Machine Learning Consulting

Orient Software provides machine learning consulting to help companies boost their business performance. Uncover company insights by using our artificial intelligence and machine learning services.

What is Machine Learning?

Machine learning is a subset of AI - Artificial Intelligence. It provides computer programs the ability to learn without being explicitly programmed. The invention of machine learning dates back decades, but its widespread usage has increased in recent years.

Machine learning is part of many products today. Facebook, for instance, uses machine learning to match relevant ads with content on users’ news feeds. Similarly, Amazon’s product recommendations are based on machine learning. But a question remains: how does it work?

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Free Machine Learning Assessment

Free Machine Learning Assessment

Orient Software offers a free assessment that can identify use cases for machine learning for your company. We start by looking at your organization’s primary goals, and then we identify critical metrics that can be used to achieve those goals. From there, we determine which areas of machine learning could be used to improve your business performance.

Our machine learning experts have extensive experience in the field. We use this expertise to develop tailored solutions for each client.

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Our Data Science Services

Orient Software offers a range of machine learning solutions. We can help you integrate machine learning into your existing products, build a new product from scratch, or help you integrate AI into your business processes and to analyze data.

AI and Deep Learning

AI and Deep Learning

Artificial intelligence provides the ability to automate decision-making that was once limited to humans. As a result, it can help you make more informed choices and give your business a competitive edge. Our machine learning consulting services will help empower your business with deep learning, neural networks, image and speech recognition, predictive analytics, ML models, image classification, and more.

Data Analytics

Data Analytics

Harness the power of real-world data analytics to drive decisions using sophisticated business intelligence, data mining, predictive analytics, and statistical modeling techniques. Data analytics solutions provide you with the insights and foresight to make better decisions.

Data Engineering

Data Engineering

Orient Software provides data engineering solutions to help you cleanse, transform, and load your data into a data warehouse or data lake. Our experts have years of experience in big data engineering and will help you get the most out of your data.

Business Intelligence

Business Intelligence

Business Intelligence solutions equip businesses with the tools to turn raw data into actionable insights. As a result, BI software can help you find new growth opportunities, improve your marketing effectiveness, reduce costs, and provide better customer service.

How We Deliver Machine Learning Solutions

We at Orient Software. have a team of experienced machine learning experts who can help your business use the power of machine learning to achieve its goals. Our data scientists take the time to understand your unique business needs and recommend machine learning solutions that help you achieve your goals.

Machine Learning Consulting

Machine Learning Consulting

Do you have data but aren’t sure what to do with it? Do you have a business challenge and would like some guidance on using machine learning to solve it? Orient Software will provide expert consultation in all aspects of data science and machine learning.

Get a graduate-level consultation from a PhD.-level data scientist to help you lay the foundation for your data science projects. We can assist with everything from project scope definition to recommending optimal machine learning techniques for your unique business situation.

Analyzing the Business Problem

Analyzing the Business Problem

Data science is about making data-driven decisions. A typical project begins with a client briefing, where our data scientists get a clear understanding of the business processes and work closely with the client team to define its scope. The result of the briefing stage is a detailed charter that outlines what exactly we will do during the ML project, how long it will take, and what resources we’ll require.

Data Exploration

Data Exploration

Once the charter is defined, we begin by looking into the client data. We use advanced machine learning statistical techniques to explore and analyze the data to see its patterns and insights. After this phase, we’ve better understood the business problem and an initial set of ideas that we may test further in the following stages.

Data Preparation

Data Preparation

Data is raw and unstructured. We need to cleanse and prepare the data for further analysis to make it actionable. We can do this by integrating with external sources of information, doing historical research on trends in the industry, or even interacting directly with customers via surveys or interviews.

Machine Learning Model Development

Machine Learning Model Development

Once we have the data, we can develop a model based on the initial set of hypotheses. Building models is the most time-intensive and labor-intensive part of an ML project, and we spend enough effort to make sure it’s done right.

We use statistical modeling techniques and AI to find data patterns to solve business problems. We will compare multiple ML models and algorithms and choose the one that best fits your needs.

Model Evaluation

Model Evaluation

Once the model is developed, we compare it with existing top-performing models to see how well it performs. This step is essential because it helps us improve the model and figure out ways to improve it.

Deployment

Deployment

There are multiple ways you can deploy a machine learning-based data science solution. Our software development team can help you deploy the machine learning models with existing enterprise technology stack through APIs, messaging queues, or database triggers that fire when a model predicts an event is about to happen.

Hire Machine Learning Experts on Your Team

At Orient Software, we work to ensure that you have a long-term competitive edge by building cutting-edge ML-based solutions. Through advanced data science consulting and software development services, we enable businesses of all types to improve their processes, reduce costs, optimize their workforce, or increase revenues.

Our Machine Learning consultants are ready to help you build the data science team you need to achieve your goals.

Talk to us today about your project!

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Hire Machine Learning Experts on Your Team

So, How Does Machine Learning Work?

So, How Does Machine Learning Work?

Machine learning uses neurons similar to our brain. Each neuron is connected to other neurons, creating a network. The connections are weighted - more heavily-connected neurons have a more significant impact on the activity of the entire system.

When data is passed through this network of artificial neurons, it learns by identifying patterns in the inputted data. If there is enough relevant information, patterns are quickly identified, and the system makes predictions. This is a fundamentally different method of analysis than software development.

Machine Learning Technologies

ML algorithms are an essential part of the project. Orient Software’s ML experts use both open source and commercial machine learning technologies to build successful machine learning projects for our clients.

TensorFlow Keras Scikit-learn PyBrain Rattle Spark MLlib H2O.ai RapidMiner AWS SageMaker IBM Watson Analytics Microsoft Azure Machine Learning Studio Google Cloud AutoML KNIME SAS Enterprise Miner Weka Apache Spark NLTK (Natural Language Toolkit) spaCy
How Does Machine Learning Work?

Our Machine Learning Expertise

Consult an expert if you’re unsure how to apply machine learning or artificial intelligence techniques to your business areas. Through solving real-world problems, we’ve built an expertise in using cutting-edge machine learning algorithms to solve real-world business problems across all industry sectors.

Predictive Analytics

Predictive Analytics provides valuable insights on potential future events, informing business strategies and tactics. Scenarios are constructed using machine learning techniques that allow us to project into the unknown, developing data-driven insight for you!

Natural Language Processing

Natural Language Processing (NLP) allows your business to understand human language in ever more sophisticated ways, enabling you to extract insights from unstructured text-based data sources. We are skilled in using NLP techniques for sentiment analysis, content classification, next-word prediction, and much more.

Chatbot development

Chatbots are interactive chat-based systems powered by Artificial Intelligence. They can be simple and very sophisticated in their interactions due to their advanced NLP capabilities. Orient Software works closely with our clients to develop and deploy chatbots that deliver real business value.

Natural Language Generation

Applications that automatically generate text in natural language can save thousands of hours of effort for businesses that need to produce large volumes of content.

Computer Vision

Computer vision algorithms power various applications such as medical image analysis and self-driving cars. It helps organizations extract insights from visual data in text, tags, or numerical metadata that other systems can easily consume.

Recommender Systems

Recommendation systems are becoming more prevalent across a wide range of industry sectors, helping people find what they need quickly and easily. We help our clients develop recommender systems to solve real-world business problems. In addition, we can assist you in building recommendation engines from scratch or selecting and integrating third-party solutions.

Data Mining

Data Mining aims to discover knowledge from large datasets using sophisticated techniques such as Association Rules, Clustering, Prediction & Classification. We use data mining techniques to analyze large amounts of data and identify hidden patterns, unknown correlations, or clusters.

Data Visualization

Data visualization tools can help your organization overcome human intuition’s limitations by transforming large, complex datasets into visually appealing and easily digestible visual representations. Orient Software can help you create or improve your data visualization applications with the latest cutting-edge techniques.

Clustering and Segmentation

Clustering is a way of grouping data into classes that are ‘similar’ or ‘dissimilar’ to one another, allowing organizations to gain quick insight into their most profitable consumer segments. We can help you apply various clustering techniques, from market segmentation to customer behavioral analysis.

Optimization and Decision-Making

We use advanced optimization techniques to solve data-driven business problems, delivering the right solutions for the right opportunities. In addition, we can assist you with data-driven decision-making that considers both financial and operational parameters.

Frequently Asked Questions

The length of a project varies according to type, complexity, and size. We work closely with our clients to design solutions for their specific needs. There are no fixed-term or fixed-cost agreements.
We have a flexible engagement model, including fixed-term and fixed-cost projects. However, we always work closely with our clients to establish sensible goals and agree on regular progress updates.
There are many chatbot-building platforms out there. For example, we have created chatbots very quickly (within days) using Google Dialogflow. However, when you want to deliver meaningful solutions that will have a tangible impact on your business, it is vital to work out what real problems your chatbot will solve. This is where our expertise in natural language processing and conversational bots can help you.
Artificial Intelligence (AI) is a term for systems that exhibit behaviors characteristic of intelligence, while machine learning refers to one type of AI. The core difference is that machine learning is based on empirical evidence gathered from data, leading to statistical inferences, whereas conventional programming relies on intentional programming to perform specific tasks.

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Orient Software - Your Machine Learning Consulting Company

Data science consulting is about making data-driven decisions. Our data scientists use advanced machine learning techniques to help you understand your unique business needs and recommend solutions tailored to your business goals. Orient Software offers world-class machine learning consulting and development for businesses. Contact us today and we help you succeed in this competitive landscape.

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