Skip to content

Notebooks on problems in Machine Learning, NLP, Deep Learning, AI etc.

Notifications You must be signed in to change notification settings

siddhantsahu/notebooks

Repository files navigation

This repository is a collection of several problems in ML/AI/NLP (mostly) I work on from time to time. Inspiration: this amazing repository by Peter Norvig.

Problems

  1. Phrase learning in PySpark: A very common use case for text mining and NLP problems. This implementation is suitable for finding phrases in large datasets.
  2. Search methods in AI: Comparision of breadth first search, iterative deepening search and A-star search for solving the 8-puzzle problem.
  3. Constraint satisfaction problem in AI: Uses the N-Queens puzzle to demonstrate two algorithms - minimum conflicts and heuristic-augmented backtracking.

Here is a list of other interesting problems that I may work on in the future.

  1. Route planning for public transit network.
  2. Topic based pagerank (an extension of the pagerank algorithm)
  3. A Cython implementation for the spell correction algorithm, Symspell. Ports in Java, Python and C++ exist but integrating C++ and Java modules in data pipelines (which are usually Python based) is a hassle. A Cython module can bridge the gap and still be as fast as the C++ or Java module.

About

Notebooks on problems in Machine Learning, NLP, Deep Learning, AI etc.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published