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  <title>Cybernetics Consultant Blog</title>
  <link>https://cyberneticsconsultant.com/blog/index.html</link>
  <description>Insights on AI, RPA, and Digital Transformation by Saikat Sarkar</description>
  <item>
    <title>Building Retrieval-Augmented Generation (RAG) with Amazon Bedrock</title>
    <link>https://cyberneticsconsultant.com/RAG_with_Bedrock.html</link>
    <guid>https://cyberneticsconsultant.com/RAG_with_Bedrock.html</guid>
    <description><![CDATA[Learn how to implement Retrieval-Augmented Generation (RAG) using Amazon Bedrock with Python, embeddings, and vector databases for enterprise-grade AI search.]]></description>
    <pubDate>Fri, 10 Oct 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>Tokenization and Vectorization in Deep Learning</title>
    <link>https://cyberneticsconsultant.com/Tokenization-and-Vectorization.html</link>
    <guid>https://cyberneticsconsultant.com/Tokenization-and-Vectorization.html</guid>
    <description><![CDATA[Learn how tokenization and vectorization transform text into numerical representations for deep learning models. Includes Python examples with Keras, Word2Vec, and BERT.]]></description>
    <pubDate>Thu, 02 Oct 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>Text-to-SQL with Vanna.AI and Python</title>
    <link>https://cyberneticsconsultant.com/Text-to-SQL.html</link>
    <guid>https://cyberneticsconsultant.com/Text-to-SQL.html</guid>
    <description><![CDATA[Learn how to use Vanna.AI with Python to convert natural language questions into SQL queries and run them against your database. Step-by-step guide with code examples, setup, and use cases.]]></description>
    <pubDate>Fri, 26 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>LLaMA Explained — Meta’s Open-Source Large Language Model</title>
    <link>https://cyberneticsconsultant.com/llama-meta.html</link>
    <guid>https://cyberneticsconsultant.com/llama-meta.html</guid>
    <description><![CDATA[Understand LLaMA, Meta’s open-source large language model. Learn its versions, features, and how to use LLaMA in Python with Hugging Face.]]></description>
    <pubDate>Fri, 26 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>Vector Databases — What they are and how they differ from SQL/NoSQL</title>
    <link>https://cyberneticsconsultant.com/vector-databases.html</link>
    <guid>https://cyberneticsconsultant.com/vector-databases.html</guid>
    <description><![CDATA[Learn what vector databases are, why they power semantic search and RAG, how they differ from SQL/NoSQL, example tools, and code snippets to get started with embeddings + ANN search.]]></description>
    <pubDate>Fri, 26 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>How to Deploy ML/AI Models in AWS</title>
    <link>https://cyberneticsconsultant.com/Deploy_AI_ML.html</link>
    <guid>https://cyberneticsconsultant.com/Deploy_AI_ML.html</guid>
    <description><![CDATA[Step-by-step guide to deploying ML/AI models in AWS using SageMaker, Lambda, ECS, EC2, and more with Python examples.]]></description>
    <pubDate>Sun, 21 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>AI + Space Systems: The Future of Modeling & Simulation</title>
    <link>https://cyberneticsconsultant.com/ai-space.html</link>
    <guid>https://cyberneticsconsultant.com/ai-space.html</guid>
    <description><![CDATA[How AI is transforming modeling & simulation for space systems — trajectory optimisation, anomaly detection, constellation management and more. Includes Python simulation and RL examples.]]></description>
    <pubDate>Wed, 17 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>Agentic AI — Real-World Use Cases Across Industries</title>
    <link>https://cyberneticsconsultant.com/blog_agentic_ai_usecases.html</link>
    <guid>https://cyberneticsconsultant.com/blog_agentic_ai_usecases.html</guid>
    <description><![CDATA[Explore practical use cases of Agentic AI across business, finance, healthcare, customer support, supply chain, and personal productivity.]]></description>
    <pubDate>Tue, 16 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>Vision Transformers (ViT) — Explained + Sample Code</title>
    <link>https://cyberneticsconsultant.com/blog_vision_transformer.html</link>
    <guid>https://cyberneticsconsultant.com/blog_vision_transformer.html</guid>
    <description><![CDATA[Introduction to Vision Transformers (ViT) with clear explanation and runnable Python code samples (PyTorch).]]></description>
    <pubDate>Mon, 15 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>The Hottest AI Trends in 2025</title>
    <link>https://cyberneticsconsultant.com/blog_ai_trends_2025.html</link>
    <guid>https://cyberneticsconsultant.com/blog_ai_trends_2025.html</guid>
    <description><![CDATA[Explore the top AI trends in 2025: Generative AI, Agentic AI, RAG with knowledge graphs, synthetic data, multimodal models, AI governance and more.]]></description>
    <pubDate>Sat, 13 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>How to Build a Data Lake on AWS — Step by Step Guide</title>
    <link>https://cyberneticsconsultant.com/blog-aws-datalake.html</link>
    <guid>https://cyberneticsconsultant.com/blog-aws-datalake.html</guid>
    <description><![CDATA[Learn how to design and build a scalable Data Lake on AWS using S3, Glue, Athena, Redshift, QuickSight, and Lake Formation. Includes architecture, workflow, and best practices.]]></description>
    <pubDate>Fri, 12 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>Fraud Analytics in Credit Card Transactions with AI and Python</title>
    <link>https://cyberneticsconsultant.com/blog-fraud-analytics.html</link>
    <guid>https://cyberneticsconsultant.com/blog-fraud-analytics.html</guid>
    <description><![CDATA[Learn how to detect fraud in credit card transactions using AI and Python. Covers data, features, supervised & unsupervised models, code examples, explainability, and deployment best practices.]]></description>
    <pubDate>Fri, 12 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>Model Performance Metrics — How to Choose the Right One</title>
    <link>https://cyberneticsconsultant.com/blog_model_metrics.html</link>
    <guid>https://cyberneticsconsultant.com/blog_model_metrics.html</guid>
    <description><![CDATA[A practical guide to model evaluation metrics: classification, regression, ranking and business metrics — when to use each, pros and cons.]]></description>
    <pubDate>Fri, 12 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>Agentic AI for Trading — Prototype & Demo (LangChain + Broker API)</title>
    <link>https://cyberneticsconsultant.com/blog-agentic-trading.html</link>
    <guid>https://cyberneticsconsultant.com/blog-agentic-trading.html</guid>
    <description><![CDATA[How to prototype an agentic AI system for stock trading: architecture, code demo (LangChain + embeddings + broker API), risk controls and deployment steps.]]></description>
    <pubDate>Thu, 11 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>Solving Sudoku with Python — Backtracking Explained</title>
    <link>https://cyberneticsconsultant.com/blog-sudoku.html</link>
    <guid>https://cyberneticsconsultant.com/blog-sudoku.html</guid>
    <description><![CDATA[A practical walkthrough: implement a Sudoku solver in Python using backtracking (plus simple optimizations). Includes runnable code and example.]]></description>
    <pubDate>Thu, 11 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>Monte Carlo Simulation for Option Pricing</title>
    <link>https://cyberneticsconsultant.com/blog4.html</link>
    <guid>https://cyberneticsconsultant.com/blog4.html</guid>
    <description><![CDATA[Monte Carlo Simulation for Option Pricing explained with Python example and chart visualization.]]></description>
    <pubDate>Wed, 10 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>GenAI in FinTech – Smart POS Payment Assistant</title>
    <link>https://cyberneticsconsultant.com/blog3.html</link>
    <guid>https://cyberneticsconsultant.com/blog3.html</guid>
    <description><![CDATA[Use case of Generative AI in FinTech: AI-powered Smart Payment Assistant at POS for digital payments.]]></description>
    <pubDate>Fri, 05 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>Semantic Search with Python</title>
    <link>https://cyberneticsconsultant.com/blog1.html</link>
    <guid>https://cyberneticsconsultant.com/blog1.html</guid>
    <description><![CDATA[What is Semantic Search, how it works, and a Python example with Sentence-Transformers and FAISS.]]></description>
    <pubDate>Thu, 04 Sep 2025 00:00:00 +0000</pubDate>
  </item>
  <item>
    <title>Integrating Semantic Search with GPT</title>
    <link>https://cyberneticsconsultant.com/blog2.html</link>
    <guid>https://cyberneticsconsultant.com/blog2.html</guid>
    <description><![CDATA[How to integrate semantic search with Generative AI (GPT) to build chat-with-your-documents systems using Python and LangChain.]]></description>
    <pubDate>Thu, 04 Sep 2025 00:00:00 +0000</pubDate>
  </item>
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