<p>We partnered with Deloitte on their spin-off project for an automotive industry leader, BMW. Our Research &amp; Development team worked closely with both companies, sharing our expertise in data analytics, data processing, and data architecture.</p><p>The project aimed to track brand new BMW vehicles as they travel from factories to dealerships and monitor their condition to ensure their safe and timely arrival. We needed to design an effective solution for monitoring BMW vehicles around the world so that the company could respond quickly to suspicious events. We also had to find a way to analyze the delivery processes for each car model and series.</p>

Codete Portfolio | Case Study: BMW/Deloitte

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<p>Codete was involved in cooperation with Deloitte on a spin-off project for the automotive industry leader. The goal of the project was to track BMW vehicles on their way from the factory to the car dealers.</p><p>&nbsp;</p><div class="raw-html-embed"><h3>Data and analytics consulting services</h3></div><p>The project required expert knowledge in a very specific tech-stack, including a scientific approach to data architecture and analysis. Our internal R&amp;D department worked closely together with BMW on the client's side and Deloitte as our partner in the project.</p>

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<p>Data flows everywhere and making use of it can bring great business advantages. Almost every business process can be optimized based on the data collected, but to measure the results, you need to apply a set of metrics. To generate these, you need to store and process the data to find meaningful patterns.&nbsp;</p><p>Finding patterns and predicting outcomes based on the data you collected – that’s exactly what machine learning was designed to do.</p><p>During our collaboration with Porsche, we came up with the idea of creating converters that allow reusing older, already proven, and taught machine learning models, and adapting them for new technologies. The concept revolves around writing a fully functional converter that creates a completely new model in a different language or with newer machine learning libraries.</p>

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<p>Many companies have developed a variety of machine learning models to find patterns and predict outcomes in the data they are collecting. After several years, they are still stuck with the legacy models written in the past, which require maintenance. Technology moves forward – a few years ago one of the most common ML libraries was Theano, while currently, Keras and especially Tensorflow are the chosen ones. Despite advancing with the technology stack with their main tools usually, ML aspects are left as they were, especially because it would require tremendous effort to rewrite and re-teach all the models.&nbsp;</p><p>Maintaining two technology stacks and architectures – one for the main tools and the second for ML aspects multiplies the effort needed, adds additional costs, and leads to more issues as the setup is overcomplicated. Another related issue is the need to have the development teams spread across multiple technologies, without the possibility to move forward and use more modern ones. Codete’s task was to assist Porsche in finding an effective solution to deal with the above-mentioned issues.</p>

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A ML-based, foolproof converter to reuse older, well-proven models while preparing them for the adoption of emerging future technologies

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<p>Codete has come up with an idea of creating converters, which would allow Porsche to reuse older, already proven models, and adapt those for new technologies. The idea revolves around writing a fully functional converter, which will create a completely new model, in a different language or with newer machine learning libraries. For the proof of concept phase, we have selected Keras and Tensorflow libraries as the most popular nowadays.</p><p>&nbsp;</p><div class="raw-html-embed"><h3>DLC Converter for effortless reusing of aged ML models</h3></div><p>The DLConverter software that we proposed targets the conversion of machine learning models with special emphasis on the deep learning subset. It strives to be portable and secure by utilizing containerization principles via Docker and it’s easy in day-to-day usage, yet pleasant for the eye of users.&nbsp;</p><p>We have developed a set of Python libraries that can take Tensorflow models, process them and produce a model in Keras. This is exactly the same model, all of the results are the same, but we have managed to change the library behind it without any need for further development or learning. That was exactly the result we wanted to achieve – with the use of our converter, we were able to translate a model from one framework to the other without any additional work.&nbsp;</p><p>&nbsp;</p><div class="raw-html-embed"><h3>Process improvement plan for future maintenance</h3></div><p>With converters like that, you can take all of the obsolete, legacy models your company uses and replace them with more modern ones, fitting the current tech stack better. We plan to do the same with other ML libraries and frameworks. Our next targets would be MXNet with its R applications and integrating the general solutions for models meeting ONNX standards, which would cover multiple frameworks like PyTorch or Caffe.&nbsp;</p><p>The DLConverter is suited for distributed teamwork, e.g. each team can work on the specific technology-to-technology conversion. It’s possible thanks to a custom and highly automated work environment, developed specifically for this project. This workflow enables faster feature development and improves software reliability.</p>

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 Porsche

Automotive Software & Tech Solutions for Automobile Industry

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The automotive industry is a field of groundbreaking research and innovative technologies. Whether you are a disruptive startup or an established company, don’t hesitate to contact us. We can offer you a wide range of services, from audit and consulting to software development, support, and maintenance. As a rule, we provide our clients with bespoke automotive software development services, fully adjusted to their specific needs and based on an understanding of their business perspective.

At Codete, we have over a hundred experienced software developers, and more than half of them are senior-level specialists. But our amazing team also includes data scientists, machine learning and artificial intelligence experts, UX/UI designers, quality assurance specialists, and DevOps engineers. We are well equipped to provide you with a team of dedicated professionals to work as a standalone external IT department or as an extension of your tech team to speed up your software development process. But if you prefer, we can take charge of the entire development process from start to finish and deliver a custom application for you.

As for our portfolio, we’ve worked with global automotive industry leaders like BMW and Porsche. We have implemented several enhancements to their processes, analytics systems, and infrastructure, using technologies like Spark, Hadoop, WebSphere MQ, Scikit-learn, Tensorflow, and beyond. Reach out to us and see what we can do for your business.

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Codete’s dedicated software development specialists mean more resources, more capacity, and more expertise for your business. Our automotive software development teams are fully flexible and scalable, ready to adapt to changing needs. We offer clear terms of collaboration, fast onboarding, and quick access to professionals with relevant business expertise and data science specialists – so you can focus on gaining a competitive edge in the automotive industry.All that by simply using automotive software development services. 


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Our engineers can operate either as an independent, cross-functional, project-dedicated team or as a loose collective of various experts joining an already existing team – whatever you feel is most appropriate at a given time. We’re experienced in working within the automotive industry both on-site and off-site, even 100% remotely, and we’re willing to adapt to your company culture and preferred project management methodology.

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We have the capacity to support you at any stage of software development in automotive – from audit, through conceptualization and design, to development, testing, and deployment – and also take over the entire product ownership. We have a variety of IT specialists at hand who can step in at any stage of your digital product's delivery.

An R&D project to process data based on real-time tracking of a set of vehicles as they travel from the manufacturer to the dealership

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<p>Each car sends frequent messages with its current position and state of its sensors. This data needs to be matched with the detailed information about the vehicle, which is stored in another system. The number of incoming messages is planned to be very high, so all the processing is done within a distributed architecture, using state-of-the-art big data tools.</p>

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 BMW/Deloitte

Custom Software Development for Logistics & Transportation

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We are a logistics software development company. During our over decade-long presence in the global market, we have collaborated with numerous startups, scaleups, corporations, and corporate spin-offs, as well as business innovation labs from various industries. To achieve their goals, we have delivered customized logistics software solutions based on advanced hardware and software, embedded in the bigger picture of the client’s overall business model.

We always build on a thorough understanding of our client’s business goals, as we believe that only with our partner’s perspective, we can deliver the right solutions to achieve their objectives. Our digital products fully support the entire process of digital transformation. We offer both consulting services and transportation software development – we can complement your existing technical department with our dedicated software specialists, set up a complete software development center to relieve you of all IT activities, or deliver software tailored to your requirements. You can also count on our assistance in support and maintenance, too.

Flexibility is in Codete’s DNA. We are happy to put together a customized package of logistics software development services for you. We are always ready to adapt to our client’s corporate culture and project management processes. With more than 350 talents on board who are proficient in all top technologies, we can easily respond to changing circumstances in the course of our collaboration.

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Codete’s tech experts support companies in optimizing their business processes by implementing cutting-edge logistics management software solutions, such as the IoT. Our business consultants and engineers with a strong computer science background advise our clients on transportation software development and provide comprehensive services as needed. We build sustainable, scalable, and effective systems from the ground up.

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We design and implement logistics software solutions using the most advanced and innovative technologies that precisely address the pain points of our client’s business processes. We approach each process optimization individually and tailor it to our partner’s needs to help them remove all obstacles and reduce risks, supply chain-related costs, and maintenance-related outlay.

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Our partnerships are built for the long-term from the start – we always strive for lasting business relationships that allow our software development teams to design and implement longstanding solutions, ensuring technological sustainability. Codete’s solutions for digitalizing business processes, including those in the logistics and transportation industries, are designed to remain fully functional over time, easy to maintain, and open to further optimization.

Big Data Technologies & Data Science for Your Digital Growth

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Over the years in the market, we have provided big data consulting services to companies of all sizes and from many business verticals. We have experience working on big data analytics and data quality management for e-commerce platforms, marketing, and advertising agencies, automotive companies, and fintech startups – among others. Our solutions provide a comprehensive toolbox for creating data pipelines that connect a wide range of data storehouses and cloud-based applications. As a standard, they offer on-premises and cloud-based analytics technologies, as well as integration platforms and streaming analytics to handle data as it arrives.

Every business is different, but all are surrounded by massive amounts of data. We know that big data services and solutions deliver the best results when they are tailored to a company's unique needs. Before implementing a data management solution, we take the time to thoroughly analyze and understand our clients’ business model. Only by looking at things from both our and our client’s perspectives, we can see the project from a 360° perspective and develop the right analytics for big data to achieve the desired business goals. 

One of the biggest benefits of having Codete as your data science consultant is that we can help you optimize your business model and become a pioneer in digital transformation. With our battle-tested solutions for identifying data benefits and designing and analyzing pipelines, our data scientists can explore your core data and create tools that meet your expectations. Our teams handle the design and implementation of data monitoring tools and databases, as well as solving challenges related to data storage, indexing, linking, and querying big data when necessary.

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No analytics for big data can be 100% successful without a good understanding of the data sources, the information itself, and why it is important to the company’s business operations. Once the problem is clearly defined and an appropriate approach is taken, we can clean the data – finding duplicate records, cleaning up incorrect values, and correcting missing values and outliers.

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Codete’s data pipeline design services focus on developing cost-effective and user-friendly data management tools to extract meaningful information from collected data. Our data consultants identify big data opportunities for our clients, and then perform various analytical tasks at three basic levels: prescriptive, predictive, and operational. As a result, our clients receive an appropriate toolset, as well as recommendations for optimization or prevention, insights into potential operational risks and outages, and dashboards for real-time monitoring of their data. 

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We believe that competitive advantage comes at the intersection of business, data, technology, and people. We work closely with our partners and connect with them daily to stay woven into their data processes and unlock their full potential. Our talented teams of data scientists, machine learning experts, software engineers, and IT consultants have the expertise it takes to design and implement top-quality analytics for big data tailored to help your business thrive in the digital age. We can guide you all the way to becoming a truly data-driven business.

<p>Our challenge was to deliver an improved web application to help easily find, compare and sign up for thousands of language courses and study programs. The main requirement our client had was to increase the overall performance of their platform and implement many enhancements, including SEO improvements.</p><p>We put a lot of focus on adapting the existing development process to the specific project lifecycle. Codete’s goal was to take our client’s platform to the next level, finalize the delivery of the product, and ultimately – bring the final success to the promising startup.</p>

Codete Case Study: Language Codete Portfolio | Case Study: Language International

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<p>Codete was hired for performance consulting. Language International was facing serious problems related to performance and stability. Pages were taking a very long time to load, and when excess traffic was encountered, the application was frequently failing. The existing server architecture was unable to handle the application, and it was extremely costly. There were no emergency procedures in the case of the application becoming unresponsive.</p><p>&nbsp;</p><div class="raw-html-embed"><h3>Assembling a list of improvements</h3></div><p>Page and server architecture were audited to determine the most crucial bottlenecks in the application. Application source code was evaluated precisely to identify any possibilities for improvement. As a result of the audit, a list of suggested improvements was formed and a plan of implementation was established.</p><p>For our performance and stability audit, Codete’s domain experts were delegated to deliver their experience from similar projects. Our team consisted mainly of senior backend developers and server/database specialists.</p><p>&nbsp;</p><div class="raw-html-embed"><h3>Dedicated team for better performance</h3></div><p>Our client needed a development team to improve project stability and performance and introduce new desired features. The daily duties of the team working in the Scrumban methodology are the development and implementation of functionalities designed by the client. Prior to development, we have a brainstorming session in which key functionalities, necessary technologies, libraries, and optimal functionality implementations are discussed. Our expert team is managed internally with a team leader as the first point of contact. As the client doesn’t have anyone technical on-site, they needed technical web application experts to suggest efficient and working solutions.</p>

Codete Portfolio | Case Study: Language International

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Performance consultation by a cross-functional team of backend and full-stack engineers, as well as DevOps, focused on identifying and fixing system performance and stability problems

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<p>An expert cross-functional team with a team leader was formed, comprising backend developers, full-stack programmers, and DevOps. We worked with responsive methodologies, ensuring short cycles of reaction time in a rapidly moving market. Emergency procedures were employed, which allowed reducing our response time to just one hour when the application goes offline.&nbsp;</p><p>We made the application more efficient by using load balancing, query cache, xCache, and Memcache templates, optimizing legacy code, and changing the server environment. Currently, the website is 3 times faster and available to customers of all nationalities. We also helped transfer cost optimization by introducing additional payment systems. The interface is now user-friendly, intuitive, attractive, and comes with new functionalities and promotions. The WWW server was switched to NGINX for increasing the site loading speed.</p>

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 Language International

DevOps Tools & Cloud Computing Services for Business Growth

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Our cloud computing services help your company take full advantage of everything cloud technologies have to offer. We know the ins and outs of cloud migrations and will move your business to the cloud smoothly and risk-free. Our experts know how to select the best Platform-as-a-Service and public cloud services on the market like AWS, Google Cloud Platform, and Microsoft Azure. All to help you reach your key business goals with more scalability and flexibility, cost reductions, automated updates, and easy access to services on the go.

How to build reliable and scalable digital products that boost your business? Start using devops services. Modern organizations integrate their development and operations teams together to achieve continuous delivery and integrate their daily workflows. Our experienced devops engineers use the best industry practices to automate software deployment models, optimize cloud storage, streamline the development process with a smooth CI/CD pipeline, and cherry-pick the best cloud computing services for our clients.

Our software developers and IT operations specialists together deliver digital products that meet the set requirement and deploy them safely to production. But that's not everything. Our teams also monitor the performance of these solutions and step in to provide immediate support when required. We approach cloud services and challenges holistically and offer cost-effective, reliable, and scalable solutions.

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Cloud computing services help organizations to modernize their offer and stay ahead of the game. Our IT engineers are here to help you transition to the cloud smoothly and eliminate all the risks. This creates the foundation for our software developers to deliver a custom cloud-based product for your business. Team up with us to develop an application that matches your business requirements and delights your customers. Once the app is published on the market, our team will deliver first-rate support and maintenance services.

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Implementing CI/CD processes is the path to building a serious competitive advantage. It helps to accelerate time-to-market and ensure that the product is bug-free with continuous testing. Thanks to the continuous release approach and agile software development practices, you can gather user feedback on a regular basis and apply incremental enhancements that ultimately help to launch a better product. There's a reason why so many companies are transforming their deployment processes by implementing DevOps solutions – it's a proven way to reduce the risk of failure and increase your chances of success.

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Our engineers know how to build a seamless end-user experience when working as part of cross-functional software development teams. When launching a collaboration, we assume end-to-end accountability for your digital product. Throughout the application lifecycle, our experts work towards effective connectivity between top-notch devops services, cloud infrastructures, servers, databases, hybrid cloud and private cloud solutions, and networks – in other words, they lay the technological groundwork for the product's successful development and launch.

BMW/Deloitte

Technology

Industry

BMW stands for 100 years of perfection spread across the automotive industry.

Challenge:Live tracking system for BMW vehicles

Data and analytics consulting services

Solution:Real-time data processing framework

Automotive projects

Still wondering how to meet the requirements of your project?

Send us a message and we’ll get back to you
with a brief estimate within 48 hours

BMW/Deloitte

Technology

Industry

BMW stands for 100 years of perfection spread across the automotive industry.

Challenge:Live tracking system for BMW vehicles

Data and analytics consulting services

Solution:Real-time data processing framework

Automotive projects

Still wondering how to meet the requirements of your project?

Send us a message and we’ll get back to you with a brief estimate within 48 hours

Send us a message and we’ll get back to you
with a brief estimate within 48 hours