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Complete Fundamentals Intro Guide to Prominent AI Concepts, Companies and Tools
📊 Overall Study Progress
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🧠 AI Fundamentals & Core Concepts
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Learn the foundational concepts of artificial intelligence, machine learning types, and key terminology
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🎥 What is AI? Complete Beginner's Guide: AI Explained in 5 Minutes - Simplilearn 15 million views • Introduction to AI concepts, applications, and history
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📖 Microsoft AI Fundamentals: Introduction to AI concepts - Microsoft Learn Comprehensive guide to core AI concepts and applications
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📚 AI Types and Categories: How to Learn AI From Scratch - DataCamp Guide Understanding ANI, AGI, and specialized AI applications
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🎥 AI vs Machine Learning vs Deep Learning: IBM's Comprehensive Explanation 25 min • 890K views • Clear distinctions between AI, ML, and DL
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⚗️ Interactive AI Playground: TensorFlow Neural Network Playground Hands-on experimentation with neural networks in browser
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⚙️ Machine Learning Essentials
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Master supervised, unsupervised, and reinforcement learning fundamentals
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🎥 Machine Learning Crash Course: Andrew Ng's Machine Learning Explained 45 min • 2.1M views • Stanford's legendary course introduction
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📖 Google's ML Crash Course: Machine Learning Crash Course with TensorFlow APIs Self-paced course with practical exercises and real datasets
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🔬 Scikit-learn Documentation: An introduction to machine learning with scikit-learn Hands-on tutorial with Python's most popular ML library
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🎥 ML Types Explained Visually: Supervised vs Unsupervised vs Reinforcement Learning 12 min • 650K views • Clear visual explanations of learning types
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⚡ Practical ML Project: Kaggle's Intro to Machine Learning Course Free hands-on course with real datasets and competitions
📝 Section Notes
🧠 Deep Learning & Neural Networks
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Understand neural networks, backpropagation, and modern deep learning architectures
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🎥 But what is a Neural Network?: 3Blue1Brown's Neural Networks Series 19 min • 20M views • Visual explanation of neural network fundamentals
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📖 Deep Learning with PyTorch: PyTorch 60 Minute Blitz Official PyTorch tutorial covering tensors, autograd, and neural networks
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🎥 Deep Learning Fundamentals: MIT 6.S094: Introduction to Deep Learning 45 min • 1.2M views • Comprehensive MIT course introduction
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🔬 TensorFlow Deep Learning: Basic classification: Classify images of clothing Hands-on tutorial building your first neural network
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🎥 CNN Architecture Explained: Convolutional Neural Networks (CNNs) explained 15 min • 780K views • Visual guide to CNNs for image recognition
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💬 Natural Language Processing & LLMs
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Explore transformers, BERT, GPT models, and large language model applications
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🎥 Attention Is All You Need: Transformer Architecture Explained Visually 18 min • 1.4M views • Understanding the breakthrough transformer model
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🤗 Hugging Face Transformers Course: LLM Course - Introduction Comprehensive course on transformers, tokenizers, and fine-tuning
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📖 BERT Model Guide: A Complete Guide to BERT with Code Understanding bidirectional transformers and fine-tuning techniques
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🎥 GPT and Language Models: How ChatGPT Works - Explained by OpenAI 22 min • 3.2M views • Inside look at GPT architecture and training
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⚡ Hands-on NLP Project: Transformers Quick Tour Build sentiment analysis and text generation models
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👁️ Computer Vision & Image AI
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Master image recognition, object detection, and computer vision applications
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🎥 Computer Vision Fundamentals: Computer Vision Explained - Two Minute Papers 12 min • 1.8M views • Overview of CV applications and breakthroughs
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📖 OpenCV University Course: Computer Vision and Deep Learning Courses Comprehensive courses covering OpenCV, PyTorch, and TensorFlow
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🔬 TensorFlow Computer Vision: Computer vision with TensorFlow Hands-on tutorials for image classification and object detection
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🎥 Object Detection with YOLO: YOLO Object Detection Explained 18 min • 920K views • Real-time object detection implementation
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⚡ PyTorch Vision Project: TorchVision Object Detection Finetuning Tutorial Build custom object detection models with PyTorch
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🏢 AI Companies, Tools & Frameworks
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Explore major AI companies, their products, and essential development frameworks
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🎥 AI Companies Landscape 2024: Top AI Companies Shaping the Future 25 min • 890K views • Overview of OpenAI, Google, Microsoft, Anthropic
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🔥 OpenAI & ChatGPT: OpenAI GPT-5 and Latest Developments Learn about the leading AI company and their breakthrough models
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🤖 Google AI & Gemini: Google introduces Gemini 2.0 Explore Google's AI ecosystem and multimodal capabilities
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📖 AI Framework Comparison: PyTorch vs TensorFlow in 2025 Comprehensive comparison of major AI development frameworks
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🎥 Anthropic Claude & AI Safety: Anthropic's Constitutional AI Approach 15 min • 420K views • Understanding AI safety and responsible development
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⚡ Hands-on Framework Tutorial: Zero to Mastery Learn PyTorch Complete course building neural networks with PyTorch
📝 Section Notes
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