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Data Science and Machine Learning (Machine Learning (Algoritms (Supervised…
Data Science and Machine Learning
Python
Libs
Pandas
Numpy
Visualization
Matplotlib
Seaborn
Plotly
Geographical plotting
Sklearn
Machine Learning
Algoritms
Supervised
Linear Regression
Logistic Regression
KNN (K Nearest Neighbors)
Classification KNN
Regression KNN
Decision Trees
Classification Trees
Regression Trees
Random Forest
SVM (Support Vector Machine)
Polynomial Regression
Unsupervised
K Means
Reinforcement
Types
Classification predictive modeling
Regression Predictive Modeling
Cross Validation and Bias-Variance Trade-Off
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Principal Component Analysis
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Recommender Systems
"Recommender Systems by Jannach and Zanker"
Content-Based
Collaborative Filtering
Memory-Based
Model-Based