Level: Advanced
1. Write a Python program to implement binary search.
2. Write a Python program to implement quicksort.
3. Write a Python program to implement mergesort.
4. Write a Python program to implement insertion sort.
5. Write a Python program to implement bubble sort.
6. Write a Python program to implement selection sort.
7. Write a Python program to implement heap sort.
8. Write a Python program to implement shell sort.
9. Write a Python program to find the longest increasing subsequence in a list.
10. Write a Python program to find the longest common subsequence between two sequences.
11. Write a Python program to find the longest palindromic subsequence in a string.
12. Write a Python program to implement the knapsack problem using dynamic programming.
13. Write a Python program to implement the Floyd-Warshall algorithm for finding the shortest paths in a weighted graph.
14. Write a Python program to implement the Dijkstra algorithm for finding the shortest paths in a weighted graph.
15. Write a Python program to implement the Bellman-Ford algorithm for finding the shortest paths in a weighted graph.
16. Write a Python program to implement the Prim algorithm for finding the minimum spanning tree of a weighted graph.
17. Write a Python program to implement the Kruskal algorithm for finding the minimum spanning tree of a weighted graph.
18. Write a Python program to implement the Ford-Fulkerson algorithm for finding the maximum flow in a flow network.
19. Write a Python program to solve the traveling salesman problem using dynamic programming.
20. Write a Python program to solve the 0/1 knapsack problem using dynamic programming.
21. Write a Python program to solve the coin change problem using dynamic programming.
22. Write a Python program to solve the rod cutting problem using dynamic programming.
23. Write a Python program to solve the job scheduling problem using dynamic programming.
24. Write a Python program to solve the matrix chain multiplication problem using dynamic programming.
25. Write a Python program to implement the A* search algorithm.
26. Write a Python program to implement the ID3 algorithm for decision tree learning.
27. Write a Python program to implement the K-means clustering algorithm.
28. Write a Python program to implement the Apriori algorithm for association rule learning.
29. Write a Python program to implement the Naive Bayes classifier.
30. Write a Python program to implement the K-nearest neighbors (K-NN) algorithm.
31. Write a Python program to implement the linear regression algorithm.
32. Write a Python program to implement the logistic regression algorithm.
33. Write a Python program to implement the support vector machine (SVM) algorithm.
34. Write a Python program to implement the random forest algorithm.
35. Write a Python program to implement the gradient boosting algorithm.
36. Write a Python program to implement the AdaBoost algorithm.
37. Write a Python program to implement the Principal Component Analysis (PCA) algorithm.
38. Write a Python program to implement the Singular Value Decomposition (SVD) algorithm.
39. Write a Python program to implement the Expectation-Maximization (EM) algorithm.
40. Write a Python program to implement the Hidden Markov Model (HMM) algorithm.
41. Write a Python program to implement the Long Short-Term Memory (LSTM) neural network.
42. Write a Python program to implement the Convolutional Neural Network (CNN).
43. Write a Python program to implement the Generative Adversarial Network (GAN).
44. Write a Python program to implement the Autoencoder neural network.
45. Write a Python program to perform image classification using a pre-trained neural network.
46. Write a Python program to perform text classification using Natural Language Processing (NLP) techniques.
47. Write a Python program to perform sentiment analysis on a dataset of tweets.
48. Write a Python program to perform topic modeling on a collection of documents.
49. Write a Python program to perform named entity recognition (NER) on a text document.
50. Write a Python program to implement the PageRank algorithm.
51. Write a Python program to implement the Monte Carlo simulation for estimating the value of Pi.
