Complete Course Package

Mar 22, 2022

Current Status

Not Enrolled

Price

Closed

Get Started

This course is currently closed

Average Review Score:

★★★★★

You must log in and have started this course to submit a review.

Course Content

Expand All

History of data science and a welcome to Beyond Machine! 3 Topics | 1 Quiz

Expand

Lesson Content

0% Complete 0/3 Steps

Welcome to the course!

History of data science

Summary and datacamp

Overview of statistics and machine learning 3 Topics | 1 Quiz

Expand

Lesson Content

0% Complete 0/3 Steps

Introduction to statistics and machine learning

Other types of ML applications

Technical overview 3 Topics | 1 Quiz

Expand

Lesson Content

0% Complete 0/3 Steps

Exploratory data analysis

Basic statistics and ML

Models and algorithms 6 Topics | 1 Quiz

Expand

Lesson Content

0% Complete 0/6 Steps

Machine learning basics

Linear and non-linear models

Lazy learners, decision trees and ensembles

Training ML models

Unsupervised learning basics

Model testing and metrics 3 Topics | 1 Quiz

Expand

Lesson Content

0% Complete 0/3 Steps

Validation of models

Aiding decision making 3 Topics | 1 Quiz

Expand

Lesson Content

0% Complete 0/3 Steps

Limitations of data science

Decision making

Preprocessing 3 Topics | 1 Quiz

Expand

Lesson Content

0% Complete 0/3 Steps

Introduction to preprocessing

Feature selection and imbalanced classes

Introduction to Weka 2 Topics

Expand

Lesson Content

0% Complete 0/2 Steps

Introduction to Weka

Project for part 1 1 Topic

Expand

Lesson Content

0% Complete 0/1 Steps

Project for part 1

Introduction to natural language processing (NLP) 3 Topics | 2 Quizzes

Expand

Lesson Content

0% Complete 0/3 Steps

Advanced NLP 4 Topics

Expand

Lesson Content

0% Complete 0/4 Steps

Introduction to advanced NLP

Advanced NLP topics

Libraries for NLP

Introduction to recommender systems 3 Topics | 1 Quiz

Expand

Lesson Content

0% Complete 0/3 Steps

Introduction to recommender systems

Neural networks in recommendation

Deep Learning 3 Topics

Expand

Lesson Content

0% Complete 0/3 Steps

Introduction to neural networks

Neural networks in more depth

Project for Part 2 1 Topic

Expand

Lesson Content

0% Complete 0/1 Steps

Project for Part 2

Introduction to inferential statistics 4 Topics | 1 Quiz

Expand

Lesson Content

0% Complete 0/4 Steps

Introduction to random variables and hypothesis testing

Statistical modelling

Evaluation and metrics

Statistics lab 2 Topics

Expand

Lesson Content

0% Complete 0/2 Steps

Project for Part 3 1 Topic

Expand

Lesson Content

0% Complete 0/1 Steps

Final statistics project