Capabilities
Resources
- - - Case Studies
      
      Life Sciences
      
      Tech, Telecom, & Media
      
      CPG & Retail
      
      Financial Services
      
      Manufacturing & Logistics
      
      Videos
      
      Blog Posts
      
      Data Engineering
      
      Data Analysis
      
      Data Science
      
      Generative AI
      
      Bioinformatics
      
      Open Source
      
      Take a deeper dive
      
      Delivering End-to-End Data Solutions That Drive Outcomes
      
      Learn More
      
      ProCogia Welcomes New CEO as Leadership Evolves
      
      Learn More
      
      Building Reliable Data Pipelines: The Role of Unit Testing in Ensuring Code Quality and Operational Excellence
      
      Learn More
      
      Delivering End-to-End Data Solutions That Drive Outcomes
      
      Learn More
Working with Us
- - - About Us
      
      Purpose, Mission, Vision, Values
      
      ProCogia serves decision-makers with impactful insights, and drive long-term value for stakeholders.
      
      Our Approach
      
      ProCogia offers complete data and AI solutions to enhance organizations at every stage of their data journey.
      
      Communities We Support
      
      ProCogia is deeply committed to supporting the data science community, particularly through promoting and contributing to open-source initiatives.
      
      News & Announcements
      
      Careers
      
      Partners
      
      AWS
      
      Snowflake
      
      Microsoft
      
      Posit
      
      Incorta
      
      Industries
      
      Life Sciences
      
      Financial Services
      
      Tech, Telcom, & Media
      
      Manufacturing & Logistics
      
      CPG & Retail
      
      Customer Examples
      
      How ProCogia Achieved SOC 2, ISO 27001, and HIPAA Compliance: A Step-by-Step Guide
      Read More
      
      How QueryIQ is Revolutionizing Financial Reporting
      Read More
      
      How a Leading Retailer Boosted Sales by 18% with QueryIQ
      Read More
      
      How ProCogia Achieved SOC 2, ISO 27001, and HIPAA Compliance: A Step-by-Step Guide
      Read More
Contact
- - - Locate Us
      
      Follow Us
      
      Contact Us
      
      Name
      
      Email Address
      
      Phone Number
      
      Message
      
      Subscribe to mailing list
      
      Your privacy matters to us. We promise to keep your information safe and we’ll only get in touch with you according to your preferences. You can read more about how we store and use data in our privacy policy.
Search
- - - Search

Capabilities
Resources
- - - Case Studies
      
      Life Sciences
      
      Tech, Telecom, & Media
      
      CPG & Retail
      
      Financial Services
      
      Manufacturing & Logistics
      
      Videos
      
      Blog Posts
      
      Data Engineering
      
      Data Analysis
      
      Data Science
      
      Generative AI
      
      Bioinformatics
      
      Open Source
      
      Take a deeper dive
      
      Delivering End-to-End Data Solutions That Drive Outcomes
      
      Learn More
      
      ProCogia Welcomes New CEO as Leadership Evolves
      
      Learn More
      
      Building Reliable Data Pipelines: The Role of Unit Testing in Ensuring Code Quality and Operational Excellence
      
      Learn More
      
      Delivering End-to-End Data Solutions That Drive Outcomes
      
      Learn More
Working with Us
- - - About Us
      
      Purpose, Mission, Vision, Values
      
      ProCogia serves decision-makers with impactful insights, and drive long-term value for stakeholders.
      
      Our Approach
      
      ProCogia offers complete data and AI solutions to enhance organizations at every stage of their data journey.
      
      Communities We Support
      
      ProCogia is deeply committed to supporting the data science community, particularly through promoting and contributing to open-source initiatives.
      
      News & Announcements
      
      Careers
      
      Partners
      
      AWS
      
      Snowflake
      
      Microsoft
      
      Posit
      
      Incorta
      
      Industries
      
      Life Sciences
      
      Financial Services
      
      Tech, Telcom, & Media
      
      Manufacturing & Logistics
      
      CPG & Retail
      
      Customer Examples
      
      How ProCogia Achieved SOC 2, ISO 27001, and HIPAA Compliance: A Step-by-Step Guide
      Read More
      
      How QueryIQ is Revolutionizing Financial Reporting
      Read More
      
      How a Leading Retailer Boosted Sales by 18% with QueryIQ
      Read More
      
      How ProCogia Achieved SOC 2, ISO 27001, and HIPAA Compliance: A Step-by-Step Guide
      Read More
Contact
- - - Locate Us
      
      Follow Us
      
      Contact Us
      
      Name
      
      Email Address
      
      Phone Number
      
      Message
      
      Subscribe to mailing list
      
      Your privacy matters to us. We promise to keep your information safe and we’ll only get in touch with you according to your preferences. You can read more about how we store and use data in our privacy policy.
Search
- - - Search

Data Science

Stories, insights, and advices that will help to leverage data for your business is critical in today’s fast-paced technology environment.

Browse

Filters:

A futuristic illustration showcasing the Hybrid Graph RAG architecture. The design features a glowing knowledge graph with interconnected nodes and edges alongside structured text blocks symbolizing a vector database. An overlay of a large language model (LLM) symbol connects the two elements, emphasizing integration. The background features sleek, circuit-like patterns, representing advanced AI technology.

RAG Using Knowledge Graph: Mastering Advanced Techniques – Part 2

Introduction In the rapidly evolving landscape of artificial intelligence and natural language processing, Retrieval-Augmented Generation (RAG) has emerged as a

A futuristic 3D-style graph illustrating model performance with glowing, overlapping probability curves in neon colors (blue, green, orange) on a dark background. Subtle tech-inspired elements like circuit patterns and abstract data points enhance the high-tech theme, symbolizing uncertainty and performance limitations in data classification.

Quantifying Uncertainty in Discrete Classes to Understand Model Performance Limits

Recap of Uncertainty in Discrete Classes In my previous blog post, I described basic uncertainty handling and how some relatively

Understanding Model Performance in the Face of Uncertainty

Introduction As a data scientist, I’ve tackled projects in diverse fields from biomedical science to search engineanalysis. These projects often

InfoIQ: A Taste of Simplicity

Introduction to the Problem Recently, I’ve been working on improving my cooking skills. If you’ve searched online for recipes, you’ve

SAS to R Translator: Leveraging the Power of Generative AI in Code Migration

Introduction Imagine a world where the daunting task of migrating vast batches of Base SAS code to R is no

The illustration depicts SentimentIQ's data analysis process in three sections. The first section represents the Zeroshot Model, showing a machine categorizing diverse data sources like social media comments, customer reviews, and survey responses into topics with confidence scores. The second section illustrates the Outlier Model, with a machine detecting anomalies and new topics using clustering techniques. The third section shows the Sentiment Model, where a machine analyzes the emotional tone of the data, indicating positive, negative, or neutral sentiments with intensity scores. The background has a futuristic tech vibe, with data streams and digital elements, and the entire image has a blur effect applied.

SentimentIQ: From Data Mess to Clear Business Insights

Introduction In the age of information, businesses are overwhelmed with data from countless sources. However, not all this data is

Modern digital interface showcasing advanced AI techniques, featuring a glowing brain symbolizing a large language model (LLM) at the center, surrounded by icons representing retrieval-augmented generation (RAG) techniques such as a magnifying glass over a document and a search icon, with data streams and a globe in the background.

Unlocking RAG’s Potential: Mastering Advanced Techniques – Part 1

Introduction Large Language Models (LLM) can be inconsistent. At times, they provide accurate answers to questions, while other times, they

Giving a Voice to the Unheard: Multi-Language Support for Least Spoken Languages in LLMs

Enhancing Global Communication with Multi-Language Support in Language Models Large language models (LLMs) are making waves in the field of

The Best IDE for Data Science Still Needs to be Built

Introduction Data science involves many programming languages and each comes with its preferred integrated development environment (IDE). I know this

How LLMs Contribute to Overcoming Language Barriers and Facilitating Machine Translation Tasks

How LLMs Transform Machine Translation Imagine a world where language barriers dissolve, and seamless communication flourishes across peoples. This futuristic

Get in Touch

Let us leverage your data so that you can make smarter decisions. Talk to our team of data experts today.

Schedule a Consultation

Transforming Data, Empowering Decisions

Capabilities

Data Engineering
Data Analysis
Data Science
Data Consultancy

Industries

Life Sciences
Financial Services
Tech, Telecom, Media
Mfg & Logistics
Retail & CPG

Featured Solutions

Take a deeper dive

Customer Examples

Locate Us

Follow Us

Contact Us

Subscribe to mailing list