Projects
Beer Recommendation System using Collaborative Filtering on Spark
Implemented Item-Item & User-User recommendation system. User-User is implemented using Matrix factorization method & Item-Item using cosine similarity.
AS4 Multiple Linear Regression using PySpark
Implementation of Multiple Linear Regression using PySpark using closed-form expression for the ordinary least squares estimate of the linear regression coefficients computed using summation.
AS2 Hadoop MapReduce document word search engine using TF-IDF score
Search for a word (e.g., a query) from a large collection (eg., documents) of an unstructured nature (usually text) & After searching the word, compute the TF-IDF score for the documents to tell which document is most relevant.
Microsoft Malware Prediction
Utilizing dataset provided by Microsoft which has unprecedented malware data we intend to predict devices prone to malware attack, using tools, techniques like Python, XLMiner, Excel, Classification, Clustering, Regression.
Action Rules Discovery
Implemented classification rules in Java using LERS algorithm on Car evaluation decision system.
Xbox And Windows Data Pipelines
Data Engineering, Data Analysis and Automating Data Pipelines on COSMOS Big Data Platform and On-Premise SQL Server Environment using Microsoft’s Analytical Tools and SSIS.
Populating data from On-Premise SQL Server Environment to Big Data and vice versa.
Xbox Campaign Post Analysis
Data Engineering and Automating Data Pipelines on Big Data COSMOS Platform and On-Premise SQL Server Environment using Microsoft Internal Tools and SSIS.
Mobile Application Development
Working on conceptualizing and creating several mobile applications using various tools, techniques and OOPs concept.
Signature Verification
Implemented various regression techniques (MLR, LR) in finding users authenticity based on his hand-written signature.
Autonomous Driving
Implemented Neural Network to predict steering angle by means of images taken from a single camera using NumPy.
Discovery and Verification of Neighbor Position In Mobile Ad-hoc Network
Implemented neighbor position verification protocol (NPV) for securely discovering and verifying nodes using direct symmetry test (DST) and cross symmetry test (CST) in ad hoc network.