Siddharth Nahar's repositories
Facial-emotion-Recognition
This Repo consist code for transfer learning for facial emotion detection via valence and arousal levels. We used pretrained weights from VGG-16 net and apply on that features deep neural network and lstm model in pytorch. We tested our model on Aff-wild net dataset.
Game_Theory
This repository analyses Strategic form games for N-player calculating various Equilibrium's, Calculate MSNE for 2-Player strategic form and zero sum game, Also contains algorithm for N-player finite Mechanism design to check if social choice function is SDSE, Ex-Post-efficient and Non-dictatorial.
Anamoly_Detection_Sensor_Networks
This Project is detect outliers in sensor networks. We are using ISSNIP Single hop dataset for this.
MovieReview_WordSentiments_DecisionTrees
Train model using Decision Tree ID3 for Movie Reviews using Word Sentiment Analysis. This Repositry contains all Data Set and Model implemented by ID3 Algorithm.
Object_Oriented_Programming_Implementation
This Repo contains complete code for Object oriented paradigms in C++ and Shielding Classes in Java for more secure Object Oriented Use
Predict_Steering_Angles_By_Images_Neural_Networks
In this Repo DataSet, Code and Results have been added. I have created general Neural Networks PArams are taken as input and Different Optimizers and ran on the DataSet to predict Steering angles
Valid_Signatures_Lex
This code contain regular expressions for valid function signatures, variable declarations, valid Parameters and Multiline Comments
Basic_Modules_Operating_Systems
This Repo contains basic modules like Use of Kernel level Libraries, Random Number generation, Heap Memory Module implementation via best-fit,first-fit,Buddy Systems,Virtual Memory Mechanisms FIFO,LFU,MFU, Process deadlock Mechanism Detection
Database_Faculty_Portal
In this Project we have to design Leave application and Personal Info Utilities for faculty. Personal Info Page consists of Current Research, Project, Grants, Prizes etc. and has to be modelled in NoSql(Mongodb) and Leave application design has to be in RDBMS(Postgressql).Further details are available in Project specifications.
Doom_Reinforcement_Learning
Used Vizdoom API to train AI-Bot using DQN, DRQN and add a lot of improvements fixed-Q, Dueling, Prioritzing to maximize K/D of Bot.
Flappy_Bird_Genetic_SVM
Created Game Flappy Bird, Applied Genetic Algorithm for Data Generation and used that Data to train SVM model. Game trained to Perfection!!
Gmail_API_Drafts_Backup_Storage
This Repo contains complete implementation of Gmail API in case of Secondary Storage Devices. Files will be saved as Draft Message for certain amount of memory and create links for bigger file .It's implementation of Linked File Storage Simulation based Drafts and Gmail API.
HandWritten_Digit_Recognistion_Clustering_Algorithms
Implemented K-means Clustering on standard MNIST Dataset, Added All Data and Code
Morphing_Basic_Operations_Image_Processing
This Repo Contains two parts - 1. First part contains Basic operations like Scaling, Resizing, Rotation, Tie Points through inverse mapping 2.Second Part contains Morphing of images through Delaunay Trangulation method.
Object_Relational_Mapping_Connect_Java_Database
This code contains ORM codes using JDBC library for connecting Java to Mysql Data BAse for performing queries, Atomic Transactions, Extracting Meta Data
Pacman_Search_AND_MultiAgent_Algorithms
Contains algorithms to train Pacman agent to find/eat food particles .Multi-Agent Algorithms are also used.
Parser_LL-1_Compiler
This Repo contains code for Tokenizer, Removing Epsilon Production, Left Recursion, Parsing through LL(1) Parser through a specified grammer. It also contains RD parser for language of Palindromes and Equal a's abd b's.
Pencil_Sketch_App
This Repo contains Algorithm for conversion of Image to its Pencil Sketch and additionally created an App for it.
Predict_Age_Of_Abalone_Linear_Regression
Taken dataset from UC for above task used Linear Ridge Regression for Performing it. Normalisation, Debugging, Plotting Graphs .
Predict_TO_Give_Credit_Card_OR_Not_Logistic_Regression
This Repo contains Code and DataSet used with Results findout. I have used Logisitic Regression with Regulariztion, Plotted Graphs for Classfication applied Newton-Raphson Method .
Process_Communication_Operating_Systems
Contains Code for Inter Process communication via Shared Memory , Sockets and Datagrams. Basic Implementations according to Problem Statement described in Repo
Socket_Programming_Networks
This Repo contains code that handles different socket programming issues in C-programming like Running server indefinitely, Handling multiple Clients.
Spam_Filtering_Naive_Bayes_Classifier
Performing a Spam email filtering Task using Naive Bayes Classifier.
Back_Propogation_Implementation_Andrew_NG
Implemented Back Propogation Algorithm in octave
G6_SE_Business_Workflow
This repository is project to automate workflows. In different domains forms/bills are passed from one stage to other. So we are developing application to generalise this over all sectors and create our own api to create forms. We are using Apache, Django and Postgres for this work.
HandWritten_Digit_Recognistion_Neural_Networks_andrew_NG
Recognise Handwritten Digits MNIST data set using Neural Networks and Multi class Classification for Logisitc Regression
Learning_Linear_Regression_Andrew_NG
Andrew Neg Course first Assignment Simple Linear Regression implementation in Octave
Library_Utilisation
This Repo contains various different utilities languages Provide like javap to analyze jar files, Beautiful Soup to parse grammer, Prolog language for Recursive Logic and Scheduler class for Java
Logisitic_Regression_Andrew_NG
Andrew Neg Course Assignment on Logistic Regression, Learned to Plot and Debug code
Regularization_Bias_Variance_Andrew_NG
Bias and Variance Tradeoff for debugging