The Complete Python Certification Bootcamp Bundle

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12 Courses & 85 Hours
$34.99$2,030.00
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What's Included

Data Mining with Python Course
  • Experience level required: All levels
  • Access 9 lectures & 7 hours of content 24/7
  • Length of time users can access this course: Lifetime

Course Curriculum

9 Lessons (7h)

  • Your First Program
  • Course Trailer
    Course Trailer: Data Mining with Python0:29
  • Python Language Basics for Beginners
    Learning Python in Pycharm
    Source Files - Learning Python with Mammoth Interactive
    Downloading and Installing Pycharm and Python
    Exploring Pycharm
    Declaring Variables in Python13:17
    Using and Converting Variables12:35
    Types of Collections in Python12:47
    Collections Operations8:42
    Control Flow: 'If' Statements12:50
    'While' Loops and 'For' Loops10:44
    Functions11:23
    Classes and Objects15:40
  • Introduction to Data Mining
    Introduction to Data Mining9:30
    Project Files - Mammoth Interactive
  • Data Wrangling: A Complete Overview
    Data Wrangling Demystified63:56
    Project Files - Mammoth Interactive
  • Data Mining Fundamentals
    01. Cluster Analysis20:08
    02. Classification and Regression34:30
    03. Association and Correlation13:10
    04. Dimensionality Reduction25:38
    Project Files - Mammoth Interactive
  • Frameworks Explained: Taming Data with Spark
    01. Apache Spark - An Overview Of The Framework26:36
    02. Spark Key Functions20:26
    03. Spark Machine Learning7:32
    04. EXAMPLES - Using The Machine Learning Pipeline6:16
    Project Files - Mammoth Interactive
  • EXAMPLES: Mining and Storing Data
    01. Text Mining15:05
    02. Network Mining10:11
    03. Matrix7:16
    04. SQL12:35
    Project Files - Mammoth Interactive
  • NLP (Natural Language Processing)
    01 NLP Data Cleaning6:55
    02. Count Vectorizer7:58
    03. NLP Example with Spam9:59
    04. Tweak Model with Spam Data5:32
    05. Pipeline with Spam Data4:48
    Project Files - Mammoth Interactive
  • Conclusion and Challenge
    06. Conclusion and Challenge4:40
    Project Files - Mammoth Interactive

Data Mining with Python Course

MI
Mammoth Interactive

Instructor

John Bura has been programming games since 1997 and teaching since 2002. John is the owner of the game development studio Mammoth Interactive. This company produces XBOX 360, iPhone, iPad, Android, HTML 5, ad-games and more. Mammoth Interactive recently sold a game to Nickelodeon! John has been contracted by many different companies to provide game design, audio, programming, level design, and project management. To this day John has 40 commercial games that he has contributed to. Several of the games he has produced have risen to number 1 in Apple's app store. In his spare time, John likes to play ultimate Frisbee, cycle and work out.

Description

What is data mining? Data mining is getting useful actionable insights from data. Whoever owns data owns the future. But owning data is not good enough. You need to know how to draw insights from a dataset, draw useful insights, look at statistics, and find patterns using a dataset. In this course, you'll grow your skills and become an indispensable data scientist.

  • Access 9 lectures & 7 hours of content 24/7
  • Use real-world examples of data mining & datasets
  • Practice for real-world projects
  • Clean data, filter noise, make data available for analysis
  • Perform cluster analysis, classification, & regression, including logistic regression
  • Use the K-NN classifier & SVM
  • Detect outliers in univariate, multivariate & high dimensional spaces
  • Learn how to use Apache Spark, the number one framework used for distributed processing

Specs

Important Details

  • Length of time users can access this course: lifetime
  • Access options: web and mobile streaming
  • Certification of completion included
  • Redemption deadline: redeem your code within 30 days of purchase
  • Experience level required: all levels

Requirements

  • Internet required

Terms

  • Unredeemed licenses can be returned for store credit within 30 days of purchase. Once your license is redeemed, all sales are final.