Data Science


Data Science

  1. Introduction to python
  2. Python for data analysis: numpy
  3. Python for data analysis: pandas
  4. Python for data visualization
  5. Exploratory Data Analysis
  6. Inferential Statistics
  7. Hypothesis testing
  8. Introduction to Machine Learning
  9. Linear Regression
  10. Logistic Regression
  11. K-Nearest Neighbour
  12. Naive Bayes Algorithm
  13. K-Means Clustering
  14. Support Vector Machine
  15. Decision Tree
  16. Ensemble Methods
  17. Dimensionality Reduction: PCA and LDA
  18. Natural Language Processing
  19. Introduction to Deep Learning
  20. Time Series Analysis with Python
  21. Model Selection
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