Seize the opportunity to gain new skills and reshape your career!

Choose a free learning path and get valuable insights from first-rate courses
watching now
4 Students
20 Lessons
Beginner

What Will You Learn?

  • You'll have practiced using real-world data mining examples
  • You'll be able to manipulate data to accommodate data analysis
  • You'll be competent at drawing insights from raw data
  • You'll have the tools for a promising career in data science

Curriculum

5h 12m
Section 1: Data Mining Introduction
09:30
Section 2: Data Wrangling - A Complete Overview
1:03:56
Section 3: Data Mining Fundamentals
1:33:26
Cluster Analysis
20:08
Classification and Regression
34:30
Association and Correlation
13:10
Dimensionality Reduction
25:38
Section 4: Frameworks Explained - Taming Big Data with Spark
1:00:50
Apache Spark - An Overview Of The Framework
26:36
Spark Key Functions
20:26
Spark Machine Learning
07:32
EXAMPLES - Using The Machine Learning Pipeline
06:16
Section 5: EXAMPLES - Mining and Storing Data
45:07
Text Mining
15:05
Network Mining
10:11
Matrix
07:16
SQL Examples
12:35
Section 6: NLP (Natural Language Processing)
35:12
NLP Data Cleaning
06:55
Count Vectorizer
07:58
NLP Example with Spam
09:59
Tweak Model with Spam Data
05:32
Pipeline with Spam Data
04:48
Section 7: Conclusion and Summary
04:40
Conclusion and Challenge
04:40

Description

Requirements

  • No prior knowledge of data mining is needed
  • Mac/Windows machine, obviously
  • Anaconda package manager installed on your system

About the Instructor

Reviews 11
Students 649
Courses 42

Mammoth Interactive gives you the necessary tools to bring your ideas to life. It’s been founded and is lead by John Bura, a well-known instructor with over 20 years of programming and 15 years of teaching experience.

Mammoth Interactive has produced games that conquered the top positions in the App store. Their games for iPhone, iPad, XBOX 360 and more have been highly valued. Also, the company has been contracted for the production of soundtracks, addicting levels, programming, and business development.

Back in 2011, Mammoth Interactive’s CEO John Bura has entered the software education market sharing his expert knowledge. He’s a master of bringing his unique perspective backed by years of experience in teaching and running a software company, as well as real-world coding. He’s gathered a team of competent experts each in their subfields who are sharing the best of their knowledge.

Mammoth Interactive has hundreds of thousands of students leaving five-star reviews once they finish the courses. On BitDegree, you can form your entire learning paths only when looking at the list of online courses offered by Mammoth Interactive teachers. Anything from coding to kids to creating games, gaining expert Python/R/C#, etc. skills or making stunning 3D arts with Blender. It’s just an inexhaustible source of knowledge – go on and make use of it!

BitDegree platform reviews

Our students say Excellent
9.5 out of 10
trustpilot logo 1 trustpilot logo