Python training Fast Track III Data Science

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Course Description

Python training Fast Track III Data Science. This Python training course aims to equip learners with advanced skills required to use Python for data analysis and visualization. This fast-paced intermediate to advanced Python intensive course is designed for those who already have a good understanding and working knowldege of Python.

 

Course Outline

This Python training course aims to efficiently equip learners with the fundamental and advanced skills required to use Python for data analysis and visualization.

 

Module 1:  Introduction to Python for Data Science

•    Overview of Python in Data Science
•    Setting up the Python environment (Anaconda, Jupyter Notebook, VS Code)

 

Module 2:  Working with Data in Python

•    Introduction to NumPy for numerical computing

• Creating and manipulating arrays
• Array operations and broadcasting

•    Introduction to Pandas for data manipulation

• DataFrames and Series
• Reading and writing data (CSV, Excel, JSON, SQL)
• Data selection, filtering, and transformation

 

Module 3: Data Cleaning and Preprocessing

•    Handling missing data
•    Data imputation techniques
•    Detecting and removing duplicates
•    String operations and text cleaning

 

Module 4: Data Visualization

•    Introduction to Matplotlib

• Creating basic plots (line, bar, scatter)
• Customizing plots (labels, colors, legends)

•    Introduction to Seaborn

• Statistical data visualization (histograms, box plots, heatmaps)

•    Interactive visualization with Plotly

Module 5: Exploratory Data Analysis (EDA)

•    Understanding distributions and summary statistics
•    Identifying patterns and trends in data
•    Correlation and covariance
•    Detecting and handling outliers
•    Using Pandas Profiling and Sweetviz for automated EDA

 

Learning Path

This is part 1 of our 'Hit the ground running with Python series'.

Python Fast Track course sequence as follows:

1. Python Fast Track I Comprehensive
2. Python Fast Track II Expert
3. Python Fast Track III for Data Science (this course)

 

 

Other Python training courses we offer include:

• Machine Learning for Python Developers training
• Introduction to Python 3
• Automating with Python
• Advanced Python 3
• Applied Data Science with Python
• Python Security
• Big Data Analysis with Python
• Data Wrangling with Python
• Data Science Projects with Python
• Introduction to Python and PySpark Development
• Advanced Python Development
• Python Data Science
• Python for Finance
• Python for Data Analysis
• Python training Fast Track I Comprehensive
• Python training Fast Track II Expert

Ways to Attend

• Join one of our instructor-led live online courses. See our Schedule for details.
• We can also organise private team training, and design a programme to suit your exact business requirements. 
• Training can be delivered both onsite at a location of your choice, or live online for you, anywhere in the world. Why not contact us, we would be delighted to discuss your training needs with you.