Why this course?

Description

This course is designed to provide a comprehensive understanding of the fundamentals of machine learning using these powerful tools pandas and NumPy. This course also covers a machine learning project to apply the concepts learned in pandas and NumPy. By the end of the course, students will be equipped with the skills and knowledge necessary to start working on their own data preprocessing to kick-start machine learning projects.

 Modules: 4 | Assignments: 1 | Projects – 1

Module 1:  Pandas

• Pandas Intro: Pandas Series, Pandas Data Frames, Pandas Read CSV, Pandas Read JSON, Pandas Analyzing Data
• Cleaning Data: Cleaning Empty Cells, Cleaning Wrong Format, Cleaning Wrong Data, Removing Duplicates
• Correlation: Correlation using pandas
• Plotting: Plotting, Scatter plot, Histogram

Module 2: NumPy

1. NumPy Intro
2. NumPy Creating Arrays
3. NumPy Array Indexing
4. NumPy Array Slicing
5. NumPy Data Types
6. NumPy Copy vs View.
7. NumPy Array Shape
8. NumPy Array Reshape
9. NumPy Array Iterating
10. NumPy Array Join
11. NumPy Array Split
12. NumPy Array Search
13. NumPy Array Sort
14. NumPy Array Filter
15. NumPy zeros, ones, full
16. NumPy range
17. Mathematical manipulations 
18. NumPy random

Module 3: Machine learning Project

Loan status prediction using machine learning.

Module 4: Assignments

Key Learning Objectives: This will help participants gain a deeper understanding of the concepts and tools covered in the course and develop their skills in using Pandas and NumPy for data analysis and manipulation.

 

For Related courses

After completing the course, automatically e-certificate will be generated for the participants.

Software / Tools:  Google colab: https://colab.research.google.com

For More Projects: 

NLP Projects (19) - https://www.pantechelearning.com/students-project/nlp-projects/

Python Projects (132) - https://www.pantechelearning.com/students-project/python-projects/

For More Products:

Raspberry pi - https://www.pantechelearning.com/diy-kits-sensors/raspberry-pi-kits-accessories/ 

For More Courses (4):  Pantech eLearning offers flexible eLearning courses online

Data-Analytics-using-Python - https://lms.pantechelearning.com/courses/Data-Analytics-using-Python-1675407537060-63dcb0b1e4b01adb1339314b

Deep-Learning-using-PyTorch  - https://lms.pantechelearning.com/courses/Deep-Learning-using-PyTorch-1675409854096-63dcb9bee4b037e33c9b2f9b

Pantech eLearning offers flexible eLearning courses online