Machine Learning:
a method of data analysis that automates analytical model building.
While artificial intelligence (AI) is the broad science of mimicking human abilities, machine learning (ML)
is a specific subset of AI that trains a machine how to learn for itself.
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State-of-the-Art tools that automatically learn and improve from experiences without being explicitly programmed to do so. We develop solutions that access data and then use it to learn for themselves. Ad infinitum.
- Recommendation Engines: suggest products based on user preferences
- Fraud Detection: automatically identify fraud
- Predictive Forecasting: anticipate numerical values
- Computer Vision: train the solution to 'see-for-itself'
- Image and Video Analysis: block and remove undesirable content
- Sentiment Analysis: comprehend how users feel about your brand
- Translate and Transcribe: over 55+ languages supported
- Text to Voice: multiple voice gender and age types
- Text Extraction: analyze documents and extract key information
- Enterprise Search: create your own companywide 'google-search' service
At Data Glue we provide a broad set of machine learning solutions designed for your most common use cases. For those of you who require solutions 'off-the-beaten-path', ask our team about custom models using frameworks like PyTorch, TensorFlow or MxNet. Let Data Glue build, train, and deploy any machine learning model you need.
Recommendation Engine:
Suggest Products or ServicesEngage Customers with Unique Recommendations: Improve customer engagement by powering personalized product and content recommendations, and targeted marketing promotions.
Multiple Models: Suggest newly arrive content to maximize viewership. Bundle items together and promote hot-deals. Suggest a limited-time offer during the checkout process. Adjust your models for suggestions to fit the specific client scenario.
Real-Time Suggestions: Re-rank recommendations based on user events. If client is viewing a specific category, then suggest items similar in style with specific conversion marketing campaigns. All done in real-time, measured in micro-seconds.
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Fraud Detection:
Detect and Catch Threats
National Threats:
Globally each year, tens of billions of dollars are lost to online fraud.
Companies conducting business online are especially prone to attacks from bad actors who often exploit different tactics such as creating fake accounts and making payments with stolen credit cards.
Did you know that over $24 billion dollars were lost in fraud in 2019?
New Account Verification:
Accurately distinguish between legitimate and high-risk customer account registrations so that you can selectively introduce additional steps or checks based on risk.
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Predictive Forecasting:
Anticipate What is NextTime Based We use time series data (e.g., price, promotions, economic performance metrics) with additional variables to build forecasts. Forecasts are measured for precision and efficiencies. We continually improve the models to achieve smaller margins of error.
Regression Models
Fine tune your solution to your specific needs.
We generate flexible probabilistic forecasts at different quantiles (10%, 50% and 90%) that use multiple parameters.
The flexibility in the models allows you to choose a forecast that suits your business needs depending on whether the cost of capital (over forecasting) or missing customer demand (under forecasting) is of importance.
If it's not a random number, we can predict it with accuracy.
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Computer Vision:
Identify and Classify
Deep Learning Models:
Computer vision allows machines to identify people, places, and things in images with accuracy at or above human levels with much greater speed and efficiency.
Often built with deep learning models, it automates extraction, analysis, classification and understanding of useful information from a single image or a sequence of images.
The image data can take many forms, such as single images, video sequences, views from multiple cameras, or three-dimensional data.
The process trains a model to interpret and understand the visual world.
Systems learn by first identifying the items on video or picture, then interpret what the object is doing within the scene.
Based on the interpretations, the computer automatically takes actions.
Features:
- Convolutional Neural Networks
- Recurrent Neural Networks
- Public Safety (COVID-19 thermal trackers)
- Content Management
- Medical Imaging
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Image and Video Analysis:
Automatically Recognize ContentFacial Recognition Easily analyze images and videos. Use proven, highly scalable, deep learning technologies that identify objects, people, text, scenes, and activities in images and videos. Detect any inappropriate content and remove or block. Provide highly accurate facial analysis and facial search capabilities that you can use to detect, analyze, and compare faces. Use facial recognition for user verification, people counting, and public safety use cases.
Brand Engagement
Automatically detect custom labels or brand assets within any image or video.
Identify the objects and scenes in images that are specific to your business needs.
For example, you can build a model to classify specific machine parts on your assembly line or to detect unhealthy plants.
Track every image of your brand product SKU on social media and comprehend how users are engaging with your brand.
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Sentiment Analysis:
Natural Language Processing (NLP)Relationships in Text There is a treasure trove of potential sitting in your unstructured data. Customer emails, support tickets, product reviews, social media, even advertising copy represents insights into customer sentiment that can be put to work for your business. The question is how to get at it? As it turns out, we are particularly good at accurately identifying specific items of interest inside vast texts (such as finding company names in analyst reports), and can learn the sentiment hidden inside language (identifying negative reviews, or positive customer interactions with customer service agents), at almost limitless scale.
Contact Center Sentiment
Track in real-time how your customers are feeling about your brand. Use visual representations to assist your systems like smiley faces and five star reviews.
Determine sentiment as the customer is speaking with a live agent.
Complex Texts We develop extraction methods for complex medical information, raised from unstructured text like EHR and medical images. Identify medical information, such as medical conditions, medications, dosages, strengths, and frequencies from a variety of sources like doctor’s notes, clinical trial reports, and patient health records. For example, the service identifies a particular dosage, strength, and frequency related to a specific medication from unstructured clinical notes.
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Translate and Transcribe:
Over 55+ Languages supported
Translate
Neural machine translation service that delivers fast, high-quality, and affordable language translations.
Highly accurate & continuously learning - it can learn, thus avoiding repeating the same mistake in translation.
Languages: Supports translation between the following 55 languages and variants: Afrikaans, Albanian, Amharic, Arabic, Azerbaijani, Bengali, Bosnian, Bulgarian, Chinese Simplified, Chinese Traditional, Croatian, Czech, Danish, Dari, Dutch, English, Estonian, Farsi (Persian), Finnish, French, Canadian French, Georgian, German, Greek, Hausa, Hebrew, Hindi, Hungarian, Indonesian, Italian, Japanese, Korean, Latvian, Malay, Norwegian, Pashto, Polish, Portuguese, Romanian, Russian, Serbian, Slovak, Slovenian, Somali, Spanish, Mexican Spanish, Swahili, Swedish, Tagalog, Tamil, Thai, Turkish, Ukrainian, Urdu, and Vietnamese.
Transcribe
Add speech-to-text capability to any of your applications.
Audio data is virtually impossible for computers to search and analyze. Therefore, recorded speech needs to be converted to text before it can be used in applications.
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Text to Voice:
Dozens of Voices
As if it was a human:
Turns text into lifelike speech, allowing you to create applications that talk, and build entirely new categories of speech-enabled products.
Synthesize natural sounding human speech with dozens of lifelike voices across a broad set of languages, you can build speech-enabled applications that work in many different countries.
Neural Text-to-Speech (NTTS):
Our tools use Neural Text-to-Speech (NTTS) voices that deliver advanced improvements in speech quality through a new machine learning approach.
We support multiple speaking styles that allow you to better match the delivery style of the speaker to the application: a Newscaster reading style that is tailored to news narration use cases, and a Conversational speaking style that is ideal for two-way communication like telephony applications.
Go ahead, test us and try to see if you can determine whether its a human or a text-to-voice solution.
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Text Extraction:
Easily extract text from any documentScanned Documents and PDFs The text extraction tools automatically extract text and data from scanned documents and PDFs. Our service goes beyond simple optical character recognition (OCR) to also identify the contents of fields in forms and information stored in tables. Specialized set of libraries focused for common languages found in typical contracts and insurance claims. Integrate subject matter experts to train more accurate models.
Human Reviews
Trained and vetted individuals are used to ensure the text extraction models are accurate.
Any error detected by human is fed back into AI model, the model then learns from mistakes and avoids repeating the same error.
Integrate humans in order to manage nuanced or sensitive workflows that require case-by-case judgement.
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Enterprise Search:
Accurate and easy to use enterprise search serviceGoogle-ish Just type what you are looking for in a search bar and receive the most relevant results from documents, images, videos, and files only available to your organization. Use natural language questions instead of just simple keywords to get the answers you’re looking for, whether that is a precise answer, an FAQ, or an entire document. Say goodbye to sifting through long lists of links and hoping one has the information you need.
Integrate Open Sources
Easily add 3rd party content or publicly available content into your search service.
Get rid of information silos, easily add content from file systems, SharePoint, intranet sites, file sharing services, and more, into a centralized location so you can quickly search all of your information to find the best answer.
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Use Cases
Recent Works
