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Training Online – Fundamental Machine Learning A-Z : Hands on Python & R in Data Science

February 15, 2023

Jadwal Pelatihan Training Online – Fundamental Machine Learning A-Z : Hands on Python & R in Data Science

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DESKRIPSI

This course has been designed by two professional Data Scientists so that we can share our knowledge and help you learn complex theory, algorithms, and coding libraries in a simple way.

We will walk you step-by-step into the World of Machine Learning. With every tutorial, you will develop new skills and improve your understanding of this challenging yet lucrative sub-field of Data Science.

 

COURSE OUTLINE

  1. Data Preprocessing
  2. Regression: Simple Linear Regression, Multiple Linear Regression, Polynomial Regression, SVR, Decision Tree Regression, Random Forest Regression
  3. Classification: Logistic Regression, K-NN, SVM, Kernel SVM, Naive Bayes, Decision Tree Classification, Random Forest Classification
  4. Clustering: K-Means, Hierarchical Clustering
  5. Association Rule Learning: Apriori, Eclat
  6. Reinforcement Learning: Upper Confidence Bound, Thompson Sampling
  7. Natural Language Processing: Bag-of-words model and algorithms for NLP
  8. Deep Learning: Artificial Neural Networks, Convolutional Neural Networks
  9. Dimensionality Reduction: PCA, LDA, Kernel PCA
  10. Model Selection & Boosting: k-fold Cross Validation, Parameter Tuning, Grid Search, XGBoost
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