jayshah19949596/Machine-Learning-Models

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Created over 7 years ago
Updated over 7 years ago

jayshah19949596/Machine-Learning-Models

jayshah19949596

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Decision Trees, Random Forest, Dynamic Time Warping, Naive Bayes, KNN, Linear Regression, Logistic Regression, Mixture Of Gaussian, Neural Network, PCA, SVD, Gaussian Naive Bayes, Fitting Data to Gaussian, K-Means

Machine-Learning

The Repository contains Machine Learning Algortihms Implemented by me in MATLAB and PYTHON

Alogrithm used are :

Decision Trees and Random Forest Classifier
Naive Bayes Classifier
Gaussian Naive Bayes Calssifier
Mixture Of Gaussians using EM Algorithm
Neural Network
Singular Value Decomposition
Principal Component Analysis
Fitting the data to a 1D Gaussian
Fitting the data to a 2D Gaussian
K Nearest Neighbours
Linear Regression
Logistic Regression
K-Mean Clustering
Value-Iteration-Method
Dynamic Time Warping
Error Function and Regularisation

CodingInterviews

This repository contains coding interviews that I have encountered in company interviews

DeepSign-A-Deep-Learning-Architecture-for-Sign-Language-Recognition

Tensorboard-Visualization-Freezing-Graph

A simple program on how you can use tensor-board for visualization and how you can freeze your model graph and later use if for testing

Computer-Vision-Course-Assignments

Canny Edge Detection, Eigen Faces Face Recognition Algorithm, Applying Sobel Filter, Hough Lines, Harris Corner Detection as a Feature, Image Manipulation

Jupyter Notebook

Telenav-Sensor-Fusion

Telenav Sensor Fusion Project

Graph-SLAM

This repository demonstrates implementation of Graph SLAM on dummy 2D data

Jupyter Notebook

Android-SnackBar

SnackBar is a Food Ordering Application. It was developed with intention to provide food delivery to student through Android Application

Extended-Kalman-Filter

This repository demonstrates use of Extended Kalman Filter to estimate the state of a moving object of interest

BorgWards-Vehicle-Detection-Challenge

This repo is my Submission for BorgWards Vehicle Detection Chellenge

Jupyter Notebook

Traffic-Sign-Classifier-Project

This Project is on classifying traffic signs... I have used a Deep Convolution Neural Network which classifies traffic sign images

Jupyter Notebook

PID-Controller

This repository demonstrates implementation of PID-Controller

SK-Learn-Linear-Regression

Jupyter Notebook

Gradient-Descent-Demo-From-Scratch

Jupyter Notebook

Facial-Keypoint-Detection

This repository demonstrates deep-learning approach to build facial key-point detection system

Jupyter Notebook

Object-Detection-With-White-Background

This repo demonstrates how you can use contours for object detection when you have white background

Jupyter Notebook

InterviewPreparations

LeetCode

LeetCode preparation

Markov-Model-Text-Generator

The repo demonstrates simple frequency weighted text-generator using markov model

American-Sign-Language-Recognition

Developed a program that lets users search dictionaries of American Sign Language (ASL), to look up the meaning of unknown signs using Dynamic Time Warping with custom features.

Neural-Network-Demo

This repository contains basic neural network design concepts like hebbian learning, perceptron rule, filtered learning

Spring-Boot-REST

Example code for REST api with Spring

jayshah19949596.github.io

Lane-Detection

Jupyter Notebook

Behavioral-Cloning-For-Self-Driving-Car

I have used deep convolutional neural networks to clone driving behavior of humans... I have implemented end-to-end learning model for self-driving cars that mimics human driving behavior

Unscented-Kalman-Filter

This repository demonstrates use of Unscented Kalman Filter to estimate the state of a moving object of interest

Search-Engine-Algorithm

This repository demonstrates simple search engine algorithm using basic python data structure

NexusEdge_AI_Coding_Challenge_Kickstarter_Data

This repo explores the kisckstarted dataset, choosing prediction model from exploration and then code a Python module that serves the model

Jupyter Notebook

Advance-Lane-Detection

Detecting Lanes for Self-Driving-Cars... I have developed a software pipeline to identify the lane boundaries in a video from a front-facing camera on a car

Jupyter Notebook

Kidnapped-Vehicle-Particle-Filter

This repository contains C++ code for implementation of Particle Filter to localize a vehicle kidnapped in a closed environment.

Model-Predictive-Control-Project

This repository contains C++ code for implementation of Model Predictive Controller. MPC is used to derive throttle, brake and steering angle actuators for a car to drive around a circular track. This task was implemented to partially fulfill Term-II goals of Udacity's self driving car nanodegree program

RoadDetection-SemanticSegmentation

This repo demonstrated road detection by semantic segmentation using tensorflow

Vehicle-Detection-Tracking

Vehicle Detection Project... a software pipeline to identify vehicles in a video from a front-facing camera on a car... I have used HOG+SVM to detect vehicles in a video

Jupyter Notebook

Image-Captioning-PyTorch

This repo demonstrated a deep-learning architecture to automatically generate captions from images

Jupyter Notebook

Deep-Learning-Nanodegree

The repository has project related to different types of Neural-Network. All the projects in this repository is a part of Udaicty Deep Learning Nanodegree course

Jupyter Notebook