Packt
Python - Complete Python, Django, Data Science and ML Guide Specialization

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Packt

Python - Complete Python, Django, Data Science and ML Guide Specialization

Master Python, Django, Data Science & ML Skills. Learn Python basics, develop web apps with Django, analyze data with Pandas, and build ML models.

Included with Coursera Plus

Get in-depth knowledge of a subject
Intermediate level

Recommended experience

3 months at 10 hours a week
Flexible schedule
Earn a career credential
Share your expertise with employers
Get in-depth knowledge of a subject
Intermediate level

Recommended experience

3 months at 10 hours a week
Flexible schedule
Earn a career credential
Share your expertise with employers

What you'll learn

  • Gain mastery over Python fundamentals, including data structures, functions, and object-oriented programming.

  • Build dynamic web applications using Django, from project creation to API integration and authentication.

  • Dive into data analysis with Pandas and NumPy and visualize data using Matplotlib.

  • Implement machine learning models using Scikit-learn and understand the principles behind model training and evaluation.

Overview

What’s included

Shareable certificate

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Taught in English
Recently updated!

September 2025

101 practice exercises

Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from Packt

Specialization - 5 course series

What you'll learn

  • Set up and run Python in various environments, including PyCharm and online editors.

  • Work with Python’s core data types, including strings, lists, tuples, and dictionaries.

  • Write and use functions, including built-in Python functions and custom functions.

  • Apply Python’s PEP 8 guidelines for code formatting and structure.

Skills you'll gain

Category: Scripting Languages
Category: Integrated Development Environments
Category: Style Guides
Category: Software Development Tools
Category: Programming Principles
Category: Scripting
Category: Development Environment

What you'll learn

  • Master advanced Python functions like lambdas, decorators, and error handling.

  • Learn how to manage function arguments, including mutable and immutable objects.

  • Understand the practical applications of sequence unpacking and comprehensions.

  • Gain confidence in using Python's more advanced techniques to write cleaner, more efficient code.

Skills you'll gain

Category: Software Design
Category: Programming Principles
Category: Functional Design

What you'll learn

  • Learn how to use Python's advanced OOP features such as inheritance, encapsulation, and polymorphism.

  • Master the implementation of decorators for function enhancements, including logging, validation, and authentication.

  • Understand and apply Python generators for efficient memory usage and iteration over large datasets.

  • Gain proficiency in handling files, including CSV, JSON, zip archives, and managing SQLite databases in Python.

Skills you'll gain

Category: Databases

What you'll learn

  • Set up and configure a Django project from scratch.

  • Understand and apply the MVC pattern within the Django framework

  • Create and manage databases and models with Django migrations.

  • Build dynamic web pages using Django templates and Bootstrap.

Skills you'll gain

Category: Application Programming Interface (API)
Category: Databases
Category: Authorization (Computing)
Category: Relational Databases

What you'll learn

  • Build interactive games with Pygame, integrating game logic and controls.

  • Manipulate data using Pandas and NumPy for powerful data analysis.

  • Create and evaluate machine learning models with Scikit-learn.

  • Visualize complex datasets with Matplotlib to uncover trends and patterns.

Skills you'll gain

Category: Animation and Game Design
Category: Predictive Modeling
Category: Data Visualization
Category: Data Cleansing
Category: Feature Engineering
Category: Statistical Modeling
Category: Data Science

Earn a career certificate

Add this credential to your LinkedIn profile, resume, or CV. Share it on social media and in your performance review.

Instructor

Packt - Course Instructors
Packt
920 Courses198,803 learners

Offered by

Packt

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