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Python 3
Expected Project Output

Expected Project Output

Expected Project Output

Expected Project Output

After completing this project, learners will be able to generate several useful outputs related to stock price prediction.

Stock Price Analysis

Explore historical stock prices and understand daily market behavior.

Exploratory Data Analysis

Visualize relationships among stock variables using statistical charts.

Feature Engineering

Create meaningful input features from historical stock data.

Stock Price Prediction Model

Train a KNN regression model capable of estimating future closing prices.

Model Evaluation

Evaluate prediction performance using:

Mean Absolute Error (MAE)
Mean Squared Error (MSE)
Root Mean Squared Error (RMSE)
R² Score

Performance Visualizations

Generate graphs such as:

Closing Price Trend
Open vs Close Price Comparison
Actual vs Predicted Closing Prices
Scatter Plot of Predictions
Correlation Heatmap

These outputs help learners understand both stock market behavior and the effectiveness of the predictive model.

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Expected Project Output

Contents

Expected Project Output

Stock Price Analysis

Exploratory Data Analysis

Feature Engineering

Stock Price Prediction Model

Model Evaluation

Performance Visualizations

Stock Price Prediction for Beginners using Data Science

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Linux Guide Tutorial

Data Structures and Algorithms Tutorial

Computer Architecture

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Docker Tutorial

GIT (Using Github) Tutorial

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GIT Guide

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Advanced Data Structures

Spring Framework Tutorial

Spring Boot Tutorial

Kotlin Tutorial

Apache Cordova Tutorial

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SASS-SCSS Tutorial

MongoDB Tutorial

Numpy Tutorial

PL-SQL Tutorial

Python Built-in Functions Tutorial

Pandas Tutorial

Elasticsearch Tutorial

Matplotlib Tutorial

Web Scraping Tutorial

Networking with Python

Tkinter Tutorial

Java Programs Tutorial

Java Examples Tutorial

Servlet Tutorial

JSP Tutorial

Java Type Conversion Tutorial

Java 8 Tutorial

Java 9 Tutorial

Java 10 Tutorial

Java 11 Tutorial

Java Util Library Tutorial

Building a Contact Us Form in ReactJS

Building a Age Calculator App Using ReactJS

Movie Recommendation System Project Using Content-Based Filtering

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Sales Data Analysis Project for Beginners Using Data Science

Student Performance Analysis Project for Beginners Using Data Science

Word Counter Tool Using ReactJS

Customer Churn Prediction Project Using Classification Techniques

Basic Expense Tracker App using ReactJS

Simple Binary to Decimal Converter in React

Real-Time Unit Converter in React

House Price Prediction Using Machine Learning (XGBoost)

Weather Data Analysis and Visualization Using Python

Expandable Accordion Component using React

OTP Verification Component using React

Cricket Data Analysis Using Python

Credit Card Fraud Detection for Beginners using Data Science