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Kickstart AI through Machine Learning and Deep Learning Projects (20+)

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tanveer-kader/ml-projects-py

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python pandas numpy sklearn tensorflow keras nltk matplotlib seaborn

Machine Learning Projects

  1. Rock vs Mine Prediction

    Logistic Regression | predict rock or mine based on sonar data

  2. Diabetes Prediction

    Support Vector Machine | predict a person has diabetes or not based on female health dataset that comprises Pregnencies, Glouse, BloodPressure, Insulin, BMI, Age etc.

  3. House Price Prediction

    XGBoost Regressor | predict house prices based on The Boston housing prices dataset which contains Tax, Age etc.

  4. Fake News Prediction

    NLP, NLTK, Tfidf, Logistic Regression | predict fake news based on author and title.

  5. Loan Status Prediction

    Support Vector Machine, Matplotlib, Seaborn (Count Plot) | predict wheather a loan is approved or not based on applicant income, loan amount, credit history, education etc.

  6. Wine Quality Prediction

    Random Forest, Correlation Matrix, Matplotlib, Seaborn (Cat Plot, Bar Plot) | predict wine quality based on different types of acidity, residual sugar, chlorides, pH, alchohol etc.

  7. Car Price Prediction

    Linear Regression, Lasso Regression, Matplotlib (Scatter Plot) | estimate pre owned car prices by analysing present price, kilometers driven, fuel type, transmission etc.

  8. Gold Price Prediction

    Random Forest Regressor, Matplotlib, Seaborn (Heatmap, Distplot/Displot) | predict gold prices from stock value, US oil price, currency pair.

  9. Breast Cancer Classification

    Tensorflow, Keras, Matplotlib, Neural Network | a neural network approach to classify breast cancer.

  10. Heart Disease Diagnosis

    Logistic Regression, Matplotlib, Seaborn(Count Plot, Heatmap), Correlation Matrix | detect heart disease analysing age, sex, cholesterol, etc.

  11. Handwritten Digits Recongnition

    Image Processing, Tensorflow, Keras, Neural Network (ReLU, softmax), Matplotlib | Recognise Hadwritten digits from images.


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