We often talk about Artificial Intelligence's applications – meaning, what we use it for – but we often forget to talk about a more crucial question:
How do we use AI effectively?
Many people misuse AI. They think they can simply plug in a dataset, press a button, and poof! Magically, an edge appears.
Most commonly, people lack the infrastructure (or the data literacy) to properly handle even the most basic algorithms and operations. And even before that - they haven't even properly assessed whether AI is needed in their business. Remember, AI is a tool, not the goal.
Even though this is the golden age of AI ... we are just at the beginning. Awareness leads to focus, which leads to experimentation, which leads to finer distinctions, which leads to wisdom.
Do you remember Maslow's Hierarchy of Needs? Ultimately, self-actualization is the goal ... but before you can focus on that, you need food, water, shelter, etc.
In other words, you most likely have to crawl before you can walk, and you have to be able to survive before you can thrive.
Artificial Intelligence and Data Science follow a similar model. Here it is:

Monica Rogati via hackernoon
First, there's data collection. Do you have the right dataset? Is it complete?
Then, data flow. How is the data going to move through your systems?
Once your data is accessible and manageable you can begin to explore and transform it.
Exploring and transforming is a crucial stage that's often neglected.
One of the biggest challenges we had to overcome at Capitalogix was handling real-time market data.
The data stream from exchanges isn't perfect.
Consequently, using real-time market data as an input for AI is challenging. We have to identify, fix, and re-publish bad ticks or missing ticks as quickly as possible. Think of this like trying to drink muddy stream water (without a filtration process, it isn't always safe).
Once your data is clean, you can then define which metrics you care about, how they all rank in the grand scheme of things ... and then begin to train your data.
Compared to just plugging in a data set, there are a lot more steps; but, the results are worth it.
That's the foundation to allow you to start model creation and optimization.
The point is, ultimately, it's more efficient and effective to spend the time on the infrastructure and methodology of your project (rather than to rush the process and get poor results).
If you put garbage into a system, most likely you'll get garbage out.
Slower sometimes means faster.
Onwards.
The Promise And Peril of AI with Alan Olsen
In 2017, I shot my first video with Alan Olsen. Alan is a wealth manager to the ultra-affluent. His American Dreams show is immensely popular with the High-Net-Worth demographic in Silicon Valley.
Alan's show is about finding your path in life, and what it takes to make businesses thrive through adversity and challenging times.
In my first video with him, we talked about defining a meaningful life. We started by talking about my career path from a young lawyer to spending over 25 years running tech companies ... and the lessons learned along the way.
I recently shot a new video with him – this time on the promise and peril of AI. It has over 3,500 Likes on YouTube. Watch it here.
via The American Dreams Show
The main issue addressed during the video is how you can best get what you want as the world changes and forces like AI terraform the world and your role in it.
It's worth watching.
Ultimately, I believe AI is simply another vehicle freeing human nature. As AI does what humans used to ... you have an opportunity to choose what to do with the freedom you get. Will you relax or lift your gaze to something better? The choice is yours.
Similarly, some will want to direct new AI capabilities towards things they want to monetize better. Others will want to weaponize AI. Still others will use it to spread peace and love.
You've seen it with nuclear power (and a host of other technological capabilities) ... tools aren't good or bad in and of themselves - it is what people use those capabilities for that determines their impact.
Posted at 06:43 PM in Business, Current Affairs, Film, Gadgets, Healthy Lifestyle, Ideas, Market Commentary, Personal Development, Science, Trading Tools, Web/Tech | Permalink | Comments (0)
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