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Data Science has been ranked as one of the hottest professions and the demand for data practitioners is booming. This Professional Certificate from IBM is intended for anyone interested in developing skills and experience to pursue a career in Data Science or Machine Learning. This program consists of 9 courses providing you with latest job-ready skills and techniques covering a wide array of data science topics including: open source tools and libraries, methodologies, Python, databases, SQL, data visualization, data analysis, and machine learning. You will practice hands-on in the IBM Cloud using real data science tools and real-world data sets. It is a myth that to become a data scientist you need a Ph.D. This Professional Certificate is suitable for anyone who has some computer skills and a passion for self-learning. No prior computer science or programming knowledge is necessary. We start small, re-enforce applied learning, and build up to more complex topics. Upon successfully completing these courses you will have done several hands-on assignments and built a portfolio of data science projects to provide you with the confidence to plunge into an exciting profession in Data Science. In addition to earning a Professional Certificate from Coursera, you will also receive a digital Badge from IBM recognizing your proficiency in Data Science.

IBM-Data-Science-Specialization-Coursera

# Machine Learning (Coursera) This is my solution to all the programming assignments and quizzes of Machine-Learning (Coursera) taught by Andrew Ng. After completing this course you will get a broad idea of Machine learning algorithms. Try to solve all the assignments by yourself first, but if you get stuck somewhere then feel free to browse the code. ## Contents * Lectures Slides * Solution to programming assignment * Solution to Quizzes by Andrew Ng, Stanford University, [Coursera](https://www.coursera.org/learn/machine-learning/home/welcome) ### Week 1 - [X] Videos: Introduction - [X] Quiz: Introduction - [X] Videos: Linear Regression with One Variable - [X] Quiz: Linear Regression with One Variable ### Week 2 - [X] Videos: Linear Regression with Multiple Variables - [X] Quiz: Linear Regression with Multiple Variables - [X] Videos: Octave/Matlab Tutorial - [X] Quiz: Octave/Matlab Tutorial - [X] Programming Assignment: Linear Regression ### Week 3 - [X] Videos: Logistic Regression - [X] Quiz: Logistic Regression - [X] Videos: Regularization - [X] Quiz: Regularization - [X] Programming Assignment: Logistic Regression ### Week 4 - [X] Videos: Neural Networks: Representation - [X] Quiz: Neural Networks: Representation - [X] Programming Assignment: Multi-class Classification and Neural Networks ### Week 5 - [X] Videos: Neural Networks: Learning - [X] Quiz: Neural Networks: Learning - [X] Programming Assignment: Neural Network Learning ### Week 6 - [X] Videos: Advice for Applying Machine Learning - [X] Quiz: Advice for Applying Machine Learning - [X] Videos: Programming Assignment: Regularized Linear Regression and Bias/Variance - [X] Machine Learning System Design - [X] Quiz: Machine Learning System Design ### Week 7 - [X] Videos: Support Vector Machines - [X] Quiz: Support Vector Machines - [X] Programming Assignment: Support Vector Machines ### Week 8 - [X] Videos: Unsupervised Learning - [X] Quiz: Unsupervised Learning - [X] Videos: Dimensionality Reduction - [X] Quiz: Principal Component Analysis - [X] Programming Assignment: K-Means Clustering and PCA ### Week 9 - [X] Videos: Anomaly Detection - [X] Quiz: Anomaly Detection - [X] Videos: Recommender Systems - [X] Quiz: Recommender Systems - [X] Programming Assignment: Anomaly Detection and Recommender Systems ### Week 10 - [X] Videos: Large Scale Machine Learning - [X] Quiz: Large Scale Machine Learning ### Week 11 - [X] Videos: Application Example: Photo OCR - [X] Quiz: Application: Photo OCR ## Certificate * [Verified Certificate]() ## References [[1] Machine Learning - Stanford University](https://www.coursera.org/learn/machine-learning)

Machine-Learning-Stanford-Andrew-Ng

MATLAB

Python-For-Everybody-Coursera

This repository Consists of material And Certificates Earned From Online Learning Course on Coursera from University of Michigan

Udemy Full Stack Android Developer Course, here are the main code files according to each project

Android-N-developer-Course

@DeepLearning.AI Practical Data Science Specialization brings together these disciplines using purpose-built ML tools in the AWS cloud. It has helped me to develop the practical skills to effectively deploy your data science projects and overcome challenges at each step of the ML workflow using Amazon SageMaker.

Practical-Data-Science-on-the-AWS-Cloud-Specialization

All Certificate Achieved Till 2023

CERTIFICATES

Computer-Vision-with-Python-Udemy

This course is tailor made for an individual who wishes to transition quickly from an absolute beginner to a Computer Vision expert in a few weeks. The most difficult concepts are explained in plain and simple manner using code examples.

Thanks to DataCamp, I have learn data science with their tutorial and coding challenge on R, Python, SQL and more.

DataScience-DataCamp-Exercises

This repository Contains Program Codes for ARM7 Processor , learning basics coding in ARM7 Processor

ARM-7-Program-Codes

This repository contains my full documentation of Coursera's Introduction to Programming the Internet of Things (IOT) Specialization taught by the professor Ian Harris offered by the University of California, Irvine.

Coursera-Introduction-to-Programming-the-Internet-of-Things--IOT--Specialization

C++

python-and-django-full-stack-web-developer-bootcamp-udemy

This is an full stack udemy course material used to build project in an Hackathon

Resource for SQL MasterClass for Data Analytics

The-Complete-SQL-Masterclass-For-Data-Analytics-Udemy

Java-Programming-MasterClass

Learn Java In This Course And Become a Computer Programmer. Obtain valuable Core Java Skills And Java Certification

Tensorflow Course Containing Colab Files for Machine Learning, Natural Language Processing And Deep Learning Implementation

TensorFlow-2.0-Complete-Reference-Course

Learn data visualization through Microsoft Power BI and create opportunities for you or key decision makers to discover data patterns such as customer purchase behavior, sales trends, or production bottlenecks. You'll learn all of the features in Power BI that allow you to explore, experiment with, fix, prepare, and present data easily, quickly, and beautifully.

Power-BI-A-Z-Hands-On-Power-BI-Training-For-Data-Science-Udemy

Mini-Projects

Implemented Content-Based Movie Recommeder System, Covid-19 Recognition using AI, Automated Tweet Generator, Fake Job Detection, US Consumer Finance Complaint Classification

Learn data visualization through Tableau 2020 and create opportunities for you or key decision-makers to discover data patterns such as customer purchase behavior, sales trends, or production bottlenecks. This Course on Udemy

Tableau-10-A-Z-Hands-on-Tableau-Training-for-Data-Science-Udemy

SAS-Programmer-Specialization

About this Professional Certificate When you complete the SAS® Base Programming courses, you will have demonstrated skills in manipulating and transforming data, combining SAS data sets, creating basic detail and summary reports using SAS procedures and identifying and correcting data, syntax and programming logic errors. These skills prepare you for the SAS® Base Programmer certification exam. Applied Learning Project In the last course of this specialization, you complete projects that demonstrate your knowledge of SAS programming. In the first project, you write programs for each stage of the SAS programming process to analyze passenger claims at United States airports. In the second project, you use your knowledge of the data preparation stage to write programs that restructure world tourism data.

SAS

Applied-Data-Science-with-Python

This Repository Contains the Material And Concepts Learnt In Specialization Course of Coursera

Core Java Notes With Program Embedded under concepts

Week-02-CORE-JAVA

This Repository Consist of Python Program Codes From Basic stage to Advanced Stage

Python-Program-Codes

This Repository Consists All Courses, Projects and Online Learning Done in Context of Machine learning, Data Sceince And Deep Learning From Various Sources like Youtube, Coursera, Udemy And WEbsites like Scikit, Keras

Machine-Learning-Data-Science-Deep-Learning

This course teaches computer programming to those with little to no previous experience. It uses the programming system and language called MATLAB to do so because it is easy to learn, versatile and very useful for engineers and other professionals. MATLAB is a special-purpose language that is an excellent choice for writing moderate-size programs that solve problems involving the manipulation of numbers. The design of the language makes it possible to write a powerful program in a few lines. The problems may be relatively complex, while the MATLAB programs that solve them are relatively simple: relative, that is, to the equivalent program written in a general-purpose language, such as C++ or Java. As a result, MATLAB is being used in a wide variety of domains from the natural sciences, through all disciplines of engineering, to finance, and beyond, and it is heavily used in industry. Hence, a solid background in MATLAB is an indispensable skill in today’s job market.

Introduction-to-Programming-with-MATLAB-Coursera

MATLAB

Deep-Learning.ai-Coursera-Specialization

This repository Consist of Course Material, Assignment And Quizes Attempted in Specialization Course by Coursera

All Basic Concepts of Angular

Angular-Learning

lane-Detection

Lane line detection is a crucial feature of Self-Driving Vehicles

Computer networking Fundamentals concepts to advance Concepts learnt and Asked in CCNA exams in stream ICND1, ICND2 and GNS3 Practical Assignment were discussed in this Course which Udemy offered.

CCNA-Udemy-All-Packages-Courses

Dry-Beans-Classification-Prediction

This research utilizes Data Mining models to accurately classify Dry Bean varieties, enhancing crop production through improved marketing and production management.

Real-Time Performance Optimization Project with complete streaming data pipeline including acquisition, storage, enrichment, analysis and visualization

Data-Engineering-Real-Time-Performance-Optimization

Python-UI-Building

UI in Python

Emotional Sentiment Analysis using AWS SageMaker Spark

Emotion-Sentiment-Classification-of-Product-Reviews-on-Twitter

This Repository consists of Programming codes for various Learning Tracks varying from 30 days of coding to specific data structure coding problems.

LeetCode-Programming-Codes

This Repository Contains Concepts and Algorithms Learnt in This Course

Modern-Natural-Language-Processing-in-Python-Udemy

Consist brief info about all my tableau and PowerBi dashboards, insights that I got out of them & the result and analysis from visualization.

Tableau-And-PowerBI-Projects

Udemy-JavaFX-Complete-Course

This Repository consists of Concepts and Projects Completed in Udemy's Complete JavaFX course

hands-on project on Prepare, Clean, Transform, and Load Data using TableaU & Power BI.

TableaU-PowerBI-Visualisation-Learning-path

VLSI-Program-Code

The ISE Design Suite: Embedded Edition includes Xilinx Platform Studio (XPS), Software Development Kit (SDK), large repository of plug and play IP including MicroBlaze™ Soft Processor and peripherals, and a complete RTL to bit stream design flow. Embedded Edition provides the fundamental tools, technologies and familiar design flow to achieve optimal design results. These include intelligent clock gating for dynamic power reduction, team design for multi-site design teams, design preservation for timing repeatability, and a partial reconfiguration option for greater system flexibility, size, power, and cost reduction.

ATMEGA-Family-Programming

This Repository Consist of Research & Understanding For Building hardware Implementation

Contains basic Simulation circuit layout for concepts involved in Electronic Devices and Circuits and Integrated Circuits Subjects

MultiSim-Simulation

Building-Custom-UI-Tkinter-in-Python

This repository Consist of Programs And Custom utlity tools used to Biuld UI Based Application in Python Uisng Tkinter Library

This repository is to understand the contributor feature in Github

Trail_contributor

angular-router-sample

Router Sample Code

This repository Consist of Ideas & Project Built based on Competition

Competition-Beyond-Academics

Maven repo Intergrated with jenkins

Maven-Repo

Audio Processing and Conceptualisation of Rhythm classfier

MATLAB-WorkShop

MATLAB

Generative-AI-with-LLMs

In Generative AI with Large Language Models (LLMs), you’ll learn the fundamentals of how generative AI works, and how to deploy it in real-world applications.

node-web-server

angular-material-dashboard-master

An Simple Bootstrap project Assigned In Udemy

Coffee-Lover

Another Version of same GET881 repository

GET881_2

An simple Test based on swing without using Database

Online-Test

This repository consist of Project Built and Tested in Microcontroller PIC18F4550

PIC18F4550-Micro-Controller-Projects

Instant-Messenger

An command chat application using Java

Spotify-Music-Data-Analysis

First Full Fledged My Store demo Web App

My-Store

GET881

program files

Command Line Template Git repository

GIT-Cmd-Template

CS-584-Machine-Learning

Graduate Course

Tour of Hero Tutorial Project

git-cmd-repo

cmd repo

angular-tour-of-heroes

the socket chat application

node-course-2-chat-app

Node-Note is an node.js app that enables user to Add, Read, List and Remove note from notes-data.js file

Node-Notes

this is an todo-api built for learning MongoDB

node-course-2-todo-api

Bitcoin-Cryptocurrency-Analysis

Data Engineering YouTube Analysis Project by Ashlesh Khajbage

Data-Engineering-YouTube-Analysis-Project

User Management Tomcat Server based Maven along with Jenkins Built Tool Web Application

UserManagement

The objective of our project is to design and develop a highly accurate real-time classification model capable of recognizing and interpreting American Sign Language (ASL) gestures from video data.

Classification-Model-for-ASL

ML-Recommendation-System

All repository to Know all about visualization and Implement them

All-About-Visualization

Graduate-Data-Preparation-and-Analysis

Ashleshk.github.io

My Portfolio Website using hugo static and Toha Theme.

Help PetMind to shortlist the most popular products to be featured in the subscription boxes.

EDA-Launching-Pet-Box-Subscriptions

graduate-Database-Organization

GET881-new

GET 881 NEW repository to demostrate Porject Comfilicts and handling from eclipse IDE

This Repository Consist of TypeScript Programs and Projects

TypeScript-Online-Learning

This Repository Buit For Purpose of Peer Grade Assessment For Capstone Course in IBM professional Certificate Specilisation

Coursera-Caapstone

This repository consist of all the Programs and Sketches built in arduino IDE

Arduino-Code-And-Projects

ATM-Simulator-in-Java

An College Mini Project for the subject OOPs created to minimize load of student accounts management for Adminstrator

Predict the price of unit area for houses given their features

BitrixResource

Data-Science-Zillow-Real-Estate-Price-Prediction

Learn to Design and Create Websites Build a responsive and accessible web portfolio using HTML5, CSS3, and JavaScrip

Google-Cloud-Platform-Fundamentals-Core-Infrastructure

by Google Cloud

STATS_LEARNING

Stats Learning DataSet

Web-Design-For-Everybody

DynamoDB Complete Hands On Demos Programs

AWS-DynamoDB-The-Complete-Guide-Hands-On-Demos

Learning About the Attribute Binding

Beginners-C-code

C++

Attribute-Binding

angular-Forms

Angular Form App

Contains C, C++, C# and DSA program codes practised at home by Self

Programming-Codes

An Simple Console Program that Guesses your Imagined number

Number-Guesser

Java-Online-Coding

hackerearth, hackerrank Leetcode And codilty Platform Combine programming Statement

An game Build in various language like C, C# and HTML

Tic-Tac-Toe

TrailContributor3

A Data Science project to analyze the customer feedback on quality service and improve the pitfalls.

Predicting-customer-buying-behaviour-for-British-Airways

This repo tomcat + maven+ webapp

Maven-Web

Mini Project of Library Book Issue, Record and Renewal Application Built in Python

Library-Management-System

The project aims at analyzing the various aerial images and solving any particular field (Vehicle detection) or sector related problems

Vehicle-Detection-using-Aerial-Imagery-using-deep-Learning-Algorithm

IMDB-Movie-Reviews-Sentiment-Analysis

of the challenges for Cohort 25 and 26, choosing NLP problem

AJAX Based Application development

Trail_contributor2

Contributor Project test

100

football-highlights