Neural Networks

Open Letters to Iain McGilchrist—First Letter: On Iain McGilchrist’s Implicit Physiological Confirmation of Kantian Stereoperspectival Epistemology
Marcel Chelba
What if Kant’s theory of knowledge were not merely a philosophical speculation, but an implicit description of the very architecture of the human brain?In this ambitious philosophical work, Marcel Chelba proposes a new epistemological paradigm: Stereoperspectival Epistemology — a theory of knowledge integrating Kantian transcendental philosophy, modern neuroscience, brain hemispheric asymmetry, cybernetics, and the epistemological crises of contemporary science.
Naciro: Der neue Code globaler Intelligenz
Warum traditionelle Geopolitik versagt und wie Algorithmen die Welt von morgen messen.
Sven Neawolf (Schmidt)
Geopolitik ist zu langsam. Entdecken Sie, wie die Naciro Engine KI nutzt, um den Puls der Nationen in Echtzeit zu messen – mit einer 15-minütigen Rekalibrierung von globaler Wahrheit und Macht. Check the live data on https://nationfiles.com
Naciro: The New Code of Global Intelligence
Why traditional geopolitics fails and how algorithms measure the world of tomorrow.
Sven Neawolf (Schmidt)
Geopolitics is too late. Discover how the Naciro Engine uses AI to measure the pulse of nations in real-time, providing a 15-minute recalibration of global truth and power. Check the live data on https://nationfiles.com
Algorithmic Geopolitics: Benchmarking and Comparison
Strategic Evaluation of the NFSI Against Established Global Indices.
Sven Neawolf (Schmidt)
See how NationFiles compares to the world's leading stability indices. This report benchmarks the NFSI against traditional models to demonstrate the power of real-time geopolitical data. Check the live data on https://nationfiles.com
Algorithmic Geopolitics: Methodology and Application Monograph
A Comprehensive Research Summary on AI-Driven Real-Time Stability Indexing.
Sven Neawolf (Schmidt)
A concentrated scientific overview of the NationFiles framework. This monograph details the methodology and application of AI-driven real-time stability indexing for research and peer review. Check the live data on https://nationfiles.com
Technical Note: The Large Processing Unit (LPU) Architecture
Low-Latency Inference and Deterministic Embedding within the Naciro Intelligence Engine.
Sven Neawolf (Schmidt)
Discover the LPU architecture. This note details the specialized inference stack used for sub-50 ms latency and deterministic data embedding within the Naciro Intelligence Engine. Check the live data on https://nationfiles.com
NationFiles Stability Index (NFSI): Operative Reality and 15-Minute Recalibration
A High-Frequency Overview of the Global Real-Time Intelligence Framework.
Sven Neawolf (Schmidt)
Experience the speed of modern geopolitics. This overview details the NFSI’s 15-minute recalibration cycle and the global data infrastructure powering the NationFiles framework. Check the live data on https://nationfiles.com
NationFiles Stability Index (NFSI): Validation and Verification Report
Technical Audit of Methodology, Calculation Layers, and Data Integrity.
Sven Neawolf (Schmidt)
The official technical audit for the NFSI. Access the complete formulas, weight matrices, and validation logic behind the NationFiles Stability Index to ensure total transparency. Check the live data on https://nationfiles.com
Algorithmic Geopolitics: The 3-Stage Methodology
Normalization, Aggregation, and Weighted Composition within the NationFiles Framework
Sven Neawolf (Schmidt)
Discover the logical heart of the NFSI. This paper explains the 3-stage pipeline used to transform heterogeneous OSINT signals into a traceable and auditable geopolitical stability index. Check the live data on https://nationfiles.com
Algorithmic Geopolitics: Methodology of AI-Driven Real-Time Stability Indexing within the NationFiles Framework
Methodology and Application of AI-Driven Geopolitical Risk Analysis: The Naciro Intelligence Engine
Sven Neawolf (Schmidt)
A deep dive into the NationFiles Stability Index (NFSI). Discover how 115+ real-time indicators and the Naciro Intelligence Engine redefine geopolitical risk analysis through transparent, rule-based 15-minute recalibration. Check the live data on https://nationfiles.com
Inside Large Language Models for absolute beginners: Volume II
Simple Arithmetic and beginners Python based approach
Ritesh Modi
Most books about ChatGPT explain the magic. This one shows you the math. Inside Large Language Models, Volume I takes a curious beginner from "what is an LLM" to a complete, trained GPT, with nothing more than high-school algebra, a working laptop, and a willingness to read carefully. Every formula is walked through by hand. Every line of code comes with a plain-English explanation. By the end you will have built, trained, and run your own transformer from scratch, and you will know exactly what is happening inside. No PhD or Data Science required. No prior machine learning needed. Just curiosity and a calculator.
Inside Large Language Models for absolute beginners: Volume I
Simple Arithmetic and beginners Python based approach
Ritesh Modi
Most books about ChatGPT explain the magic. This one shows you the math. Inside Large Language Models, Volume I takes a curious beginner from "what is an LLM" to a complete, trained GPT, with nothing more than high-school algebra, a working laptop, and a willingness to read carefully. Every formula is walked through by hand. Every line of code comes with a plain-English explanation. By the end you will have built, trained, and run your own transformer from scratch, and you will know exactly what is happening inside. No PhD or Data Science required. No prior machine learning needed. Just curiosity and a calculator.
C# & AI Masterclass: Advanced OOP & AI Data Structures. Modeling Complex Systems and Tensors.
Edgar Milvus
Bridge the gap from C# basics to professional, high-performance AI systems. Master advanced polymorphism, Generics, and functional programming patterns. Learn to architect resilient AI pipelines and manage unmanaged GPU memory. Design and build an enterprise-grade, plugin-based chatbot application from scratch.
AI with JavaScript & TypeScript: The Edge of AI. Local LLMs (Ollama), Transformers.js, WebGPU, and Performance Optimization
Edgar Milvus
Ditch slow, expensive AI APIs and bring the power of Large Language Models directly to your users' browsers. This guide teaches JavaScript and TypeScript developers how to build private, offline-capable, and blazing-fast AI applications. Master the local-first AI stack with Transformers.js, WebGPU, and Ollama to slash costs and own your data. Become a leader in the new era of serverless AI and deliver an instantaneous user experience
Neural Networks & Deep Learning with Python Programming
Edgar Milvus
Unlock the Black Box of Artificial Intelligence. 🧠✨ Stop simply calling API functions and start building the future. Volume 11 is a code-first masterclass that takes you from the mathematical roots of a single neuron to the cutting edge of Generative AI. Learn to build neural networks from scratch in NumPy before mastering PyTorch and Transformers. Don't just use AI—understand the "why" behind it.

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