Machine Learning

Czario has an adept group of Machine Learning experts who have a great understanding of patterns, data mining, deep learning, and date science. We offer consulting services that help gain insights in domains like Banking, Finance, Advertising, Telecom, Retail, Manufacturing, Healthcare and others.

We offer consulting services in aspects like,

•   Forecasting
•   Image Recognition
•   Fraud Detection
•   Predictive Maintenance
•   Shopping cart abandonment analysis
•   Customer Behavior Analysis

What we can offer through our machine learning consulting services are the following:

Supply Chain Management

•   Optimized supply chain management through the application of deep neural network to generate concrete demand predictions
•   We apply algorithms like hierarchical clustering to develop heuristic machine processes that make predictions
•   Our team implements multi-class support vector machines to evaluate your suppliers and gauge the individual the risks associated with each supplier

Operational Data Monitoring

We engage our data scientists to assess data from sensors installed on machines and equipment at manufacturing facilities and hospitals. Maintenance, troubleshooting, and utilization plans can be laid out efficiently to determine operational schedules, risks and expenses. Normal and pre-failure events can be classified and better insights can be gained on the different solutions available in the market through our consulting services.

Operational Intelligence

We offer consulting services in collective data analysis to gain foresight into interdependency risks in your automated systems. Our team will take you through different monitoring methodologies, real-time alerts, and ways of resolving them in a cost-efficient way. Improving your escalation mechanisms and planning the structure of the escalation matrix to give you maximum efficiency are the two areas we excel in.

Product Quality Enhancement

We help you Identify process disruptions at each production stage. Our analytics team has a well-curated set of tools and mechanisms to make deft comparisons between expected outcome and actuals. We help you measure metrics in anticipation, starting from simple thresholds to complex dependencies and identify deviations in each process that may affect quality. This will help you save time and resources for your production cycles by avoiding unyielding processes and products.

Personalized Customer Experience

We help you apply collaborative and/or content-based filtering to your design to render a recommendation engine that boosts the sales of your e-commerce business. Such an engine helps you cater to customers’ individual needs with relevant product offers. For example, we help you design a webpage showing personalized content, a mobile app with promo offers that trigger customers’ interest, and relevant email campaigns with the right keywords in the content to boost page visits. Our data science consulting services will also help you analyze customer behaviour to predict shopping cart abandonment, customer churn rate, and website bounces better so that you can apply the right techniques and plans to avoid them. We also help you gain insights into how customers (existing and new) will react to price hikes, discounts, and offers. Our consultants also help you assess and understand why a customer is a late payer.

Sales effectiveness

We help you implement machine learning-based lead and opportunity scoring so that your business strategy is moulded to be flexible based on market dynamics.

Our experts formulate the best machine learning model for your enterprise that prioritizes customer communication. This model will equip your team to detect attitude markers and recognize your customers’ mood, while indicating to your sales team if a particular customer experiences negative emotions. Our bespoke machine models help your team streamline the sales process through clever next-step recommendations.

Image Analysis

Our data science consultants can help you convert images or videos into meaningful info. These insights can be used to solve various business tasks such as automated visual inspection, facial or emotion recognition, grading, and counting.

Czario offers one-time consulting, consulting and implementation (end-to-end services), and ongoing consulting in machine learning.

Data Challenges we Address

Dirty Data

Our tech consultants help you review core enterprise data and supporting data to eliminate duplication, errors, and irrelevance. We also help you build data cleaning procedures that render results of the highest quality. We also help you augment data to improve the accuracy of your analytics.

Noisy Data

Machine learning and data analytics SMEs at Czario will help identify outliers in your data. We help you differentiate between signals and noise and accelerate data efficiency. This will include expansion of data sets and analysis of additional parameters for data optimization through better accuracy.

Inaccurate Predictions

Faulty predictions can be eliminated through scrutiny of your as-in scenarios. We help you implement deep-learning to your models to avoid overfitting which leads to real data set failures. Correlations in training data can be reworked to render absolute results when applied to real data sets as well.

We use the following methods:

  Supervised learning algorithms

Decision trees, linear regression, logistic regression, support vector machines

  Unsupervised learning algorithms

K-means clustering and hierarchical clustering

  Reinforcement learning methods

Q-learning, SARSA, temporal differences method

•   Convolutional and recurrent neural networks
•   Auto-encoders
•   Generative adversarial networks (GANs)
•   Deep Q-network (DQN)
•   Bayesian deep learning