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Master AI & Machine Learningfrom First Principles

Learn neural networks, deep learning, and AI automation through hands-on tutorials.No PhD required—just curiosity and code.

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What You'll Master

From neural network basics to production AI systems

Neural Networks

Understand how neural networks work from biological inspiration to mathematical foundations. Master perceptrons, activation functions, and backpropagation.

  • Feedforward Networks
  • Backpropagation Algorithm
  • Gradient Descent Optimization

PyTorch & Deep Learning

Build real neural networks with PyTorch. Learn CNNs for images, RNNs for sequences, and transformers for language—all with production-ready code.

  • Convolutional Networks (CNNs)
  • Recurrent Networks (RNNs/LSTMs)
  • Transformer Architectures

Large Language Models

Work with GPT-4, Claude, and open-source LLMs. Master prompt engineering, RAG systems, fine-tuning, and building AI-powered applications.

  • Prompt Engineering Techniques
  • RAG (Retrieval-Augmented Generation)
  • Fine-tuning & Optimization

AI Automation

Build intelligent automation systems with n8n, LangChain, and AI agents. Create workflows that combine multiple AI models for complex tasks.

  • n8n Workflow Automation
  • LangChain AI Agents
  • Vector Databases

MLOps & Production

Deploy AI models to production with Docker, cloud platforms, and CI/CD. Learn monitoring, versioning, and scaling real-world ML systems.

  • Model Deployment Strategies
  • Docker & Kubernetes
  • Monitoring & Optimization

Modern AI Tools

Master the latest AI development tools: LangChain, LlamaIndex, vector databases, Model Context Protocol (MCP), and emerging frameworks.

  • LangChain & LlamaIndex
  • Model Context Protocol
  • Agent-to-Agent Communication
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Your First Neural Network

Beginner Friendly•18 min read•With PyTorch Code

What is a Neural Network? Complete Beginner's Guide 2025

Learn how neural networks actually work with real PyTorch code examples. No PhD required—just curiosity and a willingness to learn. We'll build a working neural network together from scratch, understanding every step along the way.

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Why Learn AI Here?

A different approach to AI education

Code-First Learning

Every tutorial includes working code you can run and modify. Learn by doing, not just reading theory.

Beginner Friendly

Start from zero. We explain complex concepts with everyday analogies and build up gradually.

Production Ready

Learn to build AI systems that work in the real world, not just toy examples. Deployment included.

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