Data Science with Python
The Python Data Science course teaches you to master the concepts of the Python programming language. Through this Python for Data Science training, you will gain knowledge in data analysis, machine learning, data visualization, web scraping, & natural language processing. Upon course completion, you will master the essential tools of Data Science with Python.
The Data Science with Python course provides a complete overview of Data Analytics tools and techniques using Python. Learning Python is a crucial skill for many Data Science roles. Acquiring knowledge in Python will is crucial in working in the Data Scientist discipline. There are many tools used in Data Science roles including R programming this course focuses on using the Python programming language.
About this Course
Skills covered include:
- Data wrangling
- Data exploration
- Data visualization
- Mathematical computing
- Web scraping
- Hypothesis building
- Python programming concepts
- NumPy and SciPy package
- ScikitLearn package for Natural Language Processing
Outline
Course Content
- Data Science with Python
- Course
- Data Science
- Data Analytics
- Statistical Analysis and Business Applications
- Python Environment Setup and Essentials
- Mathematical Computing with Python (NumPy)
- Scientific computing with Python (Scipy)
- Data Manipulation with Pandas
- Machine Learning with Scikit–Learn
- Natural Language Processing with Scikit Learn
- Data Visualization in Python using matplotlib (Python plotting library)
- Web Scraping with BeautifulSoup
- Python integration with Hadoop MapReduce and Spark Practice Projects
Prerequisites
Although not required, to best understand the Python Data Science course, it is recommended that you begin with the self-paced training courses (included for free with enrollment in this course) including:
- Introduction to Data Science in Python
- Math Refresher
- Data Science in Real Life
- Statistics Essentials for Data Science
If you're completely new to a programming language in general, we strongly recommend our Python Programming course. Although Python fundamentals are covered in this Data Science course it may require a deeper knowledge of Python in general. If you're not sure, please discuss with a MicroTrain representative before enrollment.
Exam Details
Exam PCAP-30-XX: Certified Associate in Python Programming
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