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Data Mining in Python
Coursera
Course
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Data Mining in Python

University of Michigan

Learn fundamental data mining concepts and techniques to extract useful knowledge from large datasets using Python, focusing on data representations and pattern analysis.

Unknown4 weeksKK, Arabic, German, UZ

About this Course

In “Data Mining in Python,” you will learn how to extract useful knowledge from large-scale datasets. This course introduces basic concepts and general tasks for data mining. You will explore a wide range of real-world data sets, including grocery store, restaurant reviews, business operations, social media posts, and more. You will learn how to formally describe real-world information with general data representations (e.g., itemsets, vectors, matrices, sequences, and more). You will then learn how to formulate data in the wild with one or more of these representations. This course will teach you how to characterize and explain your data by looking for patterns and similarities, which are basic building blocks for advanced analysis and machine learning models. This is the first course in “More Applied Data Science with Python,” a four-course series focused on helping you apply advanced data science techniques using Python. It is recommended that all learners complete the Applied Data Science with Python specialization prior to beginning this course

What You'll Learn

  • Understand basic data mining concepts and procedures
  • Formulate real-world information using multiple data representations
  • Use data mining algorithms to extract patterns and similarities
  • Assess pattern importance for machine learning preparation

Prerequisites

  • Prior practical experience with core concepts
  • Ability to apply main tools independently

Instructors

Q

Qiaozhu Mei

Professor

Topics

Data Analysis
Data Science
Machine Learning
Python Programming
Classification Algorithms
Data Mining
Unsupervised Learning
Anomaly Detection

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

تحليل البيانات
علوم البيانات
التعلم الآلي
برمجة بايثون
خوارزميات التصنيف
تنقيب البيانات
التعلم بدون إشراف
كشف الشذوذ

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