is to be somewhere so remote and secluded.  In every case, the choice is yours … this is “free will”.
     
    In addition, some might say that it is wrong that I was in Cabo at the start of Yom Kippur. It reminds me of a story.  
     
    Someone asks their religious leader if they can smoke during prayer time … consequently, they are told “of course not” and reminded to take prayer time seriously and to treat it as a sacred moment.  Meanwhile , a different person says “while walking along the beach, and smoking, they feel close to God and start to pray … they ask their religious leader if this is OK … with that framing, the answer is “of course” because it is always a good time to feel close to the Divine and to pray.

     

    Progress starts by telling the truth.  And Yom Kippur is a time to honest reflection. Equally important to recognizing and repenting for your sins, is recognizing and appreciating that you did good and well … for yourself, your friends and family, or your community. 

    All-in-all, it's a nice framework that highlights how you have grown; and, it also shows where you have room to grow. 

    100 Days Left

    We're currently bringing in the Jewish New Year, but we also have just under 100 days before the normal New Year. Many will spend those 100 days stressing about the upcoming elections, grumbling about how 2020 sucked and pretending it's the universe's fault they didn't accomplish what they set their mind to … but, 100 days is a great amount of time to sprint, to make a change, to end the year on a high note. 

    That's plenty of time to make this your best year yet. What can you do? What will you do?

    I hope you all experience growth in your mental state, your relationships, and your businesses.  Best wishes for a great day, and an even better year!

  • Do You Agree to These Terms?

    One of the biggest lies on the internet (and there are too many lies to count) is "I have read and agree to the terms of service(ToS)."

    There is a plug-in that might help.

    Terms of Service Didn't Read has summaries of most ToS, ratings for their user-friendliness and a browser plug-in so when you're about to sign one you can make sure it's safe. 

    Screen Shot 2020-09-27 at 1.57.22 PMvia TOSDR

    Unfortunately, many of the ToS tell you that they're going to use your data, sell it to spammers, etc. For example, I talked about how a shadowy Russian company was behind FaceApp and owned the rights to photos you uploaded. 

    Luckily, not every clause in a ToS is legal, and won't necessarily hold up in court – but that doesn't mean you shouldn't be protecting yourself. 

    So, check out TOSDR, it's not perfect … but it's probably better than nothing.

  • AI & Intellectual Property With Rich Goldstein

    It has been a crazy ride.

    I studied psychology and philosophy at Duke in the early '80s.  Then I got both an MBA and a law degree at Northwestern University in Chicago. 

    My first job out of school was doing corporate and securities work at a law firm in Dallas.  By the early '90s, I knew that I was an entrepreneur. 

    Regardless, the path seemed random as I was going down it … but looking back, it all seems to make some form of sense. 

    I recently did a podcast with a patent lawyer friend, Rich Goldstein. We talk about that, what it's like working with my son, the difference between practicing law and creating AI, innovation, and the role of Intellectual Property and its protection. 

    I think it's a good listen. Check it out

     

  • The State of Democracy

    I feel very lucky to live in America and lucky to live in a democracy … but democracy is a term that encompasses a wide spectrum of activity and governments. In the same way that Republics and Capitalism also represent a wide spectrum of activity.

    America has adopted a form of all three of those underlying structures, but it changes with each regime change, and as we adapt to the complexities of modern-day civilization.  

    It's worth understanding the nuances of what brand of democracy you live in – and what would make it ideal (in your opinion).

    That's a much too complicated question to answer in the scope of this article, but a great starting point is understanding the world spectrum of Authoritarian -> Full Democracy, and how the different countries score. 

    Luckily, visualcapitalist put together a great interactive graphic based on the Democracy Index global ranking (as of 2019). Click the image to see the interactive version.

    State-of-democracy-1200-1

    via visualcapitalist

    Before I get into the rankings, a quick look at the classifications within the Democracy Index. It bases the score on 60 questions that cover things like the electoral process, civil liberties, government functions, and political culture. 

    • Authoritarian Regime: 0.0 – 3.99
    • Hybrid Regime: 4.0-5.99
    • Flawed Democracy: 6.0-7.99
    • Full Democracy: 8.0 – 10.0

    Topping the list is Norway, and the most Authoritarian regime is North Korea.

    Unfortunately, based on this metric, the U.S. (which is one of the oldest democracies in the world) was downgraded to a flawed democracy as of 2016, after teetering for many years. Some stated reasons for this shift are the growing distrust in public institutions, an upshot in ideological purity, and less bipartisan efforts. 

     Since 2006, when the Index was created, Democracy has actually been decreasing globally. Today, around half of the world's population lives in a democracy of some sort, with only 5.7% living in a "full democracy".