LIST OF ALGORITHMS
Algorithms - Introduction
Bubble Sort
Bucket Sort
Counting Sort
Heap Sort
Insertion Sort
Merge Sort
Quick Sort
Radix Sort - LSD
Selection Sort
Shell Sort
Queue/Priority Queue - Using linked list & Heap
Stack Data Structure
Trie Data Structure
Binary Tree Data Structure - BST
Hash Map/Hash Table
Linked List Data Structure
Closest Pair of Points
Spatial Data Structure and Physics Engines
Recursive Algorithms
Dynamic Programming
Knapsack Problems - Discrete Optimization
(Batch) Gradient Descent in python and scikit
Uniform Sampling on the Surface of a Sphere.
Bayes' Rule
Monty Hall Paradox
Compression Algorithm - Huffman Codes
Shannon Entropy
Path Finding Algorithm - A*
Dijkstra's Shortest Path
Prim's spanning tree algorithm in Python
Bellman-Ford Shortest Path
Encryption/Cryptography Algorithms
minHash
tf-idf weight
Natural Language Processing (NLP): Sentiment Analysis I (IMDb & bag-of-words)
Natural Language Processing (NLP): Sentiment Analysis II (tokenization, stemming, and stop words)
Natural Language Processing (NLP): Sentiment Analysis III (training & cross validation)
Natural Language Processing (NLP): Sentiment Analysis IV (out-of-core)
Locality-Sensitive Hashing (LSH) using Cosine Distance (Cosine Similarity)