ajitashree Goto Github PK

ajitashree.github.io

bayesian_network_implementation

Implementation of the an algorithm that finds conditional in-dependencies between different nodes in the network.

cs6190_probabilistic_modelling

Solved assignments of the course CS6190 Probabilistic Modelling offered in Fall 2019 at the University of Utah.

cs698x-topics-in-probabilistic-modeling-and-inference-piyush-rai

My course at IIT Kanpur 2020-21 even sem

cs771-introduction-to-machine-learning---piyush-rai

IIT kanpur ML course

cyber-phy-systems

data_mining_algorithms

Below is the implementation of Data Mining algorithms i.e. ECLAT and Pincer Search, and clustering algorithms i.e. agglomerative and Hierarchical clustering.

gibbs_sampling-markov_chain_monte_carlo

Implemented the Gibbs sampler over the Markov network structure to perform inference over the OCR graphical models.

hierarchical-facility-location

Facility location is a name given to class of optimization problems in the areas of Computer Science and Game Theory, where the objective is to maximize the profits by optimal placement of facilities, keeping all the customer needs in mind. The repository includes the implementation of optimization problem using linear programming (MATLAB) and local search heuristics based algorithms (C++)

image_comparision-kaggle_problem_statement

The below implementation is the solution of a problem statement on Image comparison . The link to the problem statement is in the description below.

learning_in_bayesian_and_markov_networks

Learning parameters in probabilistic graphical models for future predictions

multi-level-facility-location

Multi-Level Facility Location is a variant of Facility Location, an NP hard optimization problems. Here, the objective is minimize the cost incurred and maximize the profits with the optimal placements of facility at different levels.

ocr_inference_in_bayesian_networks

Implemented a Bayesian network for Optical Character Recognition. Implemented inference algorithmic techniques i.e. message passing and loop belief propagation

pml2-book

Probabilistic Machine Learning: Advanced Topics

sql_imdb_data_set

SQL Queries for database operations on IMDB data-set. The details of queries are in the pdf file below.

swarnahub.github.io