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Building an End to End ML batch prediction system
πŸ’­
Building an End to End ML batch prediction system

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Mabrar92/README.md

πŸ—Ί Muhammad Abrar's Portfolio

Welcome to my data portfolio! Here, I document a summary of my data projects.

πŸ“š Table of Contents


Machine Learning Projects

Project Link Completion Date Tools Project Description
⚑ Supervised Machine Learning for Predicting Sustainable Energy Needs Sep 2023 Python, Sci-kit, ARIMA Using supervised machine learning models in Python, I predicted future energy consumption and forecasted carbon emission levels for 176 countries based on the Global Data on Sustainable Energy. This project achieved accurate five-year forecasts, supporting the United Nations' Sustainable Development Goal 7 by providing insights into global energy needs and environmental impact.


Complete Data Analysis Projects

Project Link Completion Date Tools Project Description
✈️ Data Analysis of British Airways Customers Data May 2024 Python This analysis aims to understand the factors influencing customer satisfaction at British Airways, including popular routes, holiday seasons, and overall customer experiences.
πŸ€‘ Data Analysis of Customer Buying Habits at CardioGood Fitness Sep 2023 SPSS As a marketing enthusiast, I explored customer data of CardioGood Fitness Company and discovered trends in the buying behavior and characteristics of customers. I then presented my actionable insights and recommendations to the marketing team which can lead to business success.


Microsoft Excel

Project Link Completion Date Tools Project Description
πŸ“ˆ Datacamp's Data Analysis in Excel Sep 2023 Microsoft Excel Acquired valuable techniques such as EDA with pivot tables, Advanced Logical functions, What if Analysis and Forecasting to make informed decisions and uncover hidden insights within data.
🏠 House Prices in California May 2023 Microsoft Excel I performed Data Analysis of House Prices in California from 1990 to find a correlation of prices with various variables along with a dashboard and presented key insights. This public dataset is taken from Kaggle.
πŸ“ˆ Microsoft Financial Performance Dashboard May 2023 Microsoft Excel, PowerQuery Scrapped data from Yahoo Finance using power query in Excel and created a minimalist dashboard of Microsoft financial performance from 2019 - 2022. Insights such as Total Return over 4 years, Monthly Average Return over 4 years, etc. are presented in the dashboard.

Python

Project Link Area Project Description Libraries
✈️ Data Analysis of British Airways Customers Data EDA & Hypothesis Testing This analysis aims to understand the factors influencing customer satisfaction at British Airways, including popular routes, holiday seasons, and overall customer experiences. Pandas, Matplotlib, Seaborn
πŸ‘©πŸ»β€πŸ’» Harvard's CS50p - Ongoing Programming This repo contains the solution to the problem sets in Harvardx CS50P Introduction to Programming with Python. -
🧹 Data Cleaning in Python Data Preprocessing & Data Cleaning As a part of LinkedIn Course of data cleaning in Python essential training, I explored various methods and problems related to data cleaning such as data validation, missing values, duplicates etc. Pandas
🏨 Hotel Booking Cancelation Analysis Data Wrangling & EDA Analysis of Hotel Booking data to explore the major reason behind the increasing trend in booking cancelation across its two franchises. Pandas, Matplotlib

SQL

Project Link Area of Analysis Project Description
πŸ’» Intro to SQL SQL queries for Complex Big Query datasets Developed SQL queries for Google BigQuery datasets to support real-world data problems

Spss

Project Link Completion Date Project Description
πŸ€‘ Data Analysis of Customer Buying Habits at CardioGood Fitness Sep 2023 As a marketing enthusiast, I explored customer data of CardioGood Fitness Company and discovered trends in the buying behavior and characteristics of customers. I then presented my actional insights and recommendations to the marketing team which can lead to business success.
πŸ’» [Project] Soon Projects are underway

Tableau

Project Link Project Description Dashboard Link
Video Game Sales Analysis: 1994-2010 I performed thorough competitor analysis on video game sales data from 1994 to 2010. The resulting dashboard provides insights into Playstation,Xbox and Nintendo sales trends, platform popularity, and top games/genres. Tableau Dashboard
The Health and Lifestyle Dashboard This dashboard presents visualization of health and Lifestyle data. you can filter the charts based on Sleeping disorders. Thus providing valuable insights on how the behavior of individuals from different occupations is affected by sleeping disorders such as Sleep Apnea and Insomnia. Tableau Dashboard

Acknowledgment

Thanks to Katie Huang for her great guide to making this portfolio.


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  1. Data-Analysis-Projects-Portfolio Data-Analysis-Projects-Portfolio Public

    This repository contains my data analysis on Excel where i have performed Data analysis tasks such as Data preprocessing, Data Cleaning, Data Visualization.

    Jupyter Notebook

  2. Python-CS50-Solutions Python-CS50-Solutions Public

    This repository has all the solutions that I submitted as part of Harvard's CS50 - Introduction to Python Course Assessments.

    Python 2

  3. Privacy-Preserving-Data-Collection-Protocol Privacy-Preserving-Data-Collection-Protocol Public

    Official Implementation of Novel approach Towards Privacy-Preserving Data Collection for IoT based 1: M Datasets as part of my Masters Research Thesis (Software Engineering). The work has also been…

    Python

  4. data-cleaning-in-python-essential-training-3086536 data-cleaning-in-python-essential-training-3086536 Public

    Forked from LinkedInLearning/data-cleaning-in-python-essential-training-3086536

    This is a LinkedIn Learning repo for Data Cleaning in Python Essential Training.

    Python

  5. JS-and-HTML-BOOTCAMP-2020 JS-and-HTML-BOOTCAMP-2020 Public

    All assignments and small tasks of javascript as part of React Bootcamp 2020 by Panacloud

    JavaScript

  6. Task-Tracker-App-React-JS-Bootcamp-2020 Task-Tracker-App-React-JS-Bootcamp-2020 Public

    Bootcamp 2020 React Assignment

    JavaScript