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The information axis · Mind & Machine

Map of Mind & Machine

From a single bit to artificial intelligence: binary & encoding, logic gates, algorithms, how a CPU runs, neural networks and how machines learn — linking biological neurons to silicon ones.

information axis · bit → algorithm → AI
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Binary Bit & Mã hóa

A flippable 8-bit register: binary counting, ASCII, images = bits, two’s complement and hexadecimal.

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Logic Gates Cổng logic & Mạch số

AND/OR/NOT/XOR, truth tables, an adder and the flip-flop memory circuit — 0/1 signals running on wires.

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Algorithms Thuật toán

Sorting (bubble/quick/merge) and pathfinding (BFS/A*) visualized step by step, comparing Big-O complexity.

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CPU Máy tính chạy thế nào

The fetch–decode–execute cycle: registers, the ALU, RAM and the bus running a toy program clock tick by tick.

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Neural Net Mạng nơ-ron nhân tạo

Draw by hand → a multilayer network feeds forward and classifies; weights, activation functions; linked to biological neurons.

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How AI Learns Cách AI học

Gradient descent lowers the loss function: regression, classification, high/low learning rate and overfitting.

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How the Net Works Internet

Click a link and data is cut into packets running through routers to the server and back: IP, DNS, TCP/IP, HTTPS.

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Cryptography Mật mã & Bảo mật

How messages/transactions are locked: symmetric keys, public keys, hash functions, digital signatures.

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Quantum Computing Máy tính lượng tử

Qubits superposing 0 and 1, quantum gates, entanglement — why they’re fast for some problems (and the real limits).

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Data Compression Nén dữ liệu

A Huffman tree built live from character frequencies, prefix codes & the Shannon entropy limit — why ZIP/JPEG can shrink.

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Turing Machine Máy Turing

An infinite tape + read-write head + rule table = the foundational model of computation. Church–Turing & the unsolvable halting problem.

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Error Correction Sửa lỗi & Mã hóa

Bits flip over a noisy channel — parity detects, the Hamming code locates & fixes the wrong bit. The basis of QR, ECC, deep space.

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Pathfinding Tìm đường BFS/DFS/Dijkstra/A*

A wave spreads across the maze to find the shortest path; A* ‘sniffs’ the goal and checks fewer cells. Exactly how Google Maps routes.

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Attention / LLM Transformer & Cơ chế chú ý

Each word ‘attends’ to related words to predict the next — the core of how ChatGPT works. Temperature changes the creativity.

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Reinforcement Learning Học tăng cường

An agent probes the grid by trial–error, taking reward/penalty, the Q-table brightening → finding the optimal path on its own. How AI learns to play games.

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Data Structures Cấu trúc dữ liệu

Binary search trees, hash tables, heaps — insert/search visualized. Why the right structure searches fast O(log n).

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Recursion & Call Stack Đệ quy & Ngăn xếp

A function calling itself: stack frames piling up then unwinding. Tower of Hanoi, the Fibonacci tree, fractals — demystified.

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Blockchain Blockchain & Sổ cái

Blocks linked by hashes; alter one block and the whole chain breaks. Mining (PoW) finds a nonce for a hash with enough zeros — the basis of Bitcoin.

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Memory Hierarchy Phân cấp bộ nhớ & Cache

Register→L1→L2→L3→RAM→disk: fast is small, large is slow. A cache hit flies, a miss drags — why machines feel fast/slow.

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Finite State Machine Máy trạng thái hữu hạn

States + transition arrows: traffic lights, a vending machine, recognizing strings by regex. A foundation of computation theory.

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