Dream Insights Used AI

Just deployed the website!
Available at: https://dream-insights.onrender.com

Just created Dream Bird, an ai-assistant for helping users with psychology

Added a UI with a predict page, home page and about page.

Just created the whole dream analysis project with many features (you do need to have a technical mind):
An intelligent Python-based tool that analyzes your dreams and predicts your future moods, challenges, or opportunities based on dream psychology and AI!
✨ Features
Dream Analysis
Predicts 10 key psychological factors from your dream description:
Lucidity
Emotional Intensity
Realism
Fear Level
Joy Level
Control Over Dream
Symbolism Strength
Memory Recall After Waking
Strangeness
Vividness
Smart Mental Interpretation
Provides detailed, human-style explanations for each predicted factor.
PCA Visualization
Projects your dream onto a 2D space alongside previous dreams, helping you see dream patterns visually.
Dream Factor Bar Chart
Displays a beautiful bar chart showing how strongly each factor appeared in your dream.
🔮 Real Life Prediction
Based on your dream’s emotional profile, the analyzer predicts a possible upcoming event or advice for your waking life!
🛠️ How It Works
Data Preparation
A CSV file (dream_dataset.csv) containing past dream descriptions and their annotated psychological factors is used to train the model.
Model Training
Texts are vectorized using TF-IDF.
A Random Forest Regressor (wrapped in MultiOutputRegressor) is trained to predict the dream factors.
Input Your Dream
When you input a new dream description, the model analyzes it and predicts the values for each psychological factor.
Interpretation and Visualization
The system explains what each factor means.
It projects your dream in a PCA graph and shows a factor bar plot.
Bonus Prediction
The analyzer generates a random but smart fortune about your near future based on your dream factors!