Tag: time series

  • Must-know Data Science Algorithms (Part 3)

    Another Top 5 Data Science Algorithms (Part 3) K-Nearest Neighbors (KNN) KNN is a simple yet effective algorithm for classification and regression. It classifies a new data point based on the majority class among its K nearest neighbors in the feature space. Use Cases: Image recognition. Recommendation systems. Pattern recognition. Sample Data: import numpy as Read more

  • Must-Know Data Science Algorithms and Their Use Cases: Part 2

    The article outlines five essential data science algorithms: Naive Bayes, Gradient Boosting Machines, Artificial Neural Networks, and the Apriori Algorithm, detailing their use cases, implementation samples, and code explanations. Each algorithm is crucial for tasks like classification, predictive modeling, and market analysis, demonstrating their significance in data science. Read more

  • Implementing Intelligent Financial Advisor Agentic AI on GCP – Detailed

    Implementing Intelligent Financial Advisor Agentic AI on GCP – Detailed Implementing Intelligent Financial Advisor Agentic AI on GCP – Detailed This document outlines the architecture and implementation steps for building an Intelligent Financial Advisor Agentic AI system on Google Cloud Platform (GCP). The goal is to create an autonomous agent capable of understanding user financial Read more

  • Implementing Fraud Detection and Prevention Agentic AI on Azure – Detailed

    Implementing Fraud Detection and Prevention Agentic AI on Azure – Detailed Implementing Fraud Detection and Prevention Agentic AI on Azure – Detailed This document provides a comprehensive outline for implementing a Fraud Detection and Prevention Agentic AI system on Microsoft Azure. The objective is to build an intelligent agent capable of autonomously analyzing data, making Read more

  • Implementing few e-Commerce queries in Spark SQL

    Spark SQL Implementation – E-commerce & Retail (First 5) Implementation # 1. Calculate daily/weekly/monthly sales trends. This query calculates the total sales for each day, week, and month. It assumes you have an orders table with an order_date and a total_amount. — Daily Sales Trend SELECT order_date, SUM(total_amount) AS daily_sales FROM orders GROUP BY order_date Read more

  • GCP Specific Tech Stacks for AI Context Management

    GCP Specific Tech Stacks for AI Context Management Sample Tech Stack 1: For a Large-Scale NLP Application with Knowledge Graph Integration on GCP Context Representation & Storage Knowledge Graph: Google Cloud Knowledge Graph Vector Embeddings: Vertex AI Feature Store Consider Compute Engine or Vertex AI Workbench for open-source libraries (FAISS, Annoy, ChromaDB). Explore Vertex AI Read more

  • Azure AI Offerings – Details and Use Cases

    Azure AI Offerings – Details and Use Cases Azure AI Offerings – Details and Use Cases Microsoft Azure provides a comprehensive portfolio of AI services designed to help developers and organizations build intelligent applications. These services span across various AI domains, including Generative AI, Language, Vision, and Decision-making. Generative AI Services: Azure OpenAI Service Provides Read more