Helping our clients solve their most complex problems

double-quotes

I want to analyse past behaviour and predict future trends to make better business decisions.

double-quotes

I need to modernize our BI and analytics capabilities using the latest machine learning and artificial intelligence technologies.

What it takes to successfully develop an Advanced Analytics competency

Modern Technology

Accelerate traditional analytics with modern technology

Ease of Access

Use modern analytics solutions to connect to your data anywhere on any platform

Speed to Market

Build more intelligent analytics that require less time and effort

Building your Advanced Analytics Competency with Bitwise

Bringing niche experience in predictive analytics modeling and big data management to help you successfully build your Advanced Analytics competency

Proven Analytics Experts

Extensive experience developing innovative machine learning processes.

Full-Scale Offerings

End-to-end Business Intelligence implementations including data warehouse design, report development and support, analytics, advanced analytics, and visualization.

Accelerated Methodology

Accelerated Methodology

We have the expertise, in-house built accelerators, industry partnerships, training and proven approach needed to help you succeed.

Technology Leadership

Technology Leadership

We align the business requirements, use case, platform identification, tool evaluation and resource requirements needed to implement advanced analytics capabilities.

Bitwise Analytics Solutions

Bitwise offers a complete set of analytics solutions to modernize your decision-making capabilities leveraging cutting-edge technologies and proven methodologies.

Solution Areas

Data Science consulting services, implementation roadmaps and technology migration & upgrade strategy

Enterprise Data Science solutions including end-to-end analytics implementation and analytics as a service

Big Data Solutions for big data explorative data analysis, big data analytics, and data visualization and analytics

Enterprise Analytics Maintenance and Support

Group 13

Intelligent Predictive and Prescriptive Analytics

grey card iconrinse

Business Process Optimization

grey card icondata-analytics (2)

Modern Data Analytics, Embedded Analytics, Self Service Analytics

grey card iconGroup 43

Collaborative Business Intelligence

grey card iconspeech

Voice-Enabled Analytics with Conversational UI

Group 13

Intelligent Predictive and Prescriptive Analytics

grey card iconrinse

Business Process Optimization

grey card icondata-analytics (2)

Modern Data Analytics, Embedded Analytics, Self Service Analytics

grey card iconGroup 43

Collaborative Business Intelligence

grey card iconspeech

Voice-Enabled Analytics with Conversational UI

Group 27

Business Application Modernization

Group 27

Business Application Modernization

technology (2)

Mobile BI

stats (2)

Big Data Analytics

Group 42

Natural Language Processing (NLP) & Natural Language Generation (NLG)

data (19)

Augmented Analytics using ML and NLP to Automate Data Preparation and Enable Data Sharing

technology (2)

Mobile BI

stats (2)

Big Data Analytics

Group 42

Natural Language Processing(NLP) & Natural Language Generation(NLG)

data (19)

Augmented Analytics using ML and NLP to Automate Data Preparation and enable Data Sharing

Advantages of Bitwise Analytics Solutions

Ready to build an AI solution?
Contact us to discuss your analytics use case.

‘Bag of Models’ Approach to Machine Learning Deployment on Cloud

Traditionally, multiple models (like Decision Tree, Random Forest, Support Vector Machine, Logistic Regression) are trained and then compared to choose the best performing model. However, the best model selected on the basis of performance metrics (like accuracy, confusion matrix, Cohen’s Kappa, A/B Test, ROC Curve) after training and validation at development may not remain the best choice with the changing data pattern at production.

In order to get the best predictions as each batch of production runs with minimum production support, Bitwise proposes a ‘Bag of Models’ approach to machine learning deployment on cloud.

statistical data analysis

Gather, clean, combine, structure and organize data from different sources by using statistical data analysis techniques

Split dataset-bag of models

Split dataset for Training and Validation model, train the model, tune hyper parameters of best performing model and calculate accuracy metrics

Champion Model

Predict result for future data using Champion Model

Challenger models

Select the best performing model as Champion by comparing accuracy metrics and others as Challenger models

Validate predictions

Validate prediction result of previous execution and update the reference to point to champion model

Execute Bag of Models for latest predictions

Execute Bag of Models for latest predictions and store their results for validation. Then use champion model result for presentation

Development Framework

Development Framework

Champion Selection Framework

Champion Selection Framework​

Prediction Run in Production Framework

Prediction Run in Production Framework

Advantages of ‘Bag of Models’ Approach to Machine Learning Deployment

Most Common Use Cases

Predictive Maintenance

Use machine learning models on IoT device logs to predict the probability that a piece of equipment or any device fails in the near future.

Improving Marketing Conversion Rates

Improving Marketing Conversion Rates

Improve marketing efficiency and increase user conversion rates using machine learning algorithms with historical data, clickstream, CRM and other data sets.

Can’t find your Use Case?

Related Resources

Blog

Conversational UI for Voice-Enabled Reporting

Blog

Clean Code – Need of The Hour?

Blog

5 Common Mistakes in Agile BI Adoption

On-Demand Webinar

The evolution of ETL technologies in the data integration...
webinar-1

Bitwise provides comprehensive solutions for all your data projects

Cloud Solutions

Cloud Data Migration

Expedite your data migration from legacy database applications to the cloud with our ready-to-go Cloud Migration Roadmap 

Cloud Solution

Application Modernization

Get the optimal approach to application migration so that you can successfully modernize your application on the cloud. 

Data and Analytics Solutions

Data Warehouse & Business Intelligence

ETL testing is essential for data validation to ensure accuracy when transforming data sets from multiple.
Ready to start a conversation?