Learn, Predict, and Adapt
DATA / MACHINE LEARNINGLearn, Predict, and Adapt
Companies differentiate themselves with both their products and their ability to collect data and glean insights. Machine learning powers AI capabilities like recommendation systems and predictions. From increasing user satisfaction with personalized content to reducing costs with automation, machine learning leverages data science and modern data processing to make predictions and emulate human decision-making.
AE offers a unique blend of development expertise, domain knowledge, and quantitative savvy.

































We're a team that's put in the hours before machine learning was mainstream. And we still believe it's the future.
Our machine learning services span across the board.
Artificial Intelligence
AI teaches computers to recognize patterns that challenge humans at scale (can you remember what was similar and different across 100 attributes of 1,000,000 things?). AE helps businesses sort through the multitudes of things (customers, images, SKUs, transactions, etc.) and extract the insights that lead to value!
Computer Vision
A picture is worth a thousand words, but at AE, we'd prefer to measure its value in dollars. Computer Vision allows not only the classification of cat memes but also patterns in data visualizations. What other pictures are alike? Are certain pictures preferable or profitable? We see what others don't (or, you know, write code to do it for us).
Natural Language Processing
George Carlin said that "your words always give you away," and although he might have been considering a particular "seven", they're still a treasure trove of insight. What do customers say about products? What sentiments are revealed by discussion? Is a person interested in buying X if they say Y? Let our algorithms read, report & add value!
Predictive Analytics
Which customers will increase their spending? Meeting the desires of tomorrow's consumer (maximizing their agency) requires optimizing the supply chain today. Determining the lifetime value of any asset demands mathematics to peer forward in time. The view is hazy, but value lives in that fog.
Recommendation Systems
Folks willing to read this dubiously witty passage also found other prose on our website compelling (yay!). One revealed preference can reveal others. At AE we get to know what our clients and customers want and such insights reveal ROI.
Intelligent Automation
Time is money. And nothing wastes more time than repetition (and repetition). Increasing human agency means freeing up time for you to do what you do best (thinking, innovating, and watching tv) and letting computers work the long hours (they don't even get paid overtime or receive workman's comp. Suckers.)!
Web Scraping
Click the link. Copy. Scroll. Copy. Paste. Format. Click back. Lather. Rinse. Repeat. Ever tried it? Ever wished you could hire an efficient, hyper-intelligent, low-cost assistant to execute this repetitive task? Us too. Scraping the web saves time and sanity. Make your computer do the work for you. It's exempt from minimum wage laws and never files HR complaints.
Data Visualization
Bars are for drinking, pies are for dessert, and lines are for...queuing. While we too "excel" at generating charts, we also know there are more compelling ways to tell stories with data. Let us help you turn your numbers into visuals (we always preferred books with pictures anyway).
Chatbots
Answering simple user questions shouldn't require hiring an army of humans. Humans are expensive and present annoying requests for food, water, and bathroom breaks. Computers can offer intelligent prose in response to any inquiry and need but a little electricity (and the occasional software upgrade) for sustenance!
A team full of experience.
Our data scientists - from places like Stanford, CalTech and MIT - are highly collaborative, efficient and pragmatic.



We help global teams turn AI curiosity into shipped systems
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