2024 Data Science Interview Concept Prep. Guide in 10 hours.

سرفصل های دوره

Prepare for Data Science Interviews in Just 10 Hours - Master Essential Concepts and ace Your Dream Job!"

1. Pandas

1. Inroducation to Pandas

2. Importing Data into Python

3. Pandas Data Processing

4. Pandas Dataframe Manipulation

5. Advance Topics in Python

Files.zip

2. Numpy

1. Numpy Library

Files.zip

3. Matplot Library

1. MatPlotLib - Plotting Library

Files.zip

4. Regression Analysis

1. Linear Regression

2. Multivariate Regression

Files.zip

5. Logistic Regression

1. Implementation of Logistic Regression

2. Logistic Regression Part 2

Files.zip

6. K - Nearest Neighbour

1. K - Nearest Neighbour

Files.zip

7. K - Means Clustering

1. K Means Clustering

8. Structured Query Language

1. Introduction to SQL

2. Installation of SQL

3. Loading Databases

4. Basic for Interview

5. Intermediate for SQL for Interview

6. Aggregate

7. Joins

8. Subqueries and Cases

Files.zip

9. Machine Learning

1. Terminologies

2. Machine Learning

3. Machine Learning

4. Complete Gist of a ML Project and intro to Classification and Regression

10. Tableau

1. Installation

2. Connecting Data to Tableau

3. Data Manipulation with Tableau

4. Data Manipulation with Tableau

5. Data Manipulation with Tableau

6. Data Manipulation with Tableau

7. Data Manipulation with Tableau

8. Data Manipulation with Tableau - Joins

9. Data Manipulation with Tableau - Blending

10. Tableau

Files.zip

11. Classification

1. Classification - Part 1

2. Classification - Part 2

12. Decision Tree Classification

1. Decision Classification

Files.zip

13. Naive Bayes

1. Naive Bayes

Files.zip

14. Random Forest

1. Random Forest

Files.zip

15. Random Forest Classifier

1. Random Forest Classifier

Files.zip

16. Support Vector Machine

1. Support Vector Machines

Files.zip

17. Support Vector Regressor

1. Support Vector Regressor

Files.zip

18. Hierarchical Clustering

1. Hierarchical Clustering

Files.zip

19. Decision Tree Regressor

1. Decision Tree Regressor

Files.zip

20. End to End Project

1. End to End Project - Part 1

2. End to End Project - Part 2

Files.zip

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تولید کننده: Udemy