SkillTreeOSS/data/trees/quantum-computing.json at main · nasimstg/SkillTreeOSS · GitHub

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{
    "treeId": "quantum-computing",
    "title": "Quantum Computing",
    "category": "Science & Computer Science",
    "difficulty": "hard",
    "description": "Deep dive into the intersection of quantum mechanics, linear algebra, and computer science to program quantum computers.",
    "version": "1.0",
    "estimatedMonths": 12,
    "totalNodes": 6,
    "icon": "blur_on",
    "nodes": [
        {
            "id": "linear-algebra-qc",
            "label": "Advanced Linear Algebra",
            "description": "Complex vector spaces, inner products, eigenvectors, eigenvalues, and unitary matrices.",
            "icon": "calculate",
            "zone": "Mathematics",
            "resources": [
                {
                    "id": "mit-linear-algebra",
                    "title": "MIT 18.06 Linear Algebra",
                    "url": "https://ocw.mit.edu/courses/18-06-linear-algebra-spring-2010/",
                    "type": "course",
                    "author": "Gilbert Strang",
                    "estimatedHours": 40,
                    "isFree": true
                }
            ],
            "requires": []
        },
        {
            "id": "quantum-mechanics-basics",
            "label": "Quantum Mechanics Postulates",
            "description": "State vectors, superposition, observables, the Schrodinger equation, and entanglement.",
            "icon": "science",
            "zone": "Physics",
            "resources": [
                {
                    "id": "susskind-qm",
                    "title": "Quantum Mechanics - The Theoretical Minimum",
                    "url": "https://theoreticalminimum.com/courses/quantum-mechanics/2012/winter",
                    "type": "video",
                    "author": "Leonard Susskind",
                    "estimatedHours": 20,
                    "isFree": true
                }
            ],
            "requires": [
                "linear-algebra-qc"
            ]
        },
        {
            "id": "quantum-gates",
            "label": "Qubits and Quantum Gates",
            "description": "The Bloch sphere, Pauli matrices (X, Y, Z), Hadamard gates, CNOT, and quantum circuits.",
            "icon": "memory",
            "zone": "Information Theory",
            "resources": [
                {
                    "id": "qiskit-textbook-qubits",
                    "title": "Multiple Qubits and Entanglement",
                    "url": "https://qiskit.org/textbook/ch-gates/multiple-qubits-entangled-states.html",
                    "type": "article",
                    "author": "IBM Qiskit",
                    "estimatedHours": 10,
                    "isFree": true
                }
            ],
            "requires": [
                "quantum-mechanics-basics"
            ]
        },
        {
            "id": "quantum-algorithms",
            "label": "Quantum Algorithms",
            "description": "Deutsch-Jozsa, Grover's Search Algorithm, and Shor's Algorithm for integer factorization.",
            "icon": "account_tree",
            "zone": "Computer Science",
            "resources": [
                {
                    "id": "shors-algorithm-vid",
                    "title": "Shor's Algorithm Explained",
                    "url": "https://www.youtube.com/watch?v=lvTqbM5Dq4Q",
                    "type": "video",
                    "author": "MinutePhysics",
                    "estimatedHours": 1,
                    "isFree": true
                },
                {
                    "id": "qiskit-textbook-algs",
                    "title": "Quantum Algorithms Overview",
                    "url": "https://qiskit.org/textbook/ch-algorithms/index.html",
                    "type": "article",
                    "author": "IBM",
                    "estimatedHours": 15,
                    "isFree": true
                }
            ],
            "requires": [
                "quantum-gates"
            ]
        },
        {
            "id": "qiskit-programming",
            "label": "Programming with Qiskit",
            "description": "Translating theory into code using IBM's Qiskit framework in Python to run circuits on real quantum hardware.",
            "icon": "terminal",
            "zone": "Implementation",
            "resources": [
                {
                    "id": "coding-with-qiskit",
                    "title": "Coding with Qiskit Series",
                    "url": "https://www.youtube.com/playlist?list=PLOFEBzvs-Vvp2xg9-POLJhQwtVktlYpW0",
                    "type": "video",
                    "author": "IBM Quantum",
                    "estimatedHours": 8,
                    "isFree": true
                }
            ],
            "requires": [
                "quantum-gates",
                "quantum-algorithms"
            ]
        },
        {
            "id": "quantum-error-correction",
            "label": "Quantum Error Correction",
            "description": "Addressing quantum decoherence, the No-Cloning Theorem, and Shor's code.",
            "icon": "bug_report",
            "zone": "Advanced Theory",
            "resources": [
                {
                    "id": "qec-introduction",
                    "title": "Introduction to Quantum Error Correction",
                    "url": "https://qiskit.org/textbook/ch-quantum-hardware/error-correction.html",
                    "type": "article",
                    "author": "IBM Qiskit",
                    "estimatedHours": 12,
                    "isFree": true
                }
            ],
            "requires": [
                "quantum-algorithms"
            ]
        }
    ],
    "edges": [
        {
            "id": "e-la-qm",
            "source": "linear-algebra-qc",
            "target": "quantum-mechanics-basics"
        },
        {
            "id": "e-qm-qg",
            "source": "quantum-mechanics-basics",
            "target": "quantum-gates"
        },
        {
            "id": "e-qg-qa",
            "source": "quantum-gates",
            "target": "quantum-algorithms"
        },
        {
            "id": "e-qg-qis",
            "source": "quantum-gates",
            "target": "qiskit-programming"
        },
        {
            "id": "e-qa-qis",
            "source": "quantum-algorithms",
            "target": "qiskit-programming"
        },
        {
            "id": "e-qa-qec",
            "source": "quantum-algorithms",
            "target": "quantum-error-correction"
        }
    ]
}