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Stock Price Prediction Web App | LSTM, CNN, GRU, Transformer with Django

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Описание к видео Stock Price Prediction Web App | LSTM, CNN, GRU, Transformer with Django

🎓 Final Year Computer Science Project | Stock Price Prediction System using Deep Learning & Django 🚀

We build a *Stock Price Prediction Web Application* using *Django (Python)* as backend + multiple *Deep Learning models* (LSTM, CNN, GRU, Transformer, Hybrid) to forecast stock prices.
The project also includes *Trend Analysis, Anomaly Detection, and Volatility Measurement* to make it a **complete AI Finance Dashboard**.

🔥 Why this project is perfect for Final Year CS/IT Students:
✔️ Combines Machine Learning, Deep Learning, and Web Development
✔️ Uses *real-world datasets* and financial concepts (trend, volatility, anomalies)
✔️ Covers *multiple hybrid AI models* (LSTM, CNN, GRU, Transformer, SVR)
✔️ Full-stack implementation with *Django + TensorFlow + Scikit-learn*
✔️ Clear metrics: Accuracy, RMSE, MAE, R² Score
✔️ Looks professional for *project demo & viva presentations*

00:00 Introduction & Project Overview
00:25 Nifty-50 Dataset and Stock Market Basics
01:10 Data Preprocessing & Feature Engineering
01:50 Deep Learning Model Design (LSTM/ANN)
02:40 Model Training & Evaluation Metrics
03:20 Prediction Results & Visualization
03:50 Conclusion & Final Year Project Wrap-up

🛠 Tech Stack:
Django (Backend + Web Integration)
TensorFlow / Keras (Deep Learning)
Scikit-learn (ML Models & Preprocessing)
Statsmodels (Seasonality Analysis)
Pandas, NumPy, Matplotlib (Data Handling + Visualization)

📁 Project Package Includes:
Complete source code
PPT & Report
Installation Guide

🌐 Visit 👉 https://www.chennaisunday.com to download the full project.

📌 Subscribe for more project videos: Blockchain, AI, ML, Web3, Django, and more!

🔗 Playlist: [Machine Learning Project Ideas for Final Year]( • Machine Learning projects form Chennaisund... )

📬 For queries or to buy the project, contact via website or comment below.

#finalyearprojects #cs #computerscience #machinelearning #deeplearning
#stockprediction #aiproject #djangoprojects #pythonprojects #aiinfinance
#lstm #cnn #gru #transformers

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