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Repository Structure

Category	Description
Artificial Neural Networks (ANNs)	Explore projects related to ANNs, which are computing systems inspired by the human brain that process information and make predictions.
Breast Cancer Prediction	Engage in projects aimed at predicting breast cancer using various machine learning techniques.
Dimensionality Reduction	Understand dimensionality reduction techniques, which help simplify complex data by reducing the number of variables.
Generative Adversarial Networks (GANs)	Delve into the world of GANs, a class of machine learning systems for generating data by training on real data distributions.
House Price Prediction	Predict house prices using various machine learning models and datasets related to real estate.
Linear Algebra Basics	Discover fundamental concepts in linear algebra, a key mathematical foundation for machine learning and data analysis.
Machine Learning Basics (ML Basics)	Explore the essentials of machine learning, including fundamental algorithms and concepts.
Natural Language Processing (NLP)	Explore projects related to text and language processing, which involves analyzing and generating human language.
Personality Prediction	Gain insights into personality prediction, where machine learning models are used to understand and predict human personality traits.
Recommendations	Explore recommender system projects, including anime and movie recommendations that help users discover content.
Resources	Access additional resources and references to enhance your machine learning knowledge, including PDFs, guides, and more.
Sentiment Analysis	Dive into projects focusing on sentiment analysis, which involves determining emotions and opinions expressed in text.
Speech Processing	Explore projects related to speech analysis and processing, including speech recognition and synthesis.
COVID-19 Detection	Engage in projects aimed at detecting COVID-19 through data analysis and machine learning techniques.
Happiness Index Analysis	Analyze and understand the happiness index to gain insights into factors contributing to happiness.

Projects List

1. Covid Detection

   Deep Learning, Image Processing, X-ray Image Analysis

2. Happiness Index Analysis

   Data Analysis, Exploratory Data Analysis (EDA), Data Visualization

3. Anime Recommendation

   Collaborative Filtering, Content-Based Filtering, Recommender Systems

4. Movie Recommendation

   Cosine Similarity, Content-Based Filtering, Recommender Systems

5. Breast Cancer Prediction

   Machine Learning, Logistic Regression, Data Preprocessing, Model Evaluation

6. Dimensionality Reduction

   Principal Component Analysis (PCA), Feature Reduction

7. Generative Adversarial Networks

   Generative Adversarial Networks (GANs), Deep Learning

8. Heart Disease Detection

   Machine Learning, Logistic Regression, Data Analysis

9. House Price Prediction

   Machine Learning, XGBoost Regressor, Feature Engineering

10. Linear Algebra Basics

    Linear Algebra Concepts, Mathematics

11. ML Basics

    Machine Learning Fundamentals, Regression Analysis

12. Natural Language Processing

    Natural Language Processing (NLP), Text Analysis, NLP Libraries

13. Personality Prediction

    Machine Learning, Personality Prediction, Classification

14. Resources

    Additional Resources and References

15. Sentiment Analysis

    Sentiment Analysis, Text Classification, Text Processing

16. Parkinson Disease Detection

    Speech Processing, Health Diagnosis, Machine Learning

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