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MACHINE LEARNING & ARTIFICIAL INTELLIGENCE DEVELOPMENT SERVICES Computer Vision, Natural Language Processing, Reinforcement Learning, Robotics

Believe it or not, but every 5th task performed in IT systems can be automated or performed more efficiently using Artificial Intelligence, Machine Learning, or Data Science. And there are tasks, like leveraging unstructured data, that are only feasible with these technologies. Our clients all over the world already use Data Analytics and Artificial Intelligence to make their products more competitive with functions like recognizing video and images, sales and costs predictions, and more.

According to reports from GE and Accenture*:

  • 2/3 of companies saw a greater than 500% increase in speed of performance for at least one machine-reengineered process.
  • 75% executives think machine-learning enabled processes can solve previously unresolved business problems.
  • Up to 85% of business and IT executives anticipate making extensive investments in AI-related technologies over the next three years.
  • 89% of enterprises believe that companies that do not adopt a Big Data analytics strategy in the next year risk falling back and losing their market share.
  • Increasing profitability (60%), gaining a competitive advantage (57%), and improving environmental safety and emissions compliance (55%) are the three highest industry priorities in implementing Big Data and Machine Learning initiatives.

*- Source: “How the Industrial Internet is Changing the Competitive Landscape of Industries”, “Rethinking Reengineering”, “Why is Artificial Intelligence Important”

Already using Data Science, ML & AI?

Sigma Software can provide Machine Learning consulting, namely analyze your existing approach and algorithms, make improvement recommendations, and implement them in your Artificial Intelligence solution.

New to Data Science, ML & AI?

Sigma Software Artificial Intelligence and Machine Learning developers can analyze your business, offer beneficial Machine Learning solutions and Artificial Intelligence software, and perform actual ML/AI software development.

SIGMA SOFTWARE IS READY TO BECOME
YOUR MAJOR PARTNER FOR DATA SCIENCE, ML & AI SOFTWARE DEVELOPMENT
LET’S CONNECT

OUR EXPERIENCED AI DEVELOPERS WORK WITH

DATA SCIENCE, Artificial Intelligence and Machine Learning Solutions TO BOOST YOUR BUSINESS

  • Price, trading exchange, and sales forecasting for better planning
  • Auto-detection of specific actions to detect fraudulent activity
  • Advertising targeting based on user behavior to show your ad only to your target audience
  • Chatbots to save on simple user support actions
  • Determining user attitude based on their online statements or actions to understand what users really think
  • Prediction of possible failures for equipment using data from the sensors to prevent and avoid downtime
  • Credit scoring and customer segmentation for risk optimization
  • Recognition, identification and counting of objects (people, vehicles, etc.) for smart surveillance
  • Development of self-learning intelligent agents for different fields

WHAT WE DO

  • ai development
    Exploratory Analysis
    Analyzing your data for explicit and hidden dependencies that might help in achieving your goal
  • ml development
    Continuous Evaluation
    Assessing efficiency of the models to update and adjust when necessary
  • artificial intelligence consulting
    Predictive Maintenance
    Improving systems availability by predicting failure and carrying out preventive operations
  • Artificial Intelligence and machine learning services
    Decision Making Support
    Getting all the information about decision options and consequences of each possible decision
  • Integration
    Automating data integration using Machine Learning techniques
  • Validation
    Tuning the parameters of your models to improve their accuracy
  • Formal Modelling
    Using formal methods to enhance processes and procedures for development of business information software
  • Interpretation
    Explaining the modelled predictions and their parameters

WE HAVE SOLID EXPERIENCE WITH:

    – Data Analytics and Mining – Research and Modelling – Results Verification on Production Data –

Algorithms and Models

  • Regression models
  • Decision trees and random forests
  • Deep Learning and Artificial Neural Networks: CNN, RNN, GAN, VAE
  • Support vector machines
  • Hidden Markov models
  • Bayesian methods
  • and more…

Problem Fields

  • Classification and regression
  • Clustering
  • Recommender Systems
  • Time series forecasting
  • Computer vision
  • Digital Signal Processing
  • Natural Language Processing
  • Reinforcement Learning
  • and more…

TECHNOLOGY EXPERTISE OVERVIEW

TIME-SERIES ANALYSIS AND PREDICTION

Libraries:

  • Pandas
  • Statsmodels
  • Scikit-learn
  • Dynsim
  • Forecast
  • XGBoost
  • Prophet

Areas of Experience:

  • Regression and forecasting
  • Anomaly detection

NATURAL LANGUAGE PROCESSING

Libraries:

  • TNLTK
  • Spacy
  • Textacy
  • Gensim
  • CoreNLP
  • Keras

Areas of Experience:

  • Topic modeling
  • Language modeling
  • Document classification
  • Natural language understanding
  • Question answering
  • Entity recognition
  • Role labeling

Data sources:

  • Dictionaries
  • WordNet
  • DBPedia
  • Wiktionary
  • Common Crawl, etc

COMPUTER VISION AND DEEP MACHINE LEARNING

Libraries:

  • TensorFlow
  • Keras
  • PyTorch
  • Torch
  • Caffe
  • OpenCV

Areas of Experience:

  • Object recognition and detection
  • Objects counting
  • Facial recognition
  • Regression and classification tasks

Models:

  • ResNet
  • Faster R-CNN
  • RetinaNet
  • YoLo

BIG DATA

Platforms we work with:

  • Hadoop
  • Apache Mahout
  • Apache Spark

OUR DOMAIN EXPERTISE

  • eCommerce & Retail
  • Marketing & Advertising
  • Aviation
  • Transportation
  • Gambling

WE ARE EQUIPPED TO BUILD
YOUR DATA SCIENCE, ML & AI SOLUTIONS

  • We contribute to both the
    research and actual
    AI development of your
    solution or product
  • Technical excellence and
    Real-life experience in Artificial Intelligence app development
  • Specialists in many
    different fields, including
    mathematicians and
    technology experts
  • Proven methodology
  • The usage of
    state-of-the-art
    algorithms, research
    techniques and tools
  • The best suitable
    delivery models
  • We are among the best employers
    attracting most experienced Artificial Intelligence engineers and developers on
    the market
  • Support the project for
    the whole lifecycle
  • Exceptional quality, competitive
    cost, and rapid delivery
    guarantee excellent value
You’ve been collecting data for years.
Turn your structured and unstructured data into business insights!

getstarted@sigma.software