AI Notes For Learning
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Building an AI Chatbot for Order Status with React.js, Rasa, and Flask
This article details the development of an AI Chatbot that enables users to inquire about the status of their orders. The implementation utilizes a modern frontend built with React.js, a robust Natural Language Understanding (NLU) and dialogue management framework powered by Rasa, and a simple backend using Python (Flask) to serve order information. I. Core…
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Monitoring Apache Kafka infrastructure using New Relic
One can effectively monitor Apache Kafka infrastructure using New Relic through several methods: 1. Kafka On-Host Integration (Recommended for most self-managed Kafka deployments): 2. Java Agent (for monitoring Java-based Producers and Consumers): 3. OpenTelemetry (for a vendor-agnostic approach): 4. Kafka Connect New Relic Connector (for sending data from Kafka Connect to New Relic): Choosing the…
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Monitoring Apache Kafka using the ELK stack
One can effectively monitor Apache Kafka infrastructure using the ELK stack (Elasticsearch, Logstash, Kibana). Here’s a breakdown of how to achieve this: 1. Data Collection: You have a few primary ways to get Kafka-related data into your ELK stack: 2. Data Processing (Logstash – Optional but Powerful): 3. Data Storage (Elasticsearch): 4. Data Visualization and…
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Kafka Monitoring Tools
Lets look at various tools to monitor your Apache Kafka deployments. Here’s a breakdown of some popular options, including both open-source and commercial solutions: Key Metrics to Monitor: Before diving into specific tools, it’s important to understand what metrics are crucial for Kafka monitoring: Open-Source Kafka Monitoring Tools: Commercial Kafka Monitoring Tools: Choosing the Right…
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Autonomous Content Creation for Social Media Marketing using Agentic AI
Here we implement agentic AI use case focusing on a creative and dynamic domain: Autonomous Content Creation for Social Media Marketing. Use Case: A marketing agency wants to automate the process of creating engaging content for various social media platforms for their clients. Instead of relying solely on human content creators, an agentic AI can…
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Autonomous Scientific Research Assistant using Agentic AI
Let’s explore another agentic AI use case, this time focusing on a different domain: Autonomous Scientific Research Assistant. Use Case: A research laboratory wants to accelerate the pace of scientific discovery by automating certain aspects of the research process. Instead of researchers spending significant time on literature reviews, hypothesis generation, experimental design, and data analysis,…
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Agentic AI for Autonomous Bank Statement Analysis and Anomaly Detection
Let’s implement a sample use case: An Agentic AI for Autonomous Bank Statement Analysis and Anomaly Detection. Use Case: A financial institution wants to automate the process of analyzing customer bank statements to identify potential fraudulent activities, unusual spending patterns, or financial distress indicators. Instead of relying solely on rule-based systems or manual review, an…
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Agentic AI Tools
Agentic AI refers to a type of artificial intelligence system that can operate autonomously to achieve specific goals. Unlike traditional AI, which typically follows pre-programmed instructions, agentic AI can perceive its environment, reason about complex situations, make decisions, and take actions with limited or no direct human intervention. These systems often leverage large language models…
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Comparing various Time Series Databases
A Time Series Database (TSDB) is a type of database specifically designed to handle sequences of data points indexed by time. This is in contrast to traditional relational databases that are optimized for transactional data and may not efficiently handle the unique characteristics of time-stamped data. Here’s a comparison of key aspects of Time Series…
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Sample Project demonstrating moving Data from Kafka into Tableau
Here we demonstrate connection from Tableau to Kafka using a most practical approach using a database as a sink via Kafka Connect and then connecting Tableau to that database. Here’s a breakdown with conceptual configuration and Python code snippets: Scenario: We’ll stream JSON data from a Kafka topic (user_activity) into a PostgreSQL database table (user_activity_table)…