Machine Learning Consulting & Development Services

Transform unstructured audio recordings and written language into easily understood and interpreted text by leveraging Natural Language Processing applications. We integrate NLP layers into your business workflows to help you easily handle massive language-related challenges and extract practical insights.

• Text classification
• Automatic Speech Recognition (ASR)
• Named Entity Recognition (NER)
• Speech interpretation
• Sentiment analysis
• Unsupervised learning

Utilize advanced computer vision techniques to accurately interpret various aspects and similarities within video and image data. We know exactly how to harness this technique to its fullest, ensuring precision, informed decision-making, and continuous innovation within your organization.

• Image representation and classification
• Object recognition and detection
• Image exposure and segmentation
• Motion estimation and 3D mapping
• Lighting and pattern detection
• Feature extraction and matching

Make use of your existing datasets and implement machine learning modules able to efficiently predict patterns, classify data into categories, identify and select relevant features, detect anomalies, and many more. Rest assured that our team of experienced machine learning specialists will build and fine-tune these models to deliver most accurate and reliable results.

• Support-vector machines (SVMs)
• Linear and logistic regression
• Decision trees
• Naive Bayes classifier
• Nearest neighbor
• K-means clustering

Upgrade your business processes by implementing predictive analytics. We can deliver powerful ML models capable of assisting you with automatic financial flows forecasts, anomalies detection, outcomes anticipation, marketing campaigns optimization, and efficient asset management.

• Time series analysis
• Probabilistic machine learning
• Predictive modeling
• Clustering and classification
• Neural networks

Empower your business risk management strategy with the integration of ML modules. Our machine learning experts can build solutions trained to detect anomalies, unusual trends, patterns, or deviations. Elevate your resilience and foresee possible accidents, avoiding expenses and downtime.

• Transfer learning
• Random forests
• Gradient boosting
• Bayesian methods
• Feature importance analysis

Maximize your business performance and productivity by transferring repetitive tasks to AutoML solutions and allowing humans to focus on more demanding responsibilities. We will assist you in implementing reliable AutoML tools that will help unleash the full potential of your team, accelerate processes, and reduce the likelihood of human errors.

• Data preprocessing and cleansing
• Feature selection and construction
• Model family selection
• Model hyperparameters optimization
• ML models postprocessing
• Neural networks topology design
• Data analysis results revision

Make informed decisions based on a comprehensive understanding of your business processes. Our well-versed data scientists will assist you in collecting extensive data sets and transforming the extracted information into insights-driven solutions helping you achieve meaningful business outcomes.

• NLP and ML expertise
• Advanced math and computing
• SQL/NoSQL database coding
• Python, Scala, SAS, R engineering
• Data visualization
• Social media mining

Research and discovery

We conduct an extensive analysis of your business and industry specifics to identify the most suitable methodologies, algorithms, and techniques to address your unique challenges effectively.

Deliverables

• Problem definition
• Vision and scope document
• Data collection and preprocessing plan
• ML model selection and evaluation strategy

Data preparation and structuring

Our machine learning specialists collect, clean, organize, and transform raw data into a format suitable for further analysis and modeling.

Deliverables

• Cleaned and preprocessed datasets
• Feature engineering
• Data split and partitioning strategy
• Data documentation

Solution design and development

We will design the architecture and algorithms for the machine learning solution and develop the necessary models and software components.

Deliverables

• ML model architecture
• Model training
• Evaluation metrics and performance analysis
• Documentation and user guides

Testing and deployment

Once the solution is developed, we conduct thorough testing to ensure it consistently delivers accurate and unbiased results. When we are confident that everything works flawlessly, we proceed with the deployment.

Deliverables

• Tested and validated model
• Model evaluation report
• Deployment package
• Scalability and performance assessment

Support and maintenance

Our machine learning team provides ongoing support and maintenance of the machine learning solution to ensure its continued effectiveness and high-level performance.

Deliverables

• Model performance monitoring
• Issue tracking and resolution
• Model retraining strategy
• Software updates