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Invidious > Channel > Artificial Intelligence - All in One

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YT 15 minutes 51 seconds Artificial Intelligence - All in One Lecture 1 — Distributed File Systems | Stanford University YT 22 minutes 5 seconds Artificial Intelligence - All in One Lecture 2 — The MapReduce Computational Model | Stanford University YT 12 minutes 45 seconds Artificial Intelligence - All in One Lecture 3 — Scheduling and Data Flow | Stanford University

YT 12 minutes 18 seconds Artificial Intelligence - All in One Lecture 4 — Combiners and Partition Functions (Advanced) | Stanford University YT 9 minutes 40 seconds Artificial Intelligence - All in One Lecture 5 — Link Analysis and PageRank | Stanford University YT 9 minutes 17 seconds Artificial Intelligence - All in One Lecture 6 — PageRank The Flow Formulation | Stanford University

YT 8 minutes 3 seconds Artificial Intelligence - All in One Lecture 7 — PageRank The Matrix Formulation | Stanford University YT 10 minutes 35 seconds Artificial Intelligence - All in One Lecture 8 — PageRank Power Iteration | Stanford University YT 12 minutes 9 seconds Artificial Intelligence - All in One Lecture 9 — PageRank - The Google Formulation | Stanford University

YT 12 minutes 27 seconds Artificial Intelligence - All in One Lecture 10 — Why Teleports Solve the Problem | Stanford University YT 13 minutes 50 seconds Artificial Intelligence - All in One Lecture 11 — How we Really Compute PageRank | Stanford University YT 13 minutes 38 seconds Artificial Intelligence - All in One Lecture 12 — Finding Similar Sets | Stanford University

YT 25 minutes 19 seconds Artificial Intelligence - All in One Lecture 13 — Minhashing | Mining of Massive Datasets | Stanford University YT 19 minutes 25 seconds Artificial Intelligence - All in One Lecture 14 — Locality Sensitive Hashing | Stanford University YT 11 minutes 41 seconds Artificial Intelligence - All in One Lecture 15 — Applications of LSH | Stanford University

YT 7 minutes 8 seconds Artificial Intelligence - All in One Lecture 16 — Fingerprint Matching | Stanford University YT 6 minutes 9 seconds Artificial Intelligence - All in One Lecture 17 — Finding Duplicate News Articles | Stanford University YT 22 minutes 40 seconds Artificial Intelligence - All in One Lecture 18 — Distance Measures | Mining of Massive Datasets | Stanford University

YT 11 minutes 40 seconds Artificial Intelligence - All in One Lecture 19 — Nearest Neighbor Learning | Stanford University YT 29 minutes 51 seconds Artificial Intelligence - All in One Lecture 20 — Frequent Itemsets | Mining of Massive Datasets | Stanford University YT 13 minutes 8 seconds Artificial Intelligence - All in One Lecture 21 — A Priori Algorithm | Mining of Massive Datasets | Stanford University

YT 17 minutes 27 seconds Artificial Intelligence - All in One Lecture 22 — Improvements to A Priori (Advanced) | Stanford University YT 14 minutes 41 seconds Artificial Intelligence - All in One Lecture 23 — All or Most Frequent Itemsets in 2 Passes (Advanced) | Stanford YT 5 minutes 45 seconds Artificial Intelligence - All in One Lecture 24 — Community Detection in Graphs - Motivation | Stanford University

YT 10 minutes 5 seconds Artificial Intelligence - All in One Lecture 25 — The Affiliation Graph Model | Stanford University YT 8 minutes 49 seconds Artificial Intelligence - All in One Lecture 26 — From AGM to BIGCLAM | Stanford University YT 9 minutes 20 seconds Artificial Intelligence - All in One Lecture 27 — Solving the BIGCLAM | Mining of Massive Datasets | Stanford University

YT 8 minutes 40 seconds Artificial Intelligence - All in One Lecture 28 — Detecting Communities as Clusters (Advanced) | Stanford University YT 8 minutes 49 seconds Artificial Intelligence - All in One Lecture 29 — What Makes a Good Cluster (Advanced) | Stanford University YT 6 minutes 53 seconds Artificial Intelligence - All in One Lecture 30 — The Graph Laplacian Matrix (Advanced) | Stanford University

YT 6 minutes 17 seconds Artificial Intelligence - All in One Lecture 31 — Examples of Eigendecompositions of Graphs (Advanced) | Stanford YT 3 minutes 28 seconds Artificial Intelligence - All in One Lecture 32 — Defining the Graph Laplacian (Advanced) | Stanford University YT 13 minutes 26 seconds Artificial Intelligence - All in One Lecture 33 — Spectral Graph Partitioning Finding a Partition (Advanced) | Stanford

YT 7 minutes 18 seconds Artificial Intelligence - All in One Lecture 34 — Spectral Clustering Three Steps (Advanced) | Stanford University YT 9 minutes 3 seconds Artificial Intelligence - All in One Lecture 35 — Analysis of Large Graphs Trawling (Advanced) | Stanford University YT 12 minutes 2 seconds Artificial Intelligence - All in One Lecture 36 — Mining Data Streams | Mining of Massive Datasets | Stanford University

YT 29 minutes 1 second Artificial Intelligence - All in One Lecture 37 — Counting 1 's (Advanced) | Mining of Massive Datasets | Stanford University YT 18 minutes 1 second Artificial Intelligence - All in One Lecture 38 — Bloom Filters | Mining of Massive Datasets | Stanford University YT 11 minutes 31 seconds Artificial Intelligence - All in One Lecture 39 — Sampling a Stream | Mining of Massive Datasets | Stanford University

YT 26 minutes Artificial Intelligence - All in One Lecture 40 — Counting Distinct Elements (Advanced) | Stanford University YT 16 minutes 52 seconds Artificial Intelligence - All in One Lecture 41 — Overview of Recommender Systems | Stanford University YT 21 minutes 1 second Artificial Intelligence - All in One Lecture 42 — Content Based Recommendations | Stanford University

YT 20 minutes 53 seconds Artificial Intelligence - All in One Lecture 43 — Collaborative Filtering | Stanford University YT 13 minutes 47 seconds Artificial Intelligence - All in One Lecture 44 — Implementing Collaborative Filtering (Advanced) | Stanford University YT 6 minutes 10 seconds Artificial Intelligence - All in One Lecture 45 — Evaluating Recommender Systems | Stanford University

YT 12 minutes 2 seconds Artificial Intelligence - All in One Lecture 46 — Dimensionality Reduction - Introduction | Stanford University YT 13 minutes 40 seconds Artificial Intelligence - All in One Lecture 47 — Singular Value Decomposition | Stanford University YT 9 minutes 5 seconds Artificial Intelligence - All in One Lecture 48 — Dimensionality Reduction with SVD | Stanford University

YT 8 minutes 29 seconds Artificial Intelligence - All in One Lecture 49 — SVD Gives the Best Low Rank Approximation (Advanced) | Stanford YT 11 minutes 59 seconds Artificial Intelligence - All in One Lecture 50 — SVD Example and Conclusion | Stanford University YT 6 minutes 28 seconds Artificial Intelligence - All in One Lecture 51 — CUR Decomposition (Advanced) | Stanford University

YT 6 minutes 16 seconds Artificial Intelligence - All in One Lecture 52 — The CUR Algorithm (Advanced) | Stanford University YT 7 minutes 10 seconds Artificial Intelligence - All in One Lecture 53 — Discussion of the CUR Method | Stanford University YT 16 minutes 12 seconds Artificial Intelligence - All in One Lecture 54 — Latent Factor Models | Stanford University

YT 14 minutes 17 seconds Artificial Intelligence - All in One Lecture 55 — Latent Factor Recommender System | Stanford University YT 13 minutes 21 seconds Artificial Intelligence - All in One Lecture 56 — Finding the Latent Factors | Stanford University YT 9 minutes 43 seconds Artificial Intelligence - All in One Lecture 57 — Extension to Include Global Effects (Advanced) | Stanford University

YT 8 minutes 47 seconds Artificial Intelligence - All in One Lecture 58 — Overview of Clustering | Mining of Massive Datasets | Stanford University YT 14 minutes 8 seconds Artificial Intelligence - All in One Lecture 59 — Hierarchical Clustering | Stanford University YT 12 minutes 50 seconds Artificial Intelligence - All in One Lecture 60 — The k Means Algorithm | Stanford University

YT 25 minutes 2 seconds Artificial Intelligence - All in One Lecture 61 — The BFR Algorithm | Mining of Massive Datasets | Stanford University YT 15 minutes 14 seconds Artificial Intelligence - All in One Lecture 62 — The CURE Algorithm (Advanced) | Stanford University YT 24 minutes 48 seconds Artificial Intelligence - All in One Lecture 63 — Computational Advertising Bipartite Graph Matching | Stanford

YT 19 minutes 22 seconds Artificial Intelligence - All in One Lecture 64 — The AdWords Problem | Mining of Massive Datasets | Stanford University YT 15 minutes 17 seconds Artificial Intelligence - All in One Lecture 65 — The Balance Algorithm | Mining of Massive Datasets | Stanford University YT 14 minutes 36 seconds Artificial Intelligence - All in One Lecture 66 — Generalized Balance (Advanced) | Stanford University

YT 7 minutes 31 seconds Artificial Intelligence - All in One Lecture 67 — Support Vector Machines - Introduction | Stanford University YT 12 minutes 16 seconds Artificial Intelligence - All in One Lecture 68 — Support Vector Machines Mathematical Formulation | Stanford YT 8 minutes 23 seconds Artificial Intelligence - All in One Lecture 69 — What is the Margin | Mining of Massive Datasets | Stanford University

YT 9 minutes 47 seconds Artificial Intelligence - All in One Lecture 70 — Soft Margin SVMs | Mining of Massive Datasets | Stanford University YT 14 minutes 37 seconds Artificial Intelligence - All in One Lecture 71 — How to Compute the Margin (Advanced) | Stanford University YT 7 minutes 8 seconds Artificial Intelligence - All in One Lecture 72 — Support Vector Machines - Example | Stanford University

YT 8 minutes 34 seconds Artificial Intelligence - All in One Lecture 73 — Decision Trees | Mining of Massive Datasets | Stanford University YT 13 minutes 22 seconds Artificial Intelligence - All in One Lecture 74 — How to Construct a Tree | Stanford University YT 9 minutes 51 seconds Artificial Intelligence - All in One Lecture 75 — Information Gain | Mining of Massive Datasets | Stanford University

YT 8 minutes 15 seconds Artificial Intelligence - All in One Lecture 76 — Building Decision Trees Using MapReduce (Advanced ) | Stanford YT 7 minutes 26 seconds Artificial Intelligence - All in One Lecture 77 — Decision Trees - Conclusion | Stanford University YT 10 minutes 52 seconds Artificial Intelligence - All in One Lecture 78 — MapReduce Algorithms Part I (Advanced) | Stanford University

YT 9 minutes 47 seconds Artificial Intelligence - All in One Lecture 79 — MapReduce Algorithms Part II | (Advanced) | Stanford University YT 19 minutes 40 seconds Artificial Intelligence - All in One Lecture 80 — Theory of MapReduce Algorithms (Advanced) | Stanford University YT 24 minutes 49 seconds Artificial Intelligence - All in One Lecture 81 — Matrix Multiplication in MapReduce (Advanced) | Stanford University

YT 21 minutes 14 seconds Artificial Intelligence - All in One Lecture 82 — LSH Families | Mining of Massive Datasets | Stanford University YT 12 minutes 58 seconds Artificial Intelligence - All in One Lecture 83 — More About LSH Families | Stanford University YT 11 minutes 30 seconds Artificial Intelligence - All in One Lecture 84 — Sets and Strings With a High Degree of Similarity (Advanced) | Stanford

YT 7 minutes 44 seconds Artificial Intelligence - All in One Lecture 85 — Prefix of a String (Advanced) | Stanford University YT 14 minutes 9 seconds Artificial Intelligence - All in One Lecture 86 — Positions Within Prefixes (Advanced) | Stanford University YT 14 minutes 40 seconds Artificial Intelligence - All in One Lecture 87 — Exploiting Length (Advanced) | Stanford University

YT 10 minutes 19 seconds Artificial Intelligence - All in One Lecture 88 — Computing PageRank on Big Graphs (Advanced) | Stanford University YT 10 minutes 7 seconds Artificial Intelligence - All in One Lecture 89 — Topic Specific PageRank | Stanford University YT 6 minutes 26 seconds Artificial Intelligence - All in One Lecture 90 — Application to Measuring Proximity in Graphs | Stanford University

YT 15 minutes 17 seconds Artificial Intelligence - All in One Lecture 91 — Hubs and Authorities (Advanced) | Stanford University YT 6 minutes 51 seconds Artificial Intelligence - All in One Lecture 92 — Web Spam - Introduction | Mining of Massive Datasets | Stanford University YT 8 minutes 1 second Artificial Intelligence - All in One Lecture 93 — Spam Farms | Mining of Massive Datasets | Stanford University

YT 10 minutes 6 seconds Artificial Intelligence - All in One Lecture 94 — Trust Rank | Mining of Massive Datasets | Stanford University