Development of Products Based on Data Science and Machine Learning

Industrial Sector
  • Identifying factors influencing product quality
  • Forecasting equipment failures
  • Reduction of defect rates
  • Scheduling for equipment maintenance and debugging
  • Production optimization for maximum product output
Fintech
  • Forecasting the volume of bond purchases and sales
  • Early warning of possible bankruptcy
  • Determining the amount of compensation or credit
  • Assessing financial solvency
  • Detection and prevention of fraud and data leaks
Retail Sector
  • Managing pricing strategies
  • Identification of key value items (KVI)
  • Inventory management
  • Analysis of customer loyalty levels
  • Demand forecasting for products and services
Healthcare
  • Streamlining customer registration
  • Diagnosing based on disease symptoms
  • Identifying disease triggers
  • Determining susceptibility to illness
  • Providing recommendations and prescribing treatments
Advertising & Marketing
  • Predicting customer behavior
  • Determining the effectiveness of advertising campaigns and channels
  • Estimating product demand
  • Predicting and preventing customer churn
  • Creating personalized offers based on customer interests
Logistics
  • Route optimization and reducing the number of vehicles
  • Early warning of potential risks to prevent supply chain disruptions
  • Forecasting warehouse occupancy
  • Calculating transportation costs with multiple variables
  • Predicting transportation efficiency

Complete Data Science development cycle

More than 30 specialists: Data analysts, Data engineers, Data scientists, DBA administrators, ML engineers. We work with various hardware, including RFID scanners, 3D scanners, photo and video cameras, medical devices, and others.

Data Collection
Data Cleansing
Data Analysis
We collect and process large volumes of data, visualize them, and build metrics to identify patterns. Based on this information, we develop solutions to improve the product.
Model Building
We build models that help predict future events.

For example, forecasting potential downtime at a facility, road congestion, potential demand for a product, and more.
Model Deployment
We train ML algorithms to work with Big Data.

For example, facial recognition, creating recommendation systems for users (movies, music), inventory control, procurement planning, and more.
Results Analysis
We analyze the obtained data and provide suggestions for improvement.

Collaboration Options

Team Strengthening

Individual specialists or a ready-made team under your management on a full-time basis.

  • Data Analyst
  • Data Engineer
  • Data Scientist
  • Database Administrator
  • Machine Learning Engineer

Full-cycle product development — management, development, testing, and implementation.

Transfer of exclusive rights to the developed software after project completion.

Why it's beneficial to work with us

Experienced mathematicians and analysts
Specialists with a mathematical background will work on your project. Our expertise is supported by certifications in Developing Big Data Solutions, Processing Real-Time Data, and Orchestrating Big Data.
Experienced mathematicians and analysts
Business mindset
We not only analyze existing data but also provide ideas and solutions for your business.
Business mindset
Technological expertise for solving complex tasks
You can choose any technology stack to achieve the desired results. We will help analyze and suggest what will provide the optimal outcome.
Technological expertise for solving complex tasks
Quick immersion in the project, problem domain, and business
With experience across different market segments, we have gained rich industry expertise in industries such as manufacturing, retail, fintech, and others.
Quick immersion in the project, problem domain, and business
Smart Apartment Selection System
Smart Apartment Selection System

The solution helps select an apartment, taking into account where family members work and study. The system analyzes travel time and traffic jams, as well as travel time on public transport. Additionally, we displayed nearby infrastructure on the map: stores, ATMs, parking lots, schools, and services.

The system helps a real estate company retain clients and close deals faster. We automated the system of collecting information about houses — the data automatically goes into the CRM, so the realtor spends time on clients, not on paperwork.

Real Estate Valuation System
Real Estate Valuation System

The system predicts the prices of apartments and when they will be sold. The algorithm analyzes the average apartment price on the market and shows it to the user. The user can choose the recommended or any other price, and the system will recalculate the time of sale. The higher the price, the more time the deal will take.

We integrated the system into a real estate portal. As a result, the churn of the portal users decreased. The prediction error of the system is within 4%.

Procurement Data Collection
Procurement Data Collection

We developed a parser of data from 20+ electronic trading platforms. Data is collected on a schedule from web pages, the ability to interact with sites via API (SOAP, REST) is automatically checked. The parser is launched and controlled via HTTP requests.

Project features:

  • High requirements for the completeness and quality of the collected data.
  • Validation of the site structure for layout changes before data collection begins.
  • Parsing data on demand, in real time using a configured filter to all sites.
Case Studies
Smart Apartment Selection System

The solution helps select an apartment, taking into account where family members work and study. The system analyzes travel time and traffic jams, as well as travel time on public transport. Additionally, we displayed nearby infrastructure on the map: stores, ATMs, parking lots, schools, and services.

The system helps a real estate company retain clients and close deals faster. We automated the system of collecting information about houses — the data automatically goes into the CRM, so the realtor spends time on clients, not on paperwork.

Show case Hide
Real Estate Valuation System

The system predicts the prices of apartments and when they will be sold. The algorithm analyzes the average apartment price on the market and shows it to the user. The user can choose the recommended or any other price, and the system will recalculate the time of sale. The higher the price, the more time the deal will take.

We integrated the system into a real estate portal. As a result, the churn of the portal users decreased. The prediction error of the system is within 4%.

Show case Hide
Procurement Data Collection

We developed a parser of data from 20+ electronic trading platforms. Data is collected on a schedule from web pages, the ability to interact with sites via API (SOAP, REST) is automatically checked. The parser is launched and controlled via HTTP requests.

Project features:

  • High requirements for the completeness and quality of the collected data.
  • Validation of the site structure for layout changes before data collection begins.
  • Parsing data on demand, in real time using a configured filter to all sites.
Show case Hide
1200+ completed projects   20 years of improving our expertise   830+ customers

Technologies

Directions
Predictive analytics, text processing (NLP), Computer vision, Resume and image processing, anomaly detection
Tools for building models and algorithms
PyTorch, TensorFlow, Keras, MxNet, Scikit-Learn, OpenCV, OpenVINO, DialogFlow
Data preparation tools
SQL, Spark, Pandas
Infrastructure Tools
AWS (SNS, SQS, Kafka, Lambda, EC2, EMR, ELB, ASG, Kinesis, CloudWatch, S3, RDS, CloudFormation, etc), Terraform, Chef, HopsWorks, ELK, Grafana, Sumo Logic, New Relic
Projects
Technologies
JavaScript, TypeScript, HTML 5, CSS 3, LESS/SASS/SCSS
Libraries and frameworks
Angular 5 – 12, (NgRx), React (Redux, MobX, Next.js), VueJS (Vuex, Nuxt.js), NodeJS (Express), React Native, GraphQL (Apollo)
Android
Kotlin, Java, Rx, Coroutines
iOS
Swift, Objective-C, Rx
Multiplatform
Flutter, React Native, Xamarin
Device
SmartWatch, SmartTV, Online Checkout, Phone, Tablet
Frameworks
Symfony, Laravel, Yii, CakePHP, Zend, Codeigniter, Slim, Lumen
CMS & Platforms
Bitrix, OpenCart, WooCommerce (WordPress), Drupal Commerce, Modx, OROPlatform
Programming languages
Java, Kotlin, Groovy, Scala
Frameworks
Spring (Core, MVC, Security, Data, Batch, Boot, AOP, Integration, Cloud), Hibernate
Desktop
JavaFX, Swing
Frontend (Fullstack)
HTML/CSS, Bootstrap, AJAX, JSP, JavaScript, jQuery, Apache Tiles, JSTL, Thymeleaf
CMS
LifeRay, Magnolia, Alfresco
Cloud technologies
Kubernetes, OpenShift, Spring Cloud, SSO, AWS Lambda, Reactive Streams, UML
Frameworks
Django, Flask, aiohttp, Pandas
Solutions
Hardware management, system utilities, low-level development, monolith, microservices, desktop applications
Standard
С++ 98, С++ 11, С++ 14, C++ 17
Libraries
OpenCV, Boost, Google Glog, Google Test, QT, Chromium Embedded Framework
Technologies
XSLT, MFC, Direct 3D, QML
Web, backend
ASP.NET MVC, ASP.NET WebAPI, ASP.NET Core
Desktop
WinForms, WPF, UWP, Avalonia
Data management
ADO.NET, Entity Framework, Entity Framework Core, Dapper, NHibernate
Frontend (Fullstack)
Razor, HTML/CSS, Bootstrap, Javascript, AJAX, jQuery, Angular, React
Cloud technologies
Azure, ServiceFabric, Cosmos DB, SSRS
Business
Dynamics CRM, Sharepoint
Containers
Docker, Docker Compose
Queues
Kafka, RabbitMQ, NATS 2.0 (nats-streaming)
Database
PostgreSQL, MySQL, MariaDB, Redis, Consul, MongoDB
Libraries
Go-micro, gorilla web toolkit, chi, goconvey, mockery, golang-migrate, sqlx, uber-go, logrus
Authorization
LDAP, JWT, Custom token
Assembly systems
Make
Dependency systems
Go modules, Dep, Vendoring
Service Discovery
Consul, Kubernetes
Configurations
ERP, Complex automation, Enterprise accounting, Trade management, Salary and personnel management, etc
Integration options
Warehouses, production, retail, sales, financial departments, personnel management
Solutions
Comprehensive testing of web, desktop and mobile applications. End-to-end testing, API testing, integration testing
Test documentation
Creating checklists, test cases, test plans using test design techniques
Audit and control
Audit of the application and processes. Quality control at all stages of application development
Web application testing
DevTools, Git, Jaeger, Rancher, Kubernetes, Redis, Curl
Mobile application testing
Android Studio, X-code, Fiddler, Charles, Crashlytics, iTools, Fabric, iFunBox, Fake GPS, Flurry, Google Analytics, Firebase Crash Reporting
Web front
Selenium, Java — JUnit, TestNG, Selenide, Selenoid, Python — RobotFramework, Pytest, Behave, JS — Jasmine, Protractor, C# – Nunit
Mobile
Espresso, Appium, XCTest
Web API
Java — RestAssured, Python — Requests, RobotFramework
Desktop
Ranorex, TestComplete, Winium
Stress testing
Jmeter, YandexTank, Gatling
Identification and analysis of requirements
Product concept and vision development, Customer Development
Description of business processes and user scenarios
UML, BPMN, IDEF0, EPC, Use Cases, User Stories
Architecture and databases
Development of logical models, ERD, SQL queries, non-relational databases
Prototyping
Web and mobile, adaptive prototyping, UI design
Terms of reference and documentation
TOR, specifications
UI/UX requirements examination
UI/UX audit (analysis of ratings and reviews, competitive analysis, user interviews, FG testing, questionnaires, user behavior analysis), UX design (characters, Customer Journey Map), A/B testing
Integration
API, Swagger, JSON, XSD, XML, REST, SOAP, UML
Web analytics
Google Analytics, Yandex.Metrika
Technologies
Altova, Aris Express, Axure RP Pro, Balsamiq, Bizagi, Business Studio, Cawemo, Confluence, Draw.io, Enterprise Architect, Figma, FlairBuilder, Help-desk, JetBrains, Jira, JustInMind, lucidchart, Marvel, Microsoft Visio, MS SharePoint, Oxygen, pgAdmin, Photoshop, Pidoco, PowerDesigner, SQLite, Visual Paradigm, Web Sequence Diagrams
Infrastructure
Bare metal, AWS, Azure, DO, Proxmox, VMware
Configuration
Ansible, Terraform, Vagrant
CI/CD
Gitlab, Jenkins, Teamcity
Containers
Docker, Kubernetes
Database
PostgreSQL, MySQL, MongoDB, Redis
Queues
Kafka, RabbitMQ
Networks
VPN, firewalls, Load balancers
Monitoring
Zabbix, Prometheus, ELK
Solutions
Troubleshooting, audit, Linux
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