Artificial IntelligenceSoftware DevelopmentService Design
Stermedia.ai
Since 2008 we have been helping companies and startups throughout Europe and the US to implement AI, which we can develop and couple with perfect UX.
We have taught histopathological scanners to recognize cancer, we have improved the efficiency of a German car factory by 23%, and we have launched an early warning system for natural disasters in Poland.
86% of clients choose Stermedia based on recommendations.
About Us
Services
Service Design ➔ Workshops➔ UX Design➔ UI Design
Software Development ➔ Web apps➔ Mobile apps➔ Custom software
development➔ Quality Assurance
Artificial Intelligence➔ Natural Language
Processing➔ Image Processing➔ Data Mining➔ Machine Learning➔ Deep Learning➔ Chatbots
ML discovery sprint for a start
Team Augmentation➔ Dedicated Scrum
Teams ➔ To extend your IT staff ➔ To speed up your
software development process and save the money
AI / ML Services
Our AI engineers among the best in the world
1st placeMICCAI 2015 & 2016Munich - GermanyAthens - Greece
2nd placeICPC 2019 by Huawei Technologies, Porto - Portugal
3rd placeKaggle Days 2019Dubai - United Arab Emirates
Artificial Intelligence
6 years on the AI market (half of Polish companies 2 years only) Dedicated team of Data Scientists (graduates and PHDs of mathematics, statistics) and Senior Python Developers
Digital Poland Report - Map of the Polish AI 2019
AI/ML Team
Piotr GiedziunAI/ML TECH LEAD
Experience: 9 yrsFocus: Image Processing, ChatbotsDev: Senior Python Degree: Computer SciencePrevious: software companies
Tomasz JuszczyszynDATA SCIENTIST
Experience: 3 yrsFocus: Data MiningDev: Junior R, C++Degree: Math (PhD)Previous: academic
Maciej PawlikowskiDATA SCIENTIST
Experience: 4 yrsFocus: Time Series Analysis, Demand Forecasting, NLP, Dialog SystemsDev: Mid Python, RDegree: Math, Computer SciencePrevious: logistics company
Michał KrasońDATA SCIENTIST
Experience: 7 yrsFocus: Text Analysis, Image Recognition, BADev: Mid Python, Senior RDegree: Math & Financial MathPrevious: Credit Suisse Switzerland & Poland
Competence
Image & Video Processing Natural Language Processing (text & voice)
Multi-Source Data Analysis
Segmentation, Scoring, Rankling, Classification, Clustering
Time Series, Prediction
Chatbots
ML Discovery Sprint
Business goals
10%
Data understanding
20%
Data preparation
25%
Prototyping
35%
Report
10%
Data Expert
Data Scientist / Machine Learning Engineer with at least 5+ years experience on the field
Schedule
Duration: 1-3 weeks
Total time: 40-120 hours (depending on scope and complexity of the project)
Ready to start: Within 3 weeks from signing the contract
Results
Working prototype
Report
Step by step
Business goals Data understanding Data preparation Prototyping Report
Kick-off meeting to collect domain knowledge about your business, competitors and challenges
You collect your company data and provide to us, based on our specifications.
We do data exploration, verify its properties, volume and quality.
We review the findings and set initial analytical goals.
We select the relevant subset of data, clean it and transform to prepare for prototyping models.
We train Machine Learning models chosen to best fit the problem.
We adjust crucial parameters in the models to improve their accuracy.
Finally, we prepare a written report with an explanation about selected Machine Learning methods/models and recommendation regarding the best approach.
ML report includes
➔ Business problem definition➔ Business context ➔ Data structure & audit➔ ML models used➔ Model training results➔ Recommendations➔ Summary & next steps
An extract of a sample ML report
Full data science process
When ML Discovery Sprint ends, you decide whether you’d like to continue exploration of your full dataset, as well as to work deeper on modelling.
If yes, we setup longer cooperation, based on what we’ve already delivered.
Software Development Services
Mobile & Web Dev Team
Marcin WierzbickiCTO, SOLUTIONS ARCHITECT
Experience: 7 yrsFocus: software solutions, development processesDev: Senior Ruby, JavaScript, React Degree: Computer SciencePrevious: software companies, academic
Mikołaj Giermek PYTHON LEAD
Experience: 6 yrsFocus: full stack developmentDev: Senior PythonDegree: IT & TelecommunicationsPrevious companies: financial & software companies
Ewelina WasilewskaUX DESIGNER
Experience: 6 yrsFocus: user research, analytics, workshops, wireframing, prototyping, interaction designDegree: UX & Product Design, Journalism and Social CommunicationPrevious companies: digital agencies
Jan RomaniakJAVASCRIPT LEAD
Experience: 8 yrsFocus: full stack developmentDev: Senior React Native (Android, iOS), React, Python Degree: Computer Science & Internet EngineeringPrevious companies: software companies
Technology StackHow We Work Backend
Frontend
Mobile
Cloud
AI
Python / DjangoJava / Spring
React JS
ReactNative (Android, iOS)
Amazon Web Services Google CloudMicrosoft Azure
Python, TensorFlow, Keras, PyTorch, Sklearn, OpenCV, Gensim
Scrum Methodology
Continuous Integration, Test-Driven Development
Testimonials
Clients
86% of clients chose us thanks to recommendations
‘Stermedia has delivered high-quality software on time and within budget. We are impressed with their software development expertise and eagerness to find the right solution for their clients."
Peter Kraus, Founder FAMILYAPP LLC, VIRGINIA BEACH, U.S.
"During the process of system development, the company has demonstrated a great understanding of the essence of proposed issues. Stermedia engineers selected all components and techniques perfectly. The solution is secure and stable and the final effect gains recognition of our customers who use the system, written by Stermedia."
Thorsten Andersen, CEOIDENTT GMBH VERIFICATION SYSTEMS, HAMBURG, GERMANY
"Deep learning experts from Stermedia done great job giving us depth analysis of social media (eg. LinkedIn, Twitter, Github, etc.) in terms of search candidates for job, the initial automatic verification data Profile, forecasting changes of job, combining profiles of the same person. "
Piotr Adamczyk, CIOWORK SERVICE S.A., WROCLAW, POLAND
Case Studies - AI
Cancer CenterWeb app helping radiologists and oncologyst to detect and recognise cancer based on medical images.
Methods used:
● image recognition● data augmentation● sharing analysis results across
medical community
Application was awarded 2 times at MICCAI competitions in the field of “Imaging & Digital Pathology” used in cancer diagnostics Technology:Python, React, Deep Learning
IdenTT Office, idenTT2check, idenTT4mobileCustom software for identification and verification of ID cards, passports and money (banknotes). Operation via a scanner or a mobile device.
Methods used: ● face recognition● OCR engine● database of lost and stolen
documents Technology:Django (Python), Android, iOS, Deep Learning OCR engine,, OpenCV
Logo detectionML development to recognise brands on images from the web.
Methods used:
● models of convolutional neural networks enabling recognition of logotypes
● image database tagging● data augmentation for enhanced
training Technology:TensorFlow, imgaug, AWS EC2
Deris App Web application for medical clinics for measuring the size of wounds (area, perimeter, diameter).
Functionalities: ● integration with the camera● measurement and recording of the
test● history of patient visits
Technology:electron.js, node.js, leaflet.js, JavaScript, HTML + CSS, Web SQL
Work ServiceClient: Leading HR company in Poland.
Functionalities:
● Recommendation platform for matching job offers with potential candidates
● Bot calling candidates for a first interview
● 10 models of artificial intelligence
Technology:
Python, k-means, knn, NEF, LDA, PCA, Factorization Machines, xgBoost, word2vec, levenshtein distance, django, Django Rest Framework, d3.js, ggplot
Stock level monitoringClient: Leading German car manufactorer
Quality - were there any significant quality problems
Demand - volatility of demand and accuracy of prediction
Maintenance of the parameter - whether historically the state in the warehouse corresponded to the established safety parameter
Deliveries - statistics of delivery times
Other - information about containers, standing on the line or other potential factors that may influence the choice of the parameter
Case studies - Software Development
Family AppClient: Family Fabric, USA
A mobile app for safe communication and activities among families and family members.
Functionalities:
● 1:1 and group chat● events● articles● multimedia
Technology:React Native, Python Django, React, Ruby on Rails
Breast TestersClient: NGO, Poland
Mobile application supporting the social campaign "Cancer is curing".
Functionalities:
● self-testing instructions for patients● suggestions for optimal test time along
with a reminder● weight controller and BMI● articles and social elements
App awarded in Mobile Trends Awards contest (health cathegory)
Technology:Android, iPhone, Windows Phone, JSON
GastroNaviA mobile and web application to search for the best local restaurants.
Functionalities:
● search by menu / location● rating● payment● interface in Polish and English
Technology:Android, Django, Python
Documentation AppClient: Worldwide power generator factory (HQ in USA)
Functionalities:
● App for Staff to show/manage manufacturing documentation on production hall
● help, instruction● interface is in Polish and English.
Technology:Android, Ruby on Rails
Business ZoneClient: Media Regionalne (owned by Polska Press Grupa - the biggest regional publisher in Poland).
5th the biggest business vertical in Poland. Local SME websites network.
Programming of the 1st version of a product. Functionalities:
● editorial articles● users’ comments● related content
Technology:PHP / Drupal
SLA systemClient: NASK - national research institute supervised by the Ministry of Digital Affairs in Poland
Dedicated/Custom tool for providers of broadband Internet access, corporate networks, data transmission,collocation and hosting, videoconference, as well as network security services.
Tool for clients shows:
● statistics data flow from devices● drag&drop charts● SLA - quality, transfer● reports for existing customers
Technology:Liferay, Java (JEE), Symfony Framework (PHP), MySQL, Active Directory, CAS
Andoncloud.plSoftware and terminals for process control in the production hall
Functionalities:
• Machine continuity control• Notify the manager via text message / email about stopping production• Automatic machine hours reports• Export to Excel, integration with other systems, access control
Concepts, ideas and information, as well as the context in which information is presented in this document, are confidential business information of Stermedia Sp. z o. o. and may not be used or reproduced without written permission .
Stermedia Sp. z o.o. declares to keep confidential all information that has been obtained in the bidding process. The obligation of secrecy also extends to all employees of Stermedia Sp. z o.o.
Piotr Krajewski
CEOfounder
mob. +48 694 234 [email protected]
Artur Karda
Digital Transformation DirectorHead of Sales & Marketing
mob. +48 695 396 [email protected]
www.stermedia.ai