1. Home
  2. /
  3. Services
  4. /
  5. Artificial Intelligence & Machine Learning Development Services
Integra Sources home button.

GET IN TOUCH
An Integra Sources female programmer is working to create an AI-based application.

Artificial Intelligence & Machine Learning Development Services

Artificial intelligence and machine learning-based software are widely applicable for automation, forecasting, and anomaly detection.
Integra Sources is one of the leading ML and AI development companies.

What we do

Our team specializes in applying artificial intelligence and machine learning technologies to IoT and embedded systems projects. Integra's specialists work on big data processing, image recognition, video analysis, object detection and tracking, face recognition, and emotion recognition. As a machine learning development company, we build custom ML and AI-based software solutions for healthcare, manufacturing, banking, robotics, sports, telecommunications, and other industries.
A printed circuit board and its components A printed circuit board and its components

What’s included

Data analytics on a laptop computer screen

Data Analytics Development

By providing machine learning development services, our data analytics team will help you make the most of the data you have. We perform data mining, data classification, and analysis and create predictive models using machine learning algorithms.
Integra Sources' programmer works with desktop and mobile versions of the application.

Optical Character Recognition (OCR)

As part of artificial intelligence development services, our agency develops OCR engines for extracting data from documents, photos, images, and videos. We have broad experience in training AI systems and optimizing machine learning algorithms to improve character recognition speed and accuracy.
Integra Sources CEO is talking to a customer.

Have an idea?

SUBMIT A PROJECT

Our projects

Check Integra’s previous projects delivered within our AI and ML development services.
A computer vision system for preventing falls of the elderly - Integra Sources project

Algodroid R&D Project: Computer Vision System for the Elderly

A video monitoring system uses computer vision and machine learning to track people's activities throughout the day and detect falls in real time.
  • Computer vision
  • Healthcare
  • Machine learning
  • R&D
  • Smart Home
  • Startup

Autonomous Robotic Lawn Mower

The robot has an autonomous navigation system with sensors and intelligent algorithms. We provided both hardware design to software development.
  • Computer vision
  • Consumer electronics
  • Embedded hardware development
  • Embedded software development
  • Firmware development
  • R&D
  • Robotics
Optical Character Recognition Module - Integra Sources project

Optical Character Recognition Module for Invoice Capture Software

The OCR module makes it possible to extract information including the invoice date, number, the total sum of the purchase, and line-items.
  • Computer vision
  • Machine learning
  • Mobile app development
  • OCR

Awards

Three Integra Sources' specialists are discussing a project.

Why choose Integra Sources

Innovative problem-solving skills, in-depth expertise, and enthusiasm make us a strong partner for hardware and software development.
LEARN MORE ABOUT OUR WORKFLOW

Integration

  • Adaptation to customers’ management systems
  • Integration into customers’ development processes

Flexibility

  • Flexibility in development
  • Flexibility in communication

Communication

  • High level of communication
  • Personal account management
  • Legal security guarantee

Transparency

  • Transparency in development processes
  • Customer’s dashboard
  • Clear timelines
CONTACT SALES TEAM

Industries

LEARN MORE ABOUT THE INDUSTRIES WE WORK WITH
A tablet computer held in hands.

Consumer Electronics

Consumer devices, wearables, smart home solutions, desktop, mobile, and web applications.
A man is checking the work of power electronics.

Power Electronics

BESS and BMS solutions, charging systems, electric motor controllers, power conversion.
Mining machinery underground.

Extractive Industry & Manufacturing

Industrial automation, industrial IoT, computer vision, tracking solutions, wearables, industrial UAVs.
Two doctors are working with medical equipment.

Healthcare

HMIs for medical equipment, wearables, computer vision and AI-based diagnostics solutions.
A man sitting in a truck cabin.

Logistics & Transportation

Location and status tracking for freight and vehicles, warehouse robotics, order and warehouse management systems.
A female professor in a classroom.

Science & Education

Measuring and testing equipment, programmable robots, e-learning solutions, curriculum management systems.
A girl with a tablet computer is standing on a crop field near a harvester.

Agriculture

UAVs and autonomous robots, soil analysis and climate control systems, solutions for precision agriculture, asset tracking.
A man is recording himself on a video camera.

Entertainment

Multimedia solutions, video streaming systems, desktop and mobile applications, drones.
Industrial robots at a plant.

Robotics

Hardware and software, electric motor controllers, computer vision algorithms, AI solutions.
A tablet computer held in hands.

Consumer Electronics

Consumer devices, wearables, smart home solutions, desktop, mobile, and web applications.
A man is checking the work of power electronics.

Power Electronics

BESS and BMS solutions, charging systems, electric motor controllers, power conversion.
Mining machinery underground.

Extractive Industry & Manufacturing

Industrial automation, industrial IoT, computer vision, tracking solutions, wearables, industrial UAVs.
Two doctors are working with medical equipment.

Healthcare

HMIs for medical equipment, wearables, computer vision and AI-based diagnostics solutions.
A man sitting in a truck cabin.

Logistics & Transportation

Location and status tracking for freight and vehicles, warehouse robotics, order and warehouse management systems.
A female professor in a classroom.

Science & Education

Measuring and testing equipment, programmable robots, e-learning solutions, curriculum management systems.
A girl with a tablet computer is standing on a crop field near a harvester.

Agriculture

UAVs and autonomous robots, soil analysis and climate control systems, solutions for precision agriculture, asset tracking.
A man is recording himself on a video camera.

Entertainment

Multimedia solutions, video streaming systems, desktop and mobile applications, drones.
Industrial robots at a plant.

Robotics

Hardware and software, electric motor controllers, computer vision algorithms, AI solutions.
We've worked with
enterprises
and
startups
from Europe, the USA, Australia, and Asia
DaVinci Innovation Labs logo. AVerMedia logo. The Medical Team logo. Red Pitaya logo. GP2U logo. University of East London logo.

Testing and certification

Integra’s services include thorough testing, debugging, and pre-certification steps. Our experts carefully review the certification requirements applied to the product and stick to them at all development stages. We provide all the necessary documentation for further electronics certification and software audits.
DISCUSS A PROJECT
DISCUSS A PROJECT
Show more

Explore our workflow

GO TO WORKFLOW PAGE
1

We get acquainted with the concept of the future solution and sign a non-disclosure agreement. The team gathers project requirements, studies relevant documents, and analyzes rival products on the market. At this phase, a preliminary project evaluation is made

2

We contact the customer to confirm the project requirements. Then we create a technical specification and set a budget and deadlines.

3

We make the final evaluation of the project, make up a team, and schedule its workload.

4

We sign a contract for software development. The team gets to work.

5

We select libraries, languages, and tools and get into software development. The team identifies and eliminates bugs and optimizes the performance of the software. Customers receive daily reports on the progress. If necessary, the plan can be amended.

6

The team tests all the software functions. We check its performance under corresponding operating conditions and run some tests required for product certification. If necessary, the product is then modified.

7

After the tests, we finalize the necessary documentation. We can prepare manuals if the product is designed for in-house use.

8

When the development process is finished, customers can enjoy a free warranty period. During this time, the team will fix any bugs and defects in the product.

Reviews

"Integra Sources are great to work with and highly skilled. Definitely A graders.”
James Freeman
CEO at GP2U Telehealth
"The database has satisfied all scope requirements. The upgrades have improved communication and performance. Team strengths include accessibility and problem-solving and they are unafraid to research problems and develop their own solutions. Integra demonstrated strong management skills when they managed our servers for a week during an important trade show; we showcased our product at the event. Communication channels are always fluid and straightforward."
Eduardo Ruiz
Founder & CEO at Ruiz Aerospace Manufacturing
"Integra's team helped us clarify our requirements and change systems architecture to achieve the final goal. I'd say that the flexibility and enthusiasm of both engineering and management teams throughout the whole project were some of the things we value most in our collaboration.”
Dr. Sam Wass
University of East London
Show more

Frequently Asked Questions

Read this information to better understand our AI and ML development services.

What’s the difference between artificial intelligence, deep learning, and machine learning?

In a nutshell, artificial intelligence is a way to make machines think like humans, and machine learning is an approach to achieving artificial intelligence. Machine learning development is about writing algorithms that can make sense of data – classify data, find patterns and correlations, and learn from data to make predictions – all without human intervention. Deep learning, in turn, is one of the most widely used techniques for implementing machine learning. It uses a neural network architecture that consists of multiple layers to learn features from the data.
 
Within our machine learning development services, our firm delivers projects of various complexity, from a simple ML-based application to a complex AI-enabled system.
 
We need a large amount of data for model training and a powerful data processing system to build a successful deep-learning application.

What technologies do you use to build machine learning systems?

We use the OpenCV library for projects with advanced image processing needs. We also use Amazon and Azure machine learning services to build predictive models and automate data processing tasks. Other machine learning technologies in our tech stack include TensorFlow, Keras, Caffe/Caffe2, and OpenALPR.

What tasks can you solve with ML?

Machine learning tasks we’re best at include:

  • Training neural networks to build classifications
  • Object recognition
  • OCR
  • Face recognition
  • Human detection
  • Predictive analytics
  • Natural Language Processing (NLP) for text and voice applications
  • Recommender systems

What does the process of machine learning development look like?

We normally use a standard workflow for machine learning solution development. First, we need to look at the task and understand whether machine learning is an effective way to solve it. If it is, the next step is to collect meaningful data for training purposes, classify it, and analyze it. When the dataset is ready, we can start learning model development. One of the most important stages is model training based on the existing dataset. This usually takes a few design experiments and iterations. Once we get the proof of concept, we’ll integrate our model with your solution and launch it into production.

What if I don’t have enough data?

Lack of data leads to unsatisfying results. The more data there is, the more accurate the algorithm. If you don’t have that quantity of data, we need to collect it, if possible, from online sources and build a training model. There are a lot of open-source resources that contain databases with categorized data for system training. Also, there are some paid resources where we can create a database with the needed information for training purposes.

Where is AI development mostly applied?

Artificial intelligence is widely applicable in computer science, aviation, marketing, telecommunications, and logistics. AI is used for healthcare, educational, financial, and military projects, as well as in many other fields.

Do you provide technical support for the application after the project is completed?

Yes, we do. We can provide customer support, not only during the warranty period but as long as you need it. Our consultants will be ready to give you online tech support on any issue.

Can you guarantee the quality of the product?

We pay great attention to the quality of our work. The customer receives fully functional software and a detailed user manual. After finishing the project, we provide a free warranty period, during which the team will eliminate any discovered bugs. During the post-warranty period, we can also provide advice on possible modernization and modification of your product.

What is the minimum completion time?

The timing of a project largely depends on its specifics, complexity, scale, choice of components, and logistics. For example, a project audit can take 1-2 months, while AI-based software development usually lasts much longer. We always set realistic deadlines when preparing the spec and stick to the schedule at all project stages.

What do I get when the project is finished?

Upon project completion, the customer receives a fully functional software product, source codes, and detailed technical documentation. The customer will receive all the necessary instructions on how to use the product. We will also answer any questions and provide training if necessary.

What about intellectual property rights?

The cession of intellectual property rights is legislated in our contracts. We also sign a non-disclosure agreement to protect any sensitive information. We will mention your project on our website and other platforms only with your permission.

We cooperate
with the whole world

See case
See case
See case
See case
See case
See case
See case
See case