DATA PROJECTS

Market Basket Analysis Overview: Market Basket Analysis project based on "The Bread Basket" dataset to identify purchasing patterns and generate actionable insights using association rules. Technologies Used: Python, Pandas, Seaborn, mlxtend, Pyvis. View Project's Files	PySpark Diabetes Prediction ML Project Overview: Diabetes Prediction ML Project using PySpark. Technologies Used: PySpark. View Project's Files	iTunes Podcast Reviews Dashboards Tableau Overview: Visualization of iTunes podcast reviews using interactive dashboards. Technologies Used: Tableau. View Project's Files
Customer K-means clustering in Python Overview: Clustering customer data to identify distinct groups for targeted marketing. Technologies Used: Python, K-means clustering algorithm. View Project's Files	Machine Learning: Decision Tree with KNIME Overview: Using decision trees for predictive modeling in KNIME. Technologies Used: KNIME. View Project's Files	NLP Challenge: IMDB Dataset of 50K Movie Reviews to perform Sentiment Analysis Overview: Analyzing a large dataset of movie reviews to determine sentiment trends using NLP techniques. Technologies Used: Python, Natural Language Processing. View Project's Files
Recommendation System. Collaborative Filtering Overview: Building a collaborative filtering system to recommend products to users based on similar user preferences. Technologies Used: Python, Machine Learning. View Project's Files	Book Recommendation Model. K-Nearest Neighbors Overview: Utilizing the K-Nearest Neighbors algorithm to create a book recommendation system. Technologies Used: Python, K-Nearest Neighbors. View Project's Files	Amazon Customer Reviews Sentiment Analysis Overview: Performing sentiment analysis on Amazon customer reviews to gauge consumer satisfaction. Technologies Used: Python, Natural Language Processing. View Project's Files
Image Classifier using TensorFlow. Keras Overview: Building an image classification model using TensorFlow and Keras. Technologies Used: TensorFlow, Keras. View Project's Files	Linear Regression Health Costs Calculator Overview: Creating a health costs prediction model using linear regression. Technologies Used: Python, Linear Regression. View Project's Files	Neural Network SMS Text Classifier Overview: Developing a text classification system using neural networks to categorize SMS messages. Technologies Used: Python, Neural Networks. View Project's Files

Sentiment Analysis of Yelp Business Reviews Overview: Analyzing Yelp reviews to extract business insights through sentiment analysis. Technologies Used: Python, Natural Language Processing. View Project's Files	Using Streamlit for Data Visualisation Overview: Developing interactive data visualizations using Streamlit to enable dynamic user interactions. Technologies Used: Streamlit, Python. View Project's Files	WEB scraping and Sentiment Analysis British Airways Customer Reviews Overview: Extracting and analyzing sentiment from British Airways customer reviews through web scraping. Technologies Used: Python, Web Scraping, Natural Language Processing. View Project's Files
Creating Dynamic Filters in Streamlit Overview: Building a Streamlit application that incorporates dynamic filters for data manipulation. Technologies Used: Streamlit, Python. View Project's Files	Predicting Customer Behaviour British Airways Overview: Using data analysis and machine learning to predict customer behavior for British Airways. Technologies Used: Python, Machine Learning Algorithms. View Project's Files	Kaggle Housing Prices Competition Overview: Participating in the Kaggle competition to predict housing prices based on various features. Technologies Used: Python, Machine Learning, Regression Analysis. View Project's Files
Kaggle Store Sales - Time Series Forecasting Overview: Forecasting store sales using time series analysis in a Kaggle competition. Technologies Used: Python, Time Series Analysis, Machine Learning. View Project's Files	Supervised ML: Regression Tree in Python Overview: Implementing a regression tree to predict outcomes based on a set of input variables. Technologies Used: Python, Decision Trees. View Project's Files	Machine Learning Analysis in Retail Overview: Analyzing retail data using machine learning to optimize inventory and sales strategies. Technologies Used: Python, Machine Learning. View Project's Files
Credit Card Fraud Detection using Scikit-Learn and Snap ML Overview: Developing a model to detect fraudulent transactions using machine learning. Technologies Used: Python, Scikit-Learn, Snap ML. View Project's Files	Natural Language Processing with Hugging Face Transformers Overview: Leveraging Hugging Face Transformers for advanced natural language processing tasks. Technologies Used: Python, Hugging Face Transformers. View Project's Files	Auto Exploratory Data Analysis with D-Tale, SweetViz, Pandas Profiling Overview: Automating the exploratory data analysis process using various Python libraries. Technologies Used: Python, D-Tale, SweetViz, Pandas Profiling. View Project's Files
Auto ML and Bespoke ML with sklearn (Random Forest, Logistic Regression, SVC) Overview: Implementing both automated and custom machine learning solutions using Scikit-Learn. Technologies Used: Python, Scikit-Learn. View Project's Files	Assess the Quality of a Dataset for a Public Service Agency Overview: Evaluating and improving the quality of a dataset used by a public service agency. Technologies Used: Data Quality Assessment. View Project's Files	Data Transformation Pipeline with Cloud Dataprep (Alteryx) Overview: Designing and implementing a data transformation pipeline using Cloud Dataprep similar to Alteryx. Technologies Used: Cloud Dataprep, Alteryx. View Project's Files

Correlation in Python Overview: Exploring statistical correlations within datasets using Python. Technologies Used: Python, Statistical Analysis. View Project's Files	Explore Data Using SQL in Google Colab Overview: Conducting data exploration and analysis using SQL within the Google Colab environment. Technologies Used: SQL, Google Colab. View Project's Files	SQL Sub-queries in Google Colab Overview: Demonstrating the use of SQL sub-queries for complex data queries in Google Colab. Technologies Used: SQL, Google Colab. View Project's Files
Create a Dashboard Meeting Business Requirements Overview: Developing a customized dashboard to meet specific business analysis needs. Technologies Used: Dashboard Design, Business Analysis. View Project's Files	Retrieve User Activity Data on an Online Forum Using SQL Overview: Extracting and analyzing user activity data from an online forum using SQL. Technologies Used: SQL, Data Analysis. View Project's Files	Working with Web APIs and JSON on Movies Dataset Overview: Utilizing web APIs to fetch and process movie data stored in JSON format. Technologies Used: Web APIs, JSON, Python. View Project's Files
Explore a Dataset on Energy Usage and Draw First Conclusions Overview: Analyzing an energy usage dataset to uncover patterns and draw initial conclusions. Technologies Used: Data Analysis, Visualization Techniques. View Project's Files	Create a Web Server and an Amazon RDS DB Instance Overview: Setting up a web server connected to an Amazon RDS database for handling dynamic web applications. Technologies Used: Web Server Management, Amazon RDS. View Project's Files	Data Analysis using Pandas and SQLite3 Overview: Conducting comprehensive data analysis using Pandas in conjunction with SQLite3 for database management. Technologies Used: Pandas, SQLite3, Python. View Project's Files
E-commerce Store Sales Analysis Overview: Analyzing sales data from an e-commerce platform to optimize marketing and sales strategies. Technologies Used: Data Analysis, Business Intelligence. View Project's Files	Exploratory Data Analysis on Diamonds Dataset Overview: Performing exploratory data analysis on a dataset of diamonds to understand pricing factors. Technologies Used: Data Visualization, Statistical Analysis. View Project's Files	Data Cleaning, Transformation, and Visualisation on AirBnB London Dataset Overview: Cleaning, transforming, and visualizing data from the AirBnB London dataset to derive actionable insights. Technologies Used: Data Cleaning, Data Transformation, Data Visualization. View Project's Files
Data Cleaning on Movies Dataset Overview: Performing data cleaning on a comprehensive movies dataset to prepare for further analysis. Technologies Used: Data Cleaning, Python. View Project's Files	Short-Term Rental Analytics on AirBnB Bristol Dataset Overview: Analyzing short-term rental data from Airbnb in Bristol to understand market trends and rental dynamics. Technologies Used: Data Analysis, Business Intelligence. View Project's Files	Data Cleaning, Merging, Transforming on Movies Dataset Overview: Enhancing a movies dataset by cleaning, merging, and transforming data to support detailed analysis. Technologies Used: Data Cleaning, Data Merging, Data Transformation. View Project's Files
Exploratory Data Analysis on Movies Dataset Overview: Conducting exploratory data analysis on a movies dataset to uncover trends and insights. Technologies Used: Data Analysis, Visualization. View Project's Files