Blogs or Expert Columns
Topic Modelling Using LDA (Updated for 2025)
Topic Modelling Using LDA (Updated for 2025) Topic modelling in natural language processing is a technique which assigns topic to a given corpus based on the words present. Topic modelling is important, because in this world full of data, it has become increasingly important to categorize the documents. For example, a company receives hundred of reviews, then it is important for the company to know what categories of reviews are more important and vice versa. In this article, we will see the following: LDA Hyperparameters in LDA LDA in Python Shortcomings of LDA Alternative Topics can be thought [...]
Top 25 Agentic AI Use Cases in 2025
Top 25 Agentic AI Use Cases in 2025 As we advance through 2025, the artificial intelligence landscape has evolved far beyond the generative AI boom of 2023-2024. The current focus has shifted to agentic AI, the kind of autonomous systems that don't just generate content or provide responses, but actively pursue goals, make decisions, and execute complex workflows without human intervention. According to recent industry reports, the agentic AI market is projected to reach $78.2 billion by 2030, with enterprise adoption accelerating at an unprecedented 127% year-over-year growth rate in 2025. About The 2025 Agentic AI Revolution [...]
Model Context Protocol
What is Model Context Protocol or MCP? The Model Context Protocol or MCP is a framework for maintaining, updating, and sharing contextual information across multiple AI agents, LLMs, tools, environments, and user sessions in a dynamic multi-agent system. MCP emerged as a design pattern and architectural necessity to govern how "context" is defined, stored, retrieved, updated, and transmitted across tasks, tools, and models. Model Context Protocol has been adopted informally across AI architecture circles, particularly by open-source multi-agent system developers, LLM orchestration tool creators such as LangChain, AutoGen, CrewAI, and enterprise AI solution architects. It began to crystallize as [...]
A Comparative Study Between LangGraph and LangChain for Enterprise AI Development
A Comparative Study Between LangGraph and LangChain for Enterprise AI Development The landscape of AI application development has undergone a dramatic transformation with the emergence of sophisticated orchestration frameworks. As enterprises increasingly adopt Large Language Models (LLMs) for complex business processes, the choice between LangChain and its newer counterpart, LangGraph, has become crucial for technical leaders and development teams. This comprehensive analysis explores both frameworks, their architectural differences, use cases, and strategic implications for enterprise AI deployment. A Simplified Overview of LangChain and LangGraph LangChain revolutionized how developers build LLM applications by providing a comprehensive toolkit [...]
All About Emergent Behavior in Large Language Models
All About Emergent Behavior in Large Language Models Emergent behavior is when an LLM suddenly gains new capabilities that were neither explicitly programmed nor visible in smaller versions. These abilities appear non-linearly, they’re absent at small scales and pop up abruptly when the model scales past a threshold. Think of it like heating water, nothing seems different until it hits exactly 100 °C, then boom, it boils. Similarly, LLMs may suddenly “boil over” with new skills when they reach sufficient size. “Emergent abilities” are those not present in smaller models but appear in larger ones, defying gradual prediction. [...]
How Accounting and CA Firms are Using AI for Driving Growth
How Accounting and CA Firms are Using AI for Driving Growth: ROI, Use Cases, and Roadmap As businesses are operating in a data-heavy and compliance-driven accounting environment, AI is not just a futuristic idea anymore, it has become a non-avoidable strategic move. Various AI solutions are emerging as a catalyst to modernize operations, reduce manual effort, and drive higher margins for accounting and CA firms. In this article, we will explore how accounting firms are using AI effectively, the key use cases with quantified ROI, usual investment considerations by firm size, and a robust step-by-step strategy to maximize returns, based on ThirdEye [...]
A Gala of MDM & Data Governance Use Cases: Building Responsible AI without Reckless Data – Part 3
A Gala of MDM & Data Governance Use Cases: Building Responsible AI without Reckless Data – Part 3 I hope you could relate to the previous Parts of Use cases on MDM and Data Catalogs. Today, we are bringing a checklist instead of one use case. The checklist is built based on all our experiences working on generative AI projects, and here it is. Use Case III : A Generative AI Product Manager’s Checklist A Checklist definitely protects any project we usually do under pressure. Generative AI is new for all. Implementing a project without a formal education is super [...]
The Rise of Patient Diagnostic Assistants in Enhancing Early Detection in Healthcare
The Rise of Patient Diagnostic Assistants in Enhancing Early Detection in Healthcare In the last couple of days, stories have emerged of individuals turning to AI tools like ChatGPT to understand lingering medical symptoms, and in some cases it led to life-saving discoveries. These aren't isolated incidents, but signals of a broader shift - artificial intelligence is becoming a valuable ally in early disease detection. While AI is not a substitute for medical professionals, it can serve as a second set of eyes which is unbiased, tireless, and often insightful. AI is helping patients and physicians detect conditions earlier than ever before. At ThirdEye [...]
Want quick ROI from AI projects? Try Low Code/No Code Platforms!
Want quick ROI from AI projects? Try Low Code/No Code Platforms! Businesses from all domains and around the world recognize the power of AI, the value it brings, and the operational efficiencies it generates for their respective businesses.. Companies at all stages, from startups to international enterprises, are tapping into AI to help them save on costs, drive efficiencies, and build more impactful digital solutions. However, implementing AI solutions into business operations is no simple task, and often requires a significant investment in time, money, and new hires to realize from scratch. Here’s where low-code/no-code (LCNC) solutions come [...]
A Gala of MDM & Data Governance Use Cases: Building Responsible AI without Reckless Data – Part 2
A Gala of MDM & Data Governance Use Cases: Building Responsible AI without Reckless Data – Part 2 AI is no longer just an idea; it’s becoming a thinker and decision-maker, making Alan Turing’s dream a reality. With Moore’s Law still holding and hardware advancing rapidly, AI’s potential grows, but it’s only as good as the data it’s fed. According to S&P Global Market Research, businesses scrapping most of their AI initiatives increased to 42% this year, up from 17% last year. Shockingly, around 91% of organizations report that poor data quality and governance directly impacts business performance and that is why [...]
A Technical and Business Perspective for Choosing the Right LLM for Enterprise Applications
A Technical and Business Perspective for Choosing the Right LLM for Enterprise Applications As per the March 2025 survey report, Large Language Models are backing over 65% of AI implementation initiatives and enabling enterprises with automation, content generation, and advanced decision-making. But we cannot ignore the notable concern is the selection of appropriate LLMs for specific use cases. In 2025, reports indicate that 46% of companies abandoned their AI proofs-of-concept, and 42% discontinued most of their AI initiatives, citing issues related to data security, privacy, and escalating costs. We found the root cause in the due diligence part. Enterprises lack [...]
A Gala of MDM & Data Governance Use Cases: Building Responsible AI without Reckless Data – Part 1
A Gala of MDM & Data Governance Use Cases: Building Responsible AI without Reckless Data - Part 1 In the evolving world of Artificial Intelligence (AI), we are witnessing a revolution. AI is no longer a mere idea, it’s becoming a thinker and, soon enough, a decision-maker. Imagine this: after 75 years, Alan Turing’s dream of a thinking machine is slowly becoming a reality. Moore’s Law is still holding true, and hardware technology is advancing at breakneck speed. But here’s the twist: AI systems may be getting smarter, but they can only be as good as the data they’re fed. [...]
ThirdEye Data’s Office Outing at Dandeli – Celebrating Success & Learning
ThirdEye Data's Office Outing at Dandeli - Celebrating Success & Learning At ThirdEye Data, we believe in striking the perfect balance between hard work and well-deserved celebrations. Our recent office outing from 21st to 23rd February 2025 at Dandeli was a testament to this philosophy. The entire India team, with members from various locations including Mumbai, Pune, Kolkata, Bhubaneswar, Ghaziabad, Chennai, Vadagol, Mugalkhod, Chikodi, Dharwad, Varanasi, Ranchi, and Jamshedpur, came together for an unforgettable experience filled with adventure, bonding, and knowledge sharing. An Unforgettable Get-Together at Dandeli Our retreat took place at the scenic Starling [...]
ThirdEye Data at KLS VDIT
ThirdEye Data at KLS Vishwanathrao Deshpande Institute of Technology, Haliyal (KLS VDIT) On 13th March 2025, the ThirdEye Data team had the privilege of visiting KLS Vishwanathrao Deshpande Institute of Technology, Haliyal (KLS VDIT) to introduce students to our Learning Path Program. The experience was nothing short of inspiring, as we engaged with eager students from diverse engineering domains, Computer Science & IT, Electrical, and Mechanical, who were keen to explore the transformative potential of AI & Data in their respective fields. A Heartfelt Thanks to Our Host We extend our sincere gratitude to Dr. V.A. [...]
AI-based Personalized Learning Platform for EdTech
Resource Library > Demo Library > AI-Driven Personalized Learning Platform for EdTech AI-Driven Personalized Learning Platform for EdTech Applicable Industries E-Learning Platforms Schools & UniversitiesCorporate TrainingTest Preparation Platforms Technologies Used & Their Role AI-Powered Content & Tutoring: OpenAI GPT-4, LangChainAdaptive Learning & Quiz Generation: AI-Based NLP, FastAPI, Moodle APIPersonalized Study Paths: Pinecone (Vector Search) Summary of the AI Solution Traditional education systems follow a one-size-fits-all approach, leading to student disengagement and ineffective learning outcomes.Our AI-driven Personalized Learning Platform tailors learning paths, quizzes, and study plans based on individual student performance, ensuring higher engagement, improved knowledge retention, and adaptive learning experiences. Problem [...]
AI-Powered Smart Traffic Management System
Resource Library > Demo Library > AI-Powered Smart Traffic Management System AI-Powered Smart Traffic Management System Applicable Industries Traffic Control CentersLaw Enforcement AgenciesEmergency Response UnitsPublic Transport Authorities Technologies Used & Their Role Traffic & Violation Detection: YOLOv8, OpenCV, Computer VisionReal-Time AI Processing: Edge AI DeploymentData Streaming & Alerts: Apache KafkaIntegration with City Systems: Smart Traffic Lights, IoT Sensors Summary of the AI Solution Urban areas face growing traffic congestion, frequent accidents, and law enforcement challenges, leading to longer commute times, safety risks, and inefficiencies.Our AI-powered Smart Traffic Management System leverages computer vision and real-time surveillance analysis to detect traffic congestion, [...]
AI-Driven Quality Inspection System for Manufacturing Industry
Resource Library > Demo Library > AI-Driven Quality Inspection System for Manufacturing Industry AI-Driven Quality Inspection System for Manufacturing Industry Applicable Industries Automotive ManufacturingElectronics & Semiconductor IndustryPharmaceutical & Medical Device ManufacturingFood & Beverage Manufacturing Industry Technologies Used & Their Role Object Detection & Defect Analysis: YOLOv8, TensorFlowComputer Vision Processing: OpenCV, Deep Learning ModelsReal-Time AI Execution: Edge AI DeploymentIndustrial Automation: PLC Integration for Line Control Summary of the AI Solution Manual quality inspections in manufacturing are time-consuming, inconsistent, and prone to human errors, leading to defective products slipping through the assembly line.Our AI-powered quality inspection system automates defect detection using computer [...]
ThirdEye Data at B. P. Poddar Institute – Empowering Future AI & Data Professionals
ThirdEye Data at B. P. Poddar Institute - Empowering Future AI & Data Professionals On 7th March 2025, the ThirdEye Data team had an inspiring and insightful session at B. P. Poddar Institute of Management and Technology, interacting with students about our Learning Path Program and its upcoming sessions. This engagement provided an excellent opportunity to connect with aspiring AI & Data professionals, introduce them to industry trends, and guide them on a structured path toward building a successful career in data science and artificial intelligence. A Special Thanks to Our Host [...]
AI-Based Automated Resume Screening for HR & Recruitment
Resource Library > Demo Library > AI-Based Automated Resume Screening for HR & Recruitment AI-Based Automated Resume Screening for HR & Recruitment Applicable Industries Recruitment & HR FirmsIT & Tech CompaniesFinancial ServicesHealthcare & Biotech Technologies Used & Their Role Natural Language Processing (NLP): OpenAI GPT-4, Scikit-learnAI-Powered Resume Parsing: LangChainSearch & Retrieval Engine: ElasticsearchScoring & Ranking Algorithm: NLP-based Similarity Matching Summary of the AI Solution Recruiters spend countless hours manually screening resumes, leading to delays, inefficiencies, and unconscious biases in hiring decisions. Our AI-powered resume screening system automates this process by filtering, ranking, and shortlisting candidates based on job descriptions and company-specific [...]
AI-Powered Demand Forecasting for Retail & E-Commerce
Resource Library > Demo Library > AI-Powered Demand Forecasting for Retail & E-Commerce AI-Powered Demand Forecasting for Retail & E-Commerce Applicable Industries Retail & E-CommerceConsumer Goods & FMCGGrocery & Perishable Goods Apparel & Fashion Technologies Used & Their Role Machine Learning Models:XGBoost, ProphetScalable Forecasting: AWS ForecastData Processing & Storage: BigQueryBusiness Intelligence & Reporting: Power BI Summary of the AI Solution Retailers and e-commerce businesses face inventory challenges due to inaccurate demand forecasting, leading to overstocking, understocking, and lost sales opportunities. Our AI-Powered Demand Forecasting System predicts future demand by analyzing historical sales, seasonality trends, and customer behavior, ensuring optimized inventory management and [...]
AI-Powered Legal Contract Analyzer for Law Firms
Resource Library > Demo Library > AI-Powered Legal Contract Analyzer for Law Firms AI-Powered Legal Contract Analyzer for Law Firms Applicable Industries Law Firms & Legal TeamsFinancial & Compliance DepartmentsEnterprises & Procurement TeamsReal Estate & Leasing Companies Technologies Used & Their Role Natural Language Processing (NLP): OpenAI GPT-4, LangChainClause & Entity Extraction: Named Entity Recognition (NER)Contract Digitization: OCR for text extractionFast Legal Document Search: Pinecone (Vector Database) Summary of the AI Solution Law firms and legal teams face time-consuming, manual contract reviews, increasing the risk of overlooked clauses, obligations, and potential liabilities. Our AI-Powered Legal Contract Analyzer automates contract analysis using [...]
Intelligent Patient Diagnosis Assistant for Healthcare
Resource Library > Demo Library > Intelligent Patient Diagnosis Assistant for Healthcare Intelligent Patient Diagnosis Assistant for Healthcare Applicable Industries Hospitals & ClinicsTelemedicine ProvidersMedical Research InstitutionsHealth Insurance Companies Technologies Used & Their Role Medical Language Processing: BioBERT, Hugging Face TransformersAI-Based Diagnosis Suggestion: OpenAI GPT-4Patient Data Retrieval: FHIR APIContinuous Learning: Reinforcement Learning Summary of the AI Solution In the always-crowded healthcare industry, doctors often struggle with information overload when diagnosing complex diseases. Manual reviews of past medical records slow down decision-making, impacting patient care and outcomes. Our AI-powered Intelligent Patient Diagnosis Assistant helps healthcare professionals make faster, data-driven diagnoses by analyzing patient [...]
AI-Powered Fraud Detection for Banking & Finance
Resource Library > Demo Library > AI-Powered Fraud Detection for Banking & Finance AI-Powered Fraud Detection for Banking & Finance Applicable Industries Banking & Financial ServicesFintech & Payment ProvidersE-commerce & RetailInsurance & Claims Processing Technologies Used & Their Role AI Model Training & Detection: TensorFlow, Graph Neural NetworksAnomaly Detection: Machine Learning, Deep LearningReal-time Processing: KafkaSecure Data Storage: SnowflakeTransaction Data Analysis : Python Summary of the AI Solution Financial institutions face growing challenges in detecting and preventing fraudulent transactions. Traditional rule-based fraud detection systems often fail to adapt to evolving fraud tactics, leading to billions in losses annually. This AI-powered Fraud Detection System [...]
Computer Vision-based Object Counting
Resource Library > Demo Library > Computer Vision-based Object Counting Computer Vision-based Object Counting Applicable Industries Electronics ManufacturingAutomotiveRetail & Inventory Management Textile & ApparelFood & BeverageHealthcareSupply Chain & Logistics Technologies Used & Their Role Object Detection & Counting: YOLOv8, OpenCVAI Model Training: TensorFlowImage Processing & Optimization: OpenCVReal-time Edge Deployment: Edge AIAPI & System Integration: FastAPI Summary of the AI Solution - Why We Developed This Solution Manufacturers dealing with small components often struggle with accurate counting during production and quality control. Manual counting is error-prone, leading to defects, rework, and operational inefficiencies. This AI-powered Object Counting System automates counting using computer vision, [...]
