Machine Learning Training

A repo for playing around with various ML models and concepts.

Tools:

Algorithms:

DecisionTreeClassifier (Pandas, Numpy, Seaborn, GraphViz, Scikit-learn)
- Exploratory Data Analysis (correlation tables, heatmaps, pairplots)
- KFold Cross-Validation with different criterion (gini, entropy)
- Decision Tree Visualization (GraphViz)
- Pre-pruning and Post-pruning
RandomForest (to be uploaded)
GradientBoosting (to be uploaded)

Name		Name	Last commit message	Last commit date
Latest commit History 29 Commits
Chatbot.ipynb		Chatbot.ipynb
DecisionTreeClassifier_diabetes.ipynb		DecisionTreeClassifier_diabetes.ipynb
DecisionTreeRegressor_tips.ipynb		DecisionTreeRegressor_tips.ipynb
DecisionTreeRegressor_tips.py		DecisionTreeRegressor_tips.py
LogisticRegression_sonar_data.ipynb		LogisticRegression_sonar_data.ipynb
MLPClassifier_ArtificialDataset.py		MLPClassifier_ArtificialDataset.py
MLPClassifier_MNIST.py		MLPClassifier_MNIST.py
MLPClassifier_mnist_784.py		MLPClassifier_mnist_784.py
README.md		README.md
RandomForestClassifier_diabetes.ipynb		RandomForestClassifier_diabetes.ipynb
diabetes.csv		diabetes.csv
sonar_data.csv		sonar_data.csv

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