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 as a service, namely analyze your existing approach and algorithms, make improvement recommendations, and implement them.

New to Data Science, ML & AI?

Sigma Software can analyze your business, offer beneficial Machine learning solutions and artificial intelligence software, and perform actual ML and 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 ENGINEERS 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
  • Exploratory Analysis
    Analyzing your data for explicit and hidden dependencies that might help in achieving your goal
  • Continuous Evaluation
    Assessing efficiency of the models to update and adjust when necessary
  • Predictive Maintenance
    Improving systems availability by predicting failure and carrying out preventive operations
  • 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
    development of your
    solution or product
  • Technical excellence and
    Real-life experience
  • 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 AI engineers and AI 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!