"Inside the AI Trends Every Techie Should Be Watching"
Below is part of an article originally written by Janey Zitomer at Built In Chicago, and published on April 9, 2020. This part of the article is about PowerToFly Partner Relativity. Go to Relativity's page on PowerToFly to see their open positions and learn more.
SENIOR DATA SCIENTIST
BurWei looks forward to a future where companies build AI models that understand and respond to user trust. That way, systems would take better cues from their surroundings as users become increasingly comfortable with the technology. Relativity leverages machine learning and visualizations to help users identify key issues during litigation, internal investigations and compliance projects.
What AI trends within your industry are you watching at the moment?
At Relativity, we organize large bodies of text for legal applications. So, I follow innovations that require less and less human effort to classify, cluster and structure large text corpuses.
In particular, innovations on transfer learning for text data are reaching maturity. In 2019, AI researchers and engineers developed a rich ecosystem of pre-built models appropriate for transfer learning on text. At a high level, this technology transfers salient information from prior data, so that new models can be built more efficiently. For our clients, this means coding fewer documents to discover new insights.
Recent advances in machine translation are also impressive. While the challenge of building AI that understands hundreds of languages remains great, I'm keeping an eye on creative methods such as cross-lingual transfer. It can be used to build multi-lingual systems without incurring the cost of a dataset in every language.
We are actively researching multi-lingual transfer learning architectures.
How is your team applying these trends in their work or leveraging AI in the products they're building?
We are actively researching multi-lingual transfer learning architectures. In addition to the efficiency gains, we anticipate that these architectures will provide a foundation for building new product features such as document segmentation and providing explanations for model predictions.
What's one trend you're watching that other people in the industry aren't talking about?
I'm excited for creative AI and UX researchers to design systems where people can express how much trust they have in an AI system and receive insights appropriate to that level of trust. Whether it's a self-driving car or a volunteer-built encyclopedia, a new technology always takes time to mature. Stakeholders are correct to be wary at first.
However, as an AI system evolves and "learns," it would be exciting to give users more control over how the technology and its insights are phased in. Building AI that understands and responds to user trust could help us build systems that are more accurate and less biased.
It's been six years since Sarah Cooper graced us with her 10 Tricks to Appear Smart in Meetings. But how on earth can we appear smart in our new virtual world, in which for many of us, going to work is just sitting in one long series of probably-not-necessary Zoom meetings?
1. Dial in.<p>Dialing in rather than joining via the link instantly boosts your credibility. Who calls into Zoom meetings? People who are still busy and important enough to be leaving their houses! But you needn't actually be one of those people, or even more than a foot away from your computer to pull off this maneuver. (Remember, this article is called *seeming* smart, not being smart.)</p><p><strong></strong><em>Bonus: </em>If it's a large meeting at which attendance will be taken, the person running the meeting will inevitably ask, "Who's calling in from 443-322-2121?" That's when you raise your metaphorical hand, jump off mute, and say "[Your name] here. Really looking forward to hearing your perspective on [meeting topic]." And voila! You've stolen the meeting spotlight.</p>
2. Don't come on camera—ever.<img lazy-loadable="true" src="https://assets.rebelmouse.io/eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpbWFnZSI6Imh0dHBzOi8vYXNzZXRzLnJibC5tcy8yMzQ0ODU5OS9vcmlnaW4ucG5nIiwiZXhwaXJlc19hdCI6MTYzNjMwNjI3OX0.4fLyq2CvkZAJ7n_03esZepY37mOdyGdDdTEUYt5XEU0/img.png?width=980" id="bc7e6" class="rm-shortcode" data-rm-shortcode-id="fbbf21cc5d8c863b30654ae6993b04f5" data-rm-shortcode-name="rebelmouse-image" /><p><br></p><p>Much like the "dial in," this technique works because it makes you appear aloof. If <em>The Crown has </em>taught me anything, it's that the key to maintaining a sense of mystique and prestige is to keep people at arm's length—and if you absolutely <em>must</em> touch them, wear a glove.</p>
3. Only communicate via chat.<p>Once you've mastered the art of staying off camera, you can level up by communicating exclusively via the chat box. Don't come off mute at all, even if the speaker asks your opinion. You are the elusive chatter and you will not be forced into actually participating in said meeting.</p>
4. Ask to share your screen.<p>Being aloof is great, but it's all about balance. Sprinkling in some active participation will really shock and impress your colleagues if you catch them off guard, so save this technique for when you've strategically <em>not </em>participated in a string of meetings.</p><p>Spend a few minutes prior to the meeting prepping a few inspirational slides with words like "synergy," "optimization," and "redefining 'culture'", or spend a few minutes poking around in Google Analytics. </p><p>Then wait for the opportune moment to say, "Can I just share my screen for a moment? I have some really interesting data I'd like to share...." and BAM — brilliance established.</p>
5. Show off your Zoom-saviness.<p>Try saying, "You know you can mute people, right?" to the host when they beg whoever's got the lawn mower and crying baby in the background to put themselves on mute for the nth time.<br></p>
6. Create an alter ego.<p>This tactic requires commitment, but the pay off is certainly worth it. Join the Zoom meeting from your normal account + name, and then join it again on a second device from an alias. Have your alter-ego ask some probing or stat-based questions in the chat and have the answers ready ahead of time. It should work something like this:</p><p style="margin-left: 20px;"><strong>Your alter ego Charlene</strong><strong>:</strong> "Does anyone know what percentage conversion rates increased by in Q2?"</p><p style="margin-left: 20px;"><strong>Real you</strong>: *doesn't miss a beat* "It looks like Charlene has a question in the chat. That would be 36%."</p><div>Never mind that no one on your team knows who Charlene is or why she's at this meeting, they'll be too blown away by your brilliance to notice. (Bonus points if you use this strategy in conjunction with techniques 1, 2, 3 or 4!)</div>
7. Place an obscure object in your background that exudes intelligence.<img lazy-loadable="true" src="https://assets.rebelmouse.io/eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpbWFnZSI6Imh0dHBzOi8vYXNzZXRzLnJibC5tcy8yMzQ0ODYxOC9vcmlnaW4ucG5nIiwiZXhwaXJlc19hdCI6MTYwNzk5Njg2Mn0.V9_-3Ij3v_QndseqlrXRt5Nn39EJ97-itjls5zzYPf8/img.png?width=980" id="a369d" class="rm-shortcode" data-rm-shortcode-id="604a2f04b53c2e3bc801bfa5256f367b" data-rm-shortcode-name="rebelmouse-image" /><p><br></p><p>We're talking a telescope, or perhaps a hardcover copy of <em>War & Peace </em>(no one need know that its only purpose in your life is as a makeshift yoga block).</p><p>If you don't have any suitable props at your disposal, do not despair: download some screenshots of Sheldon's apartment from <em>Big Bang Theory </em>or the chalkboard in <em>Good Will Hunting </em>and use those as a virtual background.</p>
8. Ask "Is this really the best course of action given the current climate?"<p>Economic collapse, COVID, racism… No need to specify whether you're referring to one or all of the above; just sit back and watch your boss squirm amidst the ambiguity.</p><p>This strategy pairs very well with techniques 2 and 3. You can prep additional vague-but-probing questions ahead of time and pepper them into the chat box throughout the meeting:</p><ul><li>How will this scale?</li><li>Do we really have the bandwidth for this right now?</li><li>What's the value-add here?</li></ul>
9. Remind everyone that you have a paid Zoom account.<p>"Oh, it looks like we're getting the 40-minute warning. I have a paid account, do you want to switch to my room?" It's helpful, with just a touch of condescension. Everyone knows condescending people are smart. And everyone knows that people with paid Zoom accounts are super important.</p>
10. Tell everyone you have a hard stop.<p>When pressed for details, share your philosophy on "work-from-home" balance and how committed you are to getting up once an hour to walk to your refrigerator.</p>
11. Ask the screensharer/host to "pull something up" for everyone.<p>Ask the presenter to navigate to a screen that only you know how to navigate well. Laugh maniacally while they suffer from crippling performance anxiety. Let them struggle for as long as is tolerable before saying, "Oh you know what? I can just share my screen if you want. That would probably be easier." BAM you're the hero. Don't worry, no one will even pause to consider that you could have proposed this course of action from the start.</p>
12. Say Zoom fatigue as many times as possible.<p>If you're too tired to employ any of the other strategies, just say "I know everyone is experiencing a lot of Zoom fatigue, so we can keep this meeting short." Then hang up as quickly as possible. Meeting averted! </p><p>After all, there's no better way to demonstrate your intelligence in a virtual meeting than to demonstrate why it wasn't really necessary in the first place. </p>
A five-step framework for addressing systematic racism at work
The world has changed in the past few weeks.
We're watching corporations and organizations across the world come out in support of Black lives in droves. Many of those organizations are doing so for the first time in their history.
I sat in front of my CEO to discuss several complaints of racism. I was new to my role as a Culture Director. I was nervous about his reaction to the complaints. But I also knew he strongly supported developing this new department; I knew that he would take the right steps. So I was shocked when I heard him say sheepishly, "I don't know, Noelle...all of this stuff about racism. I just don't see it. I don't even see color. I'm pretty much color blind."
Living in the midst of a pandemic has brought about a whole host of changes and challenges for workplaces and employees. One of the most notable? Virtual interviewing. With most on-site interviews on hold for the foreseeable future, it's important that you be prepared to make a great first impression—virtually.