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