junaidashaikh Goto Github PK

apriori_and_association_rule_generation_algorithm

boolean_query_and_inverted_index

To implement two strategies to return boolean query results: term-at-a-time and document-at-a-time.

classification_and_regression

1: Experiment with Gaussian Discriminators 2: Experiment with Linear Regression 3: Experiment with Ridge Regression 4: Using Gradient Descent for Ridge Regression Learning

clustering_algorithms

dynamo_style_fault_tolerant_key_value_storage

Android based Dynamo DB style fault tolerant key-value storage with features like partitioning, replication, failure handling to provide availability and linearizability guarantees.

evaluation_of_ir_models

The goal of this project is to implement various IR models, evaluate the IR system and improve the search result based on our understanding of the models, the implementation and the evaluation.

groupmessenger_total_and_fifo_guarantees

A distributed system using Android application to allow a group of devices to pass messages within the group while preserving Total and FIFO even in case of failures

handwritten_digits_classification

To implement a Multilayer Perceptron Neural Network and evaluate its performance in classifying handwritten digits. Using the same network, classify a face dataset and compare its performance of Neural Network vs Deep Neural Network using TensorFlow library

in_memory_and_on_disk_sql_engine

Implemented custom optimizations such as Query Rewriting, picking memory-aware Join algorithm, specific implementation based on data properties, etc. for TPC-H 1/3/5/10/12 benchmarks.

junaidashaikh.github.io

Summary Jack

k-d_tree_simplified

k-means_clustering_using_hadoop

Single-node Hadoop cluster to implement MapReduce K-means and compare complexity with non-parallel K-means algorithms

latent_dirichlet_allocation_subtopic_modelling

Latent Dirichlet Allocation Topic Sub-Modelling Using RStudio. The objective of this task is to ingest crawled tweets on a particular topic and then divide them into major sub-topics based on their relevance and frequency

multithread_web_server

A multi-thread web server serving multiple http requests in FCFS/Shortest Job First orders.

object_oriented_design-bus_transport_system

This is an Object Oriented Design project to develop a system depicting the management of a Transportation Services System. The entire environment is interdependent on each other and involves real time updates to add to the complexity. The main actors involved are a Central Control System, Drivers and Commuters. We intend to develop a transport system that aims at smooth functioning with zero inconvenience to commuters.

principal_component_analysis

simplemessenger_cse586

Android application to enable two android devices to share messages with each other

supportvectormachine_classification

Implementing Logistic Regression to predict results and using the sklearn library from SVM to perform classification

topic_summarization_search_engine

Full-scale search engine consisting of a front-end website(JavaScript) along with Apache Solr back-end which is used to index Tweets. Used LDA subtopic modelling, Wiki and Pixabay API's to create a dynamic summary of the input search query.

tweet_crawler

A crawler using the Twitter Search API to collect tweets on various topics in different languages

weatherapi

A weather api which provides weather statistics for different cities