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Machine Learning Development

Yellow builds intelligent, machine learning solutions such as recommendation systems, predictive analytics, fraud detection, chatbots, computer vision applications, and personalization engines. We help businesses automate processes, gain deeper insights, and deliver smarter, data-driven experiences.

ML Intro

Machine learning software development services

Our machine learning app development services cover the end-to-end process of building, deploying, and maintaining intelligent systems. If you need ML services to empower your business and explore broader opportunities, here is what Yellow can help you with.

Data Preparation & Engineering

Collecting, cleaning, and structuring data so it can be effectively used for training models.

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Data Preparation & Engineering

Collecting, cleaning, and structuring data so it can be effectively used for training models.

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Model Development

Designing, training, and validating machine learning models tailored to your specific business problems.

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Model Development

Designing, training, and validating machine learning models tailored to your specific business problems.

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Custom ML Solutions

Our custom machine learning development services cover applications such as recommendation engines, fraud detection systems, chatbots, and predictive analytics tools.

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Custom ML Solutions

Our custom machine learning development services cover applications such as recommendation engines, fraud detection systems, chatbots, and predictive analytics tools.

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Model Deployment

Integrating trained models into applications, APIs, or business workflows so they can be used in real time.

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Model Deployment

Integrating trained models into applications, APIs, or business workflows so they can be used in real time.

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MLOps & Maintenance

Monitoring model performance, managing updates, and ensuring models stay accurate as data changes.

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MLOps & Maintenance

Monitoring model performance, managing updates, and ensuring models stay accurate as data changes.

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AI Integration & Consulting

Helping businesses identify opportunities for machine learning and integrating solutions into existing systems.

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AI Integration & Consulting

Helping businesses identify opportunities for machine learning and integrating solutions into existing systems.

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Benefits of ML development

We create machine learning solutions that enhance business capabilities, facilitate processes, and open up new opportunities in any business area.

Process automation

Machine learning development will help you automate repetitive and routine tasks and lessen the burden on your employees by shifting these tedious operations to digital solutions.

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Process automation

Machine learning development will help you automate repetitive and routine tasks and lessen the burden on your employees by shifting these tedious operations to digital solutions.

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Simplified data processing

Instead of spending a lot of time and resources on manual data analysis, you can get the information and insights you need much faster with less effort.

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Simplified data processing

Instead of spending a lot of time and resources on manual data analysis, you can get the information and insights you need much faster with less effort.

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Personalized customer experience

Provide your customers with superior personalization through insights received with the help of data analysis and advanced machine learning algorithms.

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Personalized customer experience

Provide your customers with superior personalization through insights received with the help of data analysis and advanced machine learning algorithms.

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Industry-specific benefits

Fighting financial crimes, predicting marketing trends, managing real estate, and diagnosing diseases can all be assisted by machine learning technologies.

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Industry-specific benefits

Fighting financial crimes, predicting marketing trends, managing real estate, and diagnosing diseases can all be assisted by machine learning technologies.

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Create a powerful machine learning solution for your business goals

Machine learning development process

As a machine learning development agency, we follow a proven strategy that ensures your project will work as it should.

Discovery

We analyze your business needs, estimate the cost and timeframe of your project, and discuss your expectations about possible results.

Setup work

Next, we create tech stack recommendations, conduct interviews with potential team members, and prepare a project roadmap.

Design

If the visual part is required, in this step, we create a user-friendly and eye-pleasing design to provide a comfortable user experience.

Development

By implementing specific machine learning algorithms, we create an ML model for your data and assess it in a realistic environment.

Quality assurance

When everything is built and reviewed, we implement automated and manual testing to ensure everything works as it should.

Release and support

After finalizing the testing process, we approve the solution with you and provide assistance for maintenance after the release.

Machine learning solutions

We create a wide range of machine learning solutions from predictive analytics and recommendation systems to computer vision and NLP applications.

Recommendation Systems

Predictive Analytics

Fraud Detection Systems

Chatbots & Virtual Assistants

Computer Vision Solutions

Natural Language Processing (NLP)

Personalization Engines

Automation & Optimization Tools

Tech stack

We combine cutting-edge frameworks and data engineering tools to power end-to-end machine learning application development services, from data processing to model deployment.

Programming languages

Python, C++/CUDA

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Programming languages

Python, C++/CUDA

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Machine learning/deep learning tools

TensorFlow, PyTorch

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Machine learning/deep learning tools

TensorFlow, PyTorch

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LLM/NLP libraries

SentenceTransformers, spaCy, NLTK

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LLM/NLP libraries

SentenceTransformers, spaCy, NLTK

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Model training

DeepSpeed, FSDP, LoRA/QLoRA/PEFT

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Model training

DeepSpeed, FSDP, LoRA/QLoRA/PEFT

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LLM integration

LangChain, LlamaIndex, OpenAI/Anthropic/Azure SDKs

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LLM integration

LangChain, LlamaIndex, OpenAI/Anthropic/Azure SDKs

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Vector databases

Pinecone, Weaviate, Qdrant

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Vector databases

Pinecone, Weaviate, Qdrant

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Databases/storage

PostgreSQL/MySQL, MongoDB, Redis

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Databases/storage

PostgreSQL/MySQL, MongoDB, Redis

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Deployment + DevOps

AWS, Docker, Kubernetes

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Deployment + DevOps

AWS, Docker, Kubernetes

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Why hire Yellow as a machine learning app development company?

Business-first approach

Your business needs are our top priority. All the processes from research prototyping to testing and deployment are performed to help you reach your goals, not just for show.

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Business-first approach

Your business needs are our top priority. All the processes from research prototyping to testing and deployment are performed to help you reach your goals, not just for show.

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ML experience

We have been working with neural networks and machine learning projects for more than seven years and have gained a significant level of expertise in this field.

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ML experience

We have been working with neural networks and machine learning projects for more than seven years and have gained a significant level of expertise in this field.

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Data security

At the very beginning of the process, we will sign a non-disclosure agreement with you, so you can rest assured that all your data and business information will stay protected with us.

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Data security

At the very beginning of the process, we will sign a non-disclosure agreement with you, so you can rest assured that all your data and business information will stay protected with us.

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MLOps & support

We provide ongoing monitoring, retraining, and optimization to keep your models performing at their best.

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MLOps & support

We provide ongoing monitoring, retraining, and optimization to keep your models performing at their best.

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Contact Yellow’s team to discuss your machine learning project

Our works

Here are several examples of how machine learning app development services helped our partners.

Machine Learning in Real Estate [Case Study] | Yellow
AI-Powered Financial
 Compliance Tool preview
Generative AI
 for Process Optimization Preview
Computer vision for ARAS
Claims Documentation Automation for Insurtech
AI-Powered Customer Feedback Analysis for a Fintech App
ai-agent-for-pre-screening
ai-assistant-for-chronic-patients

What people say

weffect logo

I liked working with them because they were good. With their work, we increased our mobile app’s user usage. We also got reviewed as one of the top 10 employee engagement services in Europe. Their project management was really good. They worked in sprints, and I always communicated directly with their developer. More importantly, they were attentive to our project's details.

Thomas Urban

Thomas Urban

Founder & CTO, Weffect

natp logo

Browser compatibility and readability have increased markedly since the engagement began. Yellow's development process helped them beat deadlines and respond quickly to any technical concerns that arose. Their ability to bring creative ideas of their own to the table made them a valuable partner. Yellow typically understood exactly what the issue was and came back with a fix right away.

Jerry Sparkman

Jerry Sparkman

IT Director, National Association of Tax Professionals

racefully logo

If you are looking for a partner to collaborate with for the development process, I would consider hiring Yellow. Yellow has an intelligent team of developers that collaborated on the project to build a quality app. They follow instructions seamlessly, respond effectively to feedback, and invest themselves in the overall success of the product. I would happily use them again if we needed developing services.

Chris Pointon

Chris Pointon

CTO, Racefully

smartpath logo

Yellow is by far the best at helping us make decisions to push our company forward. I’d heard about them through a personal connection in the Bay Area. Yellow stands out because they’re invested in the results and clients. Every single person on Yellow’s team genuinely cares about what they’re doing. I really appreciate that about them and it’s the main reason we will continue our relationship for as long as possible.

William Hamilton

William Hamilton

Co-Founder, SmartPath.co

speeddigital logo

Yellow quickly and seamlessly assimilated into a fast-paced and nuanced workflow, completing all deliverables on time. Responsive to questions, updates, and issues, they have streamlined management operations and reduced work backlogs by directing communication to appropriate in-house team members.

Eric Morgan

Eric Morgan

Product Manager, Speed Digital

oppsites logo

The new features have been well received by users. Attentive and flexible, the team excelled at responding to stakeholders in a timely matter. Their technical expertise allows them to propose valuable solutions.

Ian Ross

Ian Ross

CEO, OppSites

famlicious logo

Engaged, supportive, and invested in project success, the team offered constructive criticism, creative guidance, and honest communication. Their user-centered approach resulted in a unique and reliable product that operates well on all systems.

Jim Barkow

Jim Barkow

Founder, Famlicious Inc.

separate-us logo

Because of marketing costs, the B2C application fell out of use in favor of a different B2B tool. Yellow was very focused on customer satisfaction, and they participated regularly in standups. They helped solidify features, and they thoroughly explained their process.

Sandro Tuzzo

Sandro Tuzzo

CEO, Separate.us

blackbird logo

We’re impressed with their loyalty and honesty. They were able to stay true to their original quote even though we needed to change and add a few requirements. They’ve done a lot of good work for us on all fronts, but it's amazing to see that they’re able to stick to what they initially promised.

Jon Shower

Jon Shower

CEO, BlackBird

qkss logo

Mainly, I go by client feedback to judge Yellow’s performance, and the clients have been very impressed with their work. The team is exact in what they do, their delivery has been good, and they’re on time and budget.

Adam Plager

Adam Plager

CEO, QKSS

coverium logo

Their performance was good. I didn’t expect that kind of performance from someone working offsite. I was happy that they completed the project ahead of schedule, so we had some time left to work on additional projects and improvements.

Max Abukhovsky

Max Abukhovsky

CEO & Founder, Coverium

hyvery-inc logo

When Yellow is working on a task, they understand how it will impact the product down the line. The team has provided great insight into our processes, making sure we don’t make small mistakes that will impact us in a larger way in the future.

Christopher Bianco

Christopher Bianco

CEO, Hyvery inc.

dealstryker logo

They were very accessible regardless of the time difference as well as communication was good. We had a couple bumps here and there regarding designs that were not originally discussed in our UX/UI designs but they were quick to find solutions as well as any needed changes we requested.

Bradley J. Humble

Bradley J. Humble

Co-Founder & CTO, DealStryker, Inc.

Answering questions

What data is required for a machine learning project?

You need relevant, structured data that reflects real business scenarios. Clean, labeled data is ideal, but most companies start with something messy. A machine learning agency will help you assess gaps, inconsistencies, and bias before modeling begins. The better your data mirrors reality, the better your results will feel in practice.

How can ML models be integrated with existing enterprise systems and workflows?

Typically, through APIs, microservices, or direct integration into existing platforms. A strong ML development company will show you how predictions flow into dashboards, CRM systems, and internal tools.

How much does machine learning software cost?

Costs vary. A focused proof of concept through ML development services might start in the mid-five figures, while enterprise systems can reach six figures and beyond. Infrastructure, data engineering, and ongoing tuning add up quickly. A transparent machine learning agency will describe everything in more detail.

How long does it take to build a machine learning solution?

Most projects take anywhere from 2 to 9 months. Getting the data right is what usually takes most of it. A good machine learning development company will spend serious time on validation and iteration.

How to choose a machine learning agency?

When choosing a machine learning agency, look for a partner with proven experience and a strong portfolio of real-world projects. It’s also important to choose an agency that communicates transparently, understands your industry, and builds scalable, production-ready solutions tailored to your needs.