Blogs or Expert Columns
Multilingual Querying System
Resource Library > Demo Library > Multilingual Querying System Multilingual Querying System Applicable Industries IT Consulting & Services ProviderLegal & ComplianceHealthcare & PharmaceuticalsE-commerce & RetailGovernment & Public Services Technologies Used & Their Role Language Processing: FastText, Hugging Face TransformersQuery Understanding: OpenAI GPT-4, LangChainMultilingual Indexing: ChromaDBSearch & Retrieval: LangChain, Vector SearchAPI Deployment: FastAPI Summary of the AI Solution Businesses operating in multilingual environments often struggle with accurate search and retrieval across different languages. Standard search engines primarily rely on keyword matching, which fails to capture contextual nuances in multiple languages. The objective of this AI-powered Multilingual Querying System is to enable seamless [...]
Spam Prediction for Telco Dataset
Resource Library > Demo Library > Spam Prediction for Telco Dataset Spam Prediction for Telco Dataset Applicable Industries Telecom Service ProvidersBanking & Financial ServicesE-commerce & RetailHealthcare & InsuranceEnterprise Messaging Platforms Technologies Used & Their Role Text Processing & NLP: Python, NLTK, SpaCy, Scikit-learnMachine Learning & Deep Learning:TensorFlow, Scikit-learn, XGBoostModel Deployment & API: FastAPI, FlaskContainerization & Scaling: Docker, KubernetesData Storage & Processing: PostgreSQL, SnowflakeMonitoring & Continuous Learning: Prometheus, Grafana Summary of the AI Solution Telecom companies constantly battle fraudulent and spam messages that compromise user experience and regulatory compliance. Traditional rule-based filtering methods are inadequate, as spammers continuously evolve their tactics [...]
Sales Prediction and Recommendation System
Resource Library > Demo Library > Sales Prediction and Recommendation System Sales Prediction and Recommendation System Applicable Industries Retail & E-CommerceManufacturingFinancial ServicesConsumer Goods Telecommunications Technologies Used & Their Role Predictive Modeling: Python, XGBoost, Scikit-learnData Storage & Processing:SnowflakeVisualization & Insights:Power BIData Preprocessing & ETL: Pandas, NumPyAPI & Integration:FastAPI, Docker, Kubernetes Summary of the AI Solution A fabric manufacturer sought to enhance their sales strategy by leveraging data-driven insights instead of relying on intuition. Traditional sales forecasting methods were ineffective in identifying upselling and down-selling opportunities, leading to missed revenue potential and inefficient customer engagement. The objective of this Sales Prediction and Recommendation System [...]
Automated Document Tagging & Indexing System
Resource Library > Demo Library > Automated Document Tagging & Indexing System Automated Document Tagging & Indexing System Applicable Industries Technology & SoftwareFinance & BankingLegal & ComplianceHealthcare & PharmaGovernment & Public SectorManufacturing & Engineering Technologies Used & Their Role NLP Processing: Azure AI, LangChainGenerative AI & Contextual Search:OpenAI GPT-4, RAG FrameworkDocument Indexing & Retrieval:ElasticsearchHybrid Search & Query Processing:Vector Search, Keyword SearchCloud & Deployment:Azure Cloud, KubernetesAPI Integration:FastAPI, GraphQL Summary of the AI Solution An IT company required an advanced document management solution to streamline information retrieval from vast repositories. Traditional keyword-based searches lacked contextual awareness, making it difficult to extract meaningful [...]
Predictive Maintenance Application
Resource Library > Demo Library > Predictive Maintenance Application Predictive Maintenance Application Applicable Industries Aerospace & AviationManufacturingAutomotiveEnergy & UtilitiesHealthcareOil & GasLogistics & Transportation Technologies Used & Their Role Predictive Modeling: Python, TensorFlow, Scikit-learnTime-Series Analysis:Pandas, Statsmodels, ProphetExperiment Tracking: MLflowData Processing & Storage: PostgreSQL, SnowflakeAPI & Deployment:FastAPI, Docker, KubernetesMonitoring & Feedback Loop:Prometheus, Grafana Summary of the AI Solution Organizations dealing with machineries and sensors face significant challenges in maintaining operational efficiency due to unexpected component failures. Traditional maintenance methods such as manual inspections and reactive repairs, lead to increased downtime, higher costs, and potential safety risks. The objective of this predictive maintenance application [...]
ChatGPT-like Chatbot on Image-based Data
Resource Library > Demo Library > ChatGPT-like Chatbot on Image-based Data ChatGPT-like Chatbot on Image-based Data Applicable Industries ManufacturingEngineering & Technical ServicesLegal & ComplianceHealthcareFinance & Insurance Technologies Used & Their Role Document Parsing: PyMuPDF, PDFMiner, LangChainOCR & Text Extraction: Tesseract OCR, EasyOCR, LayoutLMv3Diagram & Flowchart Processing: OpenCV, Detectron2, YOLOv8Vector Search for RAG: ChromaDB, Pinecone, FAISSLLM for Conversational AI: OpenAI GPT-4, LlamaIndex, Hugging Face TransformersData Storage & Processing: Snowflake, PostgreSQL, MongoDBAPI & Deployment: FastAPI, Docker, KubernetesMonitoring & Feedback Loop: Prometheus, Grafana, MLflow Summary of the AI Solution Enterprises rely heavily on technical documents, flowcharts, schematics, and scanned reports for decision-making. However, [...]
How AI Can Prevent Devastation Like the Recent Los Angeles Wildfires
The recent devastating wildfires in Los Angeles, fueled by dry conditions and strong winds, have scorched over 25,000 acres, destroyed more than 1,000 structures, and claimed multiple lives. According to reports, the fires have cost billions in damages and forced thousands to evacuate. With climate change driving more frequent and severe wildfires, proactive and predictive solutions are essential to protect communities and critical infrastructure. Artificial Intelligence (AI) has emerged as a powerful tool to mitigate wildfire risks, enhance early warning systems, and enable preventive actions before catastrophe strikes. The Growing Threat of Wildfires Wildfires have become increasingly [...]
Everything You Need to Know About Low Code or No Code Platforms
Everything You Need to Know About Low Code or No Code Platforms Low-code and no-code environments are rapidly becoming a trend for rapid AI development and deployment. They have transformed the way enterprises approach software development and automation. In this article, we will explore some of the best low code or no code platforms, the implementation areas, the challenges, the answers for some common queries and the future possibilities of these platforms. What is low code or no code platforms? Low-code or no-code (LC/NC) platforms are some compact tools that allow users to build and [...]
A Comprehensive Guide on Latent Dirichlet Allocation
A Comprehensive Guide on Latent Dirichlet Allocation What is Latent Dirichlet Allocation or LDA? Latent Dirichlet Allocation (LDA) is a generative probabilistic model used primarily for topic modeling in natural language processing (NLP). It assumes that documents in a corpus consist of multiple latent topics. And each topic is represented as a distribution over words. LDA enables the extraction of thematic structure from unstructured text data, providing insights into the hidden topics within a collection of documents. How Does Latent Dirichlet Allocation Work? Core Assumptions: Each document is a mixture of multiple topics. Each [...]
Top 10 Open-Source Frameworks for Testing LLMs, RAGs, and Chatbots
Top 10 Open-Source Frameworks for Testing LLMs, RAGs, and Chatbots According to a recent report by the Wall Street Journal, around 80% of enterprises use Language Models (LLMs), Retrieval-Augmented Generation (RAG) systems, and chatbots in their operations. The same has been confirmed by Gartner. As the adoption of these AI technologies accelerates, robust testing frameworks have become indispensable for ensuring accuracy, fairness, and reliability. In this article, we will unveil the top 10 open-source testing frameworks that can evaluate and optimize AI models across various dimensions. LangTest Owning Company: IBM Description: LangTest is an open-source framework for [...]
Detecting Anomalies in Images Using Computer Vision-Based Regression Models
Detecting Anomalies in Images Using Computer Vision-Based Regression Models Anomaly detection is a critical task in various industries, including manufacturing, healthcare, security, autonomous systems, energy, utility, oil and gas. Traditional methods rely on explicit rules or statistical thresholds, which often struggle to handle complex visual data. Using computer vision, along with deep learning and regression models, enables us to analyze patterns in images and identify deviations from the norm. In this article, we delve into how we can apply regression models in anomaly detection, the workflow involved, the methodologies we can employ, and the industry best [...]
ThirdEye Data Recognized in Newsweek & Statista’s America’s Most Reliable Companies 2025
ThirdEye Data Recognized in Newsweek & Statista’s America’s Most Reliable Companies 2025 Sunnyvale, CA – 9th December 2024 – ThirdEye Data, a leading provider of AI-driven enterprise solutions and data analytics, is proud to announce its inclusion in Newsweek and Statista’s America’s Most Reliable Companies 2025 list. ThirdEye Data ranks 55th among 300 companies recognized nationwide, standing out from 33 million businesses and achieving an impressive score of 84.24 out of 100. This prestigious list identifies businesses that have earned exceptional trust and recommendations from their B2B clients. Based on an independent survey of [...]
How to Build a Custom GPT on OpenAI’s ChatGPT Platform
How to Build a Custom GPT on OpenAI's ChatGPT Platform Overview OpenAI's ChatGPT has emerged as a foundational tool for conversational AI in the last couple of years. It offers extensive customization capabilities to the developers. This article provides an exclusive, in-depth guide on building a custom GPT model tailored to specific business or personal requirements. We delve into technical intricacies, including dataset preparation and fine-tuning, advanced deployment methods, integration strategies, optimization, best practices, and continuous improvement processes. Additionally, we will explore challenges, ethical implications, and future advancements in the field. I hope it will help [...]
A Complete Guide to the OpenAI API: Step-by-Step Guide for 2024-25
A Complete Guide to the OpenAI API: Step-by-Step Guide for 2024-25 OpenAI has been a game-changer for incorporating artificial intelligence into business operations and workflows. This includes automating mundane tasks and making complex decisions. OpenAI's models offer versatile solutions to real-world business challenges. The guide discusses the usage process of the OpenAI API, applications, and the possibility of business transformation, along with answering the questions most frequently asked by users. What is OpenAI API? OpenAI API gives access to its pre-built and flexible models, for example, GPT-3, GPT-4, Codex, DALL-E, and Whisper, which are based on [...]
The Pursuit of General Problem Solvers in AI – From Early Attempts to Modern LLMs
The Pursuit of General Problem Solvers in AI: From Early Attempts to Modern LLMs The quest for a General Problem Solver (GPS) has been a cornerstone of artificial intelligence research for decades. This article traces the history of attempts to achieve this goal, culminating in the development of Large Language Models (LLMs), and discusses why even modern AI systems fall short of true general problem-solving capabilities. We'll explore how general problem-solving aligns with the broader goal of general intelligence, and why this holy grail remains elusive. Defining General Problems At the heart of GPS is the concept of [...]
ThirdEye Data Recognized in ISG Provider Lens™ Study for 2024
ThirdEye Data Recognized in ISG Provider Lens™ Study for 2024 We are thrilled to announce that ThirdEye Data has been recognized in the ISG Provider Lens™ Specialty Analytics Services 2024 – Global Region study, excelling in two key categories: Data Science Services Specialist and Data Engineering Services Specialist. This recognition marks a significant achievement, highlighting our commitment to delivering cutting-edge data-driven solutions and transformative business insights. What is ISG Provider Lens™? The ISG Provider Lens™ Quadrant studies are a benchmark for excellence in the technology services market, providing a comprehensive view of the top players across specific regions [...]
AI for Machining: The Impact on Precision and Efficiency
AI for Machining: The Impact on Precision and Efficiency Manufacturing is undergoing a change, particularly with the advent of Artificial Intelligence (AI) – an amalgamation of advanced statistical and mathematical techniques with computing technologies. Presently, manufacturing sector is challenged, mainly amongst others, by the shortage of skilled manpower. Additionally, workforce attrition is another factor that adds to the challenges. In view of the problem, many projects and studies have been commissioned across the world to assess the effect of increased production costs due to unavailability of skilled labor. This is particularly relevant to high-wage countries grappling with labor [...]
How AI and Data Analytics are Revolutionizing Sales for Manufacturers
How AI and Data Analytics are Revolutionizing Sales for Manufacturers In the bustling world of manufacturing, the pursuit of higher sales figures isn't just a goal; it's the bottom line of the industry. Yet, amidst the challenges of evolving consumer demands, market fluctuations, and operational complexities, traditional methods often fall short. This is where the groundbreaking integration of Artificial Intelligence (AI) and Data Analytics emerges as a transformative force, reshaping the landscape and propelling manufacturers into a new era of sales excellence. Let’s illustrate with a case study. A seasoned IT products manufacturer based in California has long grappled [...]
The Hidden Cost of Manual Gauge Readings: Explaining the AI Solutions for Manufacturing Industry
The Hidden Cost of Manual Gauge Readings: Explaining the AI Solutions for Manufacturing Industry For decades, manufacturing has relied on manual gauge readings to monitor critical production variables like temperature, pressure, and machine vibration. These readings, often taken by human workers, are prone to errors, delays, and inconsistencies. This seemingly simple task harbors a hidden cost that can significantly impact on production bottom line. The Problem: Inaccuracies and Delays in Manual Gauge Readings Human Error: Studies show that manual readings can have an error rate of up to 5%, often due to fatigue, distraction, or misinterpretations. This translates to [...]
NVIDIA CEO Foresees India’s IT Sector as Global AI Vanguard
NVIDIA CEO Foresees India's IT Sector as Global AI Vanguard In a significant development marking the convergence of technological innovation and international collaboration, NVIDIA CEO Jensen Huang recently engaged in talks with India's Prime Minister Narendra Modi. Their discussions revolved around leveraging India's formidable IT talent pool to spearhead the global artificial intelligence (AI) revolution. Huang's remarks shed light on NVIDIA's commitment to partnering with the Indian government and various corporate entities, underscoring India's pivotal role in shaping the future of AI. "India has the largest population of IT professionals, there is no question they will be re-skilled [...]
Demystifying Physics with Deep Learning: A Guide to Physics-Informed Neural Networks (PINNs) with Python
Demystifying Physics with Deep Learning: A Guide to Physics-Informed Neural Networks (PINNs) with Python At ThirdEye Data, we're passionate about pushing the boundaries of Artificial Intelligence (AI) and its impact on various fields. Today, we delve into a fascinating area - Physics-Informed Neural Networks (PINNs) - and explore their potential with Python. Imagine this: solving complex physical equations with the ease of feeding data into a computer program. PINNs make this a reality, bridging the gap between deep learning and the established principles of physics. What are PINNs? PINNs are a specialized type of neural network designed to [...]
Time Series Classification with Neural Network using Random Sub Sequence Statistics as Features
Time Series Classification with Neural Network using Random Sub Sequence Statistics as Features Deep Learning models generally extract features in the early layers of the network. It does away with the need for manual feature engineering making it attractive ML technique. However, this not always the case, time series clustering and classification being some examples, unless you use complex solution involving RNN and MLP. Time series forecasting is easier. You can feed raw time series data to auto regressive DL models like Transformer or LSTM. In this post we will use a feature engineering technique called interval statistics to engineer features for a [...]
Unreasonable Claim of Reasoning Ability of LLM
Unreasonable Claim of Reasoning Ability of LLM Reasoning is critical for problem solving, decision making and in general for human intelligence. There have been various claims of reasoning abilities of LLM. Typically these claims are based on few anecdotal examples, followed by by some broad brush conclusions. There have several papers debunking such claims, demonstrating how LLM fails for non trivial reasoning tasks. I will review two of those papers showing how the so called reasoning ability is an illusion. I will also show how the success for simple reasoning tasks can be explained by co occurrence pattern learning and In [...]
ThirdEye Data Reinforces Commitment to Data Security with ISO 27001 and SOC 2 Compliance
ThirdEye Data Reinforces Commitment to Data Security with ISO 27001 and SOC 2 Compliance In today's interconnected world, data has become the lifeblood of businesses, driving innovation, decision-making, and competitive advantage. As organizations amass vast troves of sensitive information, data security has emerged as a paramount concern, safeguarding the integrity, confidentiality, and availability of this invaluable asset. ThirdEye Data, a leading provider of Data & AI solutions, understands the profound importance of data security. The company's recent achievement of both ISO 27001 and SOC 2 compliance underscores its unwavering commitment to protecting its clients' data and upholding the [...]
