categorizedPrerequisiteContent.js

const categorizedVideos = {
    "Linear Algebra" : [
        {
        title : "Linear Algebra by 3blue1brown",
        url : "https://www.3blue1brown.com/topics/linear-algebra"
        },
        {
            title:"Mathematics for Machine Learning",
            url:"https://mml-book.github.io/book/mml-book.pdf",
            notes:"This book is a great resource for learning linear algebra for machine learning."
        },
        {
            title:"The Complete Mathematics of Neural Networks and Deep Learning",
            url:"https://www.youtube.com/watch?v=Ixl3nykKG9M"
        }
    ],
    "Calculus" : [
       {
        title : "Calculus by Khan Academy",
        url : "https://www.khanacademy.org/math/calculus-1",
       }, 
       {
        title : "Multivariable Calculus by Khan Academy",
        url : "https://www.khanacademy.org/math/multivariable-calculus"
       },
       {
        title:"Mathematics for Machine Learning",
        url:"https://mml-book.github.io/book/mml-book.pdf",
        notes:"This book is a great resource for learning calculus for machine learning."
       },
       {
        title:"Matrix Calculus",
        url:"https://explained.ai/matrix-calculus/index.html",
        notes:"This is a great resource for learning matrix calculus you need for deep learning."
       }
    ],
    "Probability and Statistics" : [
        {
        title : "Probability and Statistics by Khan Academy",
        url : "https://www.khanacademy.org/math/statistics-probability"
        },
        {
            title:"Mathematics for Machine Learning",
            url:"https://mml-book.github.io/book/mml-book.pdf",
            notes:"This book is a great resource for learning probability and statistics for machine learning."
        },
        {
            title:"Probability by Math is Fun",
            url:'https://www.mathsisfun.com/data/probability.html',
            notes :"This is a text-based tutorial."
        },
        {
            title:"Probability Distribution",
            url:"https://en.wikipedia.org/wiki/Probability_distribution"
        }
    ], 
    "Matrices" : [
        {
        title : "Matrices by Khan Academy",
        url : "https://www.khanacademy.org/math/precalculus/x9e81a4f98389efdf:matrices"
        },
        {
            title:"Mathematics for Machine Learning",
            url:"https://mml-book.github.io/book/mml-book.pdf",
            notes:"This book is a great resource for learning matrices for machine learning."
        },
        {
            title:"Matrix Multiplication",
            url:"https://en.wikipedia.org/wiki/Matrix_multiplication"
        }
    ],
    "Python" : [
        {
            title : "Python OneShot by Programming with Mosh",
            url : "https://youtu.be/_uQrJ0TkZlc?si=oguXvxcUqD8R9Jxm"
        },
        {
            title : "Learn Python as fast as possible by Tech with Tim",
            url : "https://youtu.be/VchuKL44s6E?si=ehRmRPTXeuYYIuzj"
        },
        {
            title : "Python OneShot by CodeWithHarry",
            url : "https://youtu.be/UrsmFxEIp5k?si=5-ucpex7cyZk3cuf"
        },
        {
            title : "Python Like You Mean It",
            url : "https://www.pythonlikeyoumeanit.com/index.html"
        },
        {
            title : "Python by Learn by Example",
            url : "https://www.learnbyexample.org/python/",
            notes : "This is a text-based tutorial."
        },
        {
            title : "Python DOCS",
            url : "https://docs.python.org/3/tutorial/index.html",
            notes : "Official Python Documentation"
        },
        {
            title:"Learn Python with Interactive Exercises",
            url:"https://pychallenger.com/",
            notes : "This is a interactive tutorial. Its a great site."
        },
        {
            title:"Python for Data Analysis Book",
            url:"https://wesmckinney.com/book/"
        },
        {
            title:"Free Python Books",
            url:"https://github.com/pamoroso/free-python-books",
            notes:"This is a github repo with free python books."
        }
    ]
}

export default categorizedVideos;