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probability-for-computer-scientists.json
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probability-for-computer-scientists.json
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{
"course_details": {
"source": "Stanford School of Engineering",
"title": "Introduction to Probability for Computer Scientists",
"course_id": "CS109",
"professors": "Chris Piech",
"website_url" : "https://online.stanford.edu/courses/cs109-introduction-probability-computer-scientists",
"supporting_material": "https://chrispiech.github.io/probabilityForComputerScientists/en/part1/counting/",
"year": 2022
},
"lectures":[
{
"number": 1,
"description": "Counting",
"video_url": "https://www.youtube.com/watch?v=2MuDZIAzBMY"
},
{
"number": 2,
"description": "Combinatorics",
"video_url": "https://www.youtube.com/watch?v=ag4Ei15CG0c"
},
{
"number": 3,
"description": "What is Probability?",
"video_url": "https://www.youtube.com/watch?v=EGgMCE2AgyU"
},
{
"number": 4,
"description": "Conditional Probability and Bayes",
"video_url": "https://www.youtube.com/watch?v=NHRoXvPaZqY"
},
{
"number": 5,
"description": "Independence",
"video_url": "https://www.youtube.com/watch?v=zTJDZ2wmaRU"
},
{
"number": 6,
"description": "Random Variables and Expectation",
"video_url": "https://www.youtube.com/watch?v=8QCg2ur-3fo"
},
{
"number": 7,
"description": "Variance Bernoulli Binomial",
"video_url": "https://www.youtube.com/watch?v=I2UBspTNAG0"
},
{
"number": 8,
"description": "Poisson",
"video_url": "https://www.youtube.com/watch?v=QV3IRiG6dVs"
},
{
"number": 9,
"description": "Continuous Random Variables",
"video_url": "https://www.youtube.com/watch?v=OFgBn4rQkqc"
},
{
"number": 10,
"description": "Normal Distribution",
"video_url": "https://www.youtube.com/watch?v=rpB_NNXiWlM"
},
{
"number": 11,
"description": "Joint Distributions",
"video_url": "https://www.youtube.com/watch?v=8Il2M7kbQSc"
},
{
"number": 12,
"description": "Inference",
"video_url": "https://www.youtube.com/watch?v=fvgQBAsg5Zo"
},
{
"number": 13,
"description": "Inference II",
"video_url": "https://www.youtube.com/watch?v=d0ImA7m4BEg"
},
{
"number": 14,
"description": "Modelling",
"video_url": "https://www.youtube.com/watch?v=q9lk8l8P-E4"
},
{
"number": 15,
"description": "General Inference",
"video_url": "https://www.youtube.com/watch?v=c0QGjtu9GZg"
},
{
"number": 16,
"description": "Beta",
"video_url": "https://www.youtube.com/watch?v=aOhk9mFrHdU"
},
{
"number": 17,
"description": "Adding Random Variables",
"video_url": "https://www.youtube.com/watch?v=UEyHbI9FRtM"
},
{
"number": 18,
"description": "Central Limit Theorem",
"video_url": "https://www.youtube.com/watch?v=6Q9wT6JGMMM"
},
{
"number": 19,
"description": "Bootstraping and P-Values",
"video_url": "https://www.youtube.com/watch?v=NXJwyPT1vsc"
},
{
"number": 20,
"description": "Algorithmic Analysis",
"video_url": "https://www.youtube.com/watch?v=Ht9yUPtppwY"
},
{
"number": 21,
"description": "M.L.E.",
"video_url": "https://www.youtube.com/watch?v=utFEufMXHgw"
},
{
"number": 22,
"description": "M.A.P.",
"video_url": "https://www.youtube.com/watch?v=sL1zOr-P4xc"
},
{
"number": 23,
"description": "Naive Bayes",
"video_url": "https://www.youtube.com/watch?v=yqF3DvDVpvw"
},
{
"number": 24,
"description": "Logistic Regression",
"video_url": "https://www.youtube.com/watch?v=ILqZWvDWKEc"
},
{
"number": 25,
"description": "Deep Learning",
"video_url": "https://www.youtube.com/watch?v=MSfI6TTgyl4"
},
{
"number": 26,
"description": "Fairness",
"video_url": "https://www.youtube.com/watch?v=cbzwbr5H_LA"
},
{
"number": 27,
"description": "Advanced Probability",
"video_url": "https://www.youtube.com/watch?v=BquE8Z9htws"
},
{
"number": 28,
"description": "Future of Probability",
"video_url": "https://www.youtube.com/watch?v=SoXygq5LtiM"
}
]
}