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Udemy - Algorithms and Data Structures in Python

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Added 10 years ago by Horisarte in Other
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Udemy - Algorithms and Data Structures in Python (Size: 2.39 GB)
  01 Introduction
  001 Introduction.mp4 4.07 MB
  002 Complexity theory.mp4 56.85 MB
  02 Setup
  001 Installing LiClipse.mp4 11.77 MB
  03 Data Structures
  001 Linked List introduction.mp4 35.21 MB
  002 Linked list implementation.mp4 60.7 MB
  003 Binary search tree introduction.mp4 31.76 MB
  004 Binary search tree implementation - Node.mp4 50.26 MB
  005 Binary Search Tree implementation final.mp4 31.74 MB
  006 AVL trees introduction.mp4 61.02 MB
  007 AVL tree implementation I.mp4 40.81 MB
  008 AVL tree implementation II.mp4 76.34 MB
  009 Heaps introduction.mp4 45.62 MB
  010 Heap implementation I.mp4 31.97 MB
  011 Heap implementation II - heapsort.mp4 37.81 MB
  012 Hashtable introduction.mp4 69.79 MB
  013 Ternary search trees introduction.mp4 44.46 MB
  014 Ternary search trees implementation I.mp4 33.25 MB
  015 Ternary search trees implementation II.mp4 21.22 MB
  04 Graph Algorithms
  001 Graph theory.mp4 29.01 MB
  002 Breadth-first search introduction.mp4 11.34 MB
  003 Breadth-first search implementation.mp4 23.3 MB
  004 Depth-first search introduction.mp4 9.02 MB
  005 Depth-first search implementation.mp4 17.94 MB
  006 Shortest path introduction.mp4 37.99 MB
  007 Dijkstra algorithm.mp4 64.97 MB
  008 Bellman-Ford algorithm introduction.mp4 13.05 MB
  009 Bellman-Ford implementation.mp4 74.66 MB
  010 Spanning trees introduction.mp4 36.42 MB
  011 Kruskal algorithm I - The union find data structure.mp4 67.7 MB
  012 Kruskal algorithm II.mp4 27.9 MB
  013 Prims-Jarnik algorithm.mp4 45.2 MB
  05 Other Problems
  001 Red-black trees.mp4 60.22 MB
  002 Splay trees.mp4 64.68 MB
  003 Coloring problem.mp4 58.73 MB
  004 Backtracking - N queens problem.mp4 29.48 MB
  005 Euler cycles - chinese postman problem.mp4 41.65 MB
  06 Basic Sorting Algorithms
  001 Bubble sort.mp4 19.28 MB
  002 Insertion sort.mp4 18.81 MB
  003 Merge sort.mp4 17.86 MB
  004 Quicksort.mp4 18.96 MB
  005 Counting sort.mp4 18.74 MB
  006 Radix sort.mp4 26.66 MB
  07 Machine Learning - Introduction
  001 Introduction.mp4 22.06 MB
  08 Machine Learning - Regression
  001 Linear regression introduction.mp4 23.26 MB
  002 Linear regression example.mp4 21.57 MB
  003 Logistic regression introduction.mp4 43.02 MB
  004 Cross validation.mp4 19.95 MB
  005 Logistic regression example - sigmoid function.mp4 46.61 MB
  006 Logistic regression example II.mp4 16.21 MB
  007 Logistic regression example III - credit scoring.mp4 51.42 MB
  09 Machine Learning - Classification
  001 K-nearest neighbour introduction.mp4 37.32 MB
  002 K-nearest neighbour introduction - normalize data.mp4 10.27 MB
  003 K-nearest neighbour example I.mp4 8.62 MB
  004 K-nearest neighbour example II.mp4 7.56 MB
  005 Naive bayesian classifier introduction.mp4 45.74 MB
  006 Naive bayesian example.mp4 20.78 MB
  007 Support vector machine SVM introduction.mp4 19.53 MB
  008 Support vector machine example I.mp4 10.85 MB
  009 Support vector machine example II - image recognition.mp4 22.78 MB
  10 Machine Learning - Tree Based Algorithms
  001 Decision trees introduction.mp4 31.76 MB
  002 Decision tree example I.mp4 5.82 MB
  003 Decision tree example II - iris data.mp4 49.55 MB
  004 Pruning and bagging.mp4 14.46 MB
  005 Random forest introduction.mp4 10.28 MB
  006 Boosting.mp4 12.18 MB
  007 Random forest example I.mp4 8.92 MB
  008 Random forest example II - enhance credit scoring.mp4 8.89 MB
  11 Machine Learning - Clustering
  001 K-means clustering introduction.mp4 34.02 MB
  002 K-means clustering example.mp4 17.11 MB
  003 DBSCAN clustering introduction.mp4 25.57 MB
  004 Hierarchical clustering introduction.mp4 22.85 MB
  005 Hierarchical clustering example.mp4 13.58 MB
  12 Machine Learning - Neural Networks
  001 Introduction.mp4 16.57 MB
  002 Simple example - logical AND table.mp4 30.06 MB
  003 Training a neural network.mp4 36.1 MB
  004 Complex neural networks.mp4 34.83 MB
  005 Applications of neural networks.mp4 24.97 MB
  006 Deep learning.mp4 11.23 MB
  007 Neural network example - XOR problem.mp4 25.12 MB
  13 Outro
  001 Final words.mp4 6.21 MB

Description


http://udemy.com/algorithms-and-data-structures-in-python

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