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LTU-MCS2403.AJ1
MCS 2403 Intro to Data Science
Intermediate Self-paced · 1 year access
42 Hands-On LiveLabs
Practice real IT tasks in guided environments.
- Real environments
- Auto-graded
- No installation
01 / Lessons & labs
See exactly what you will learn and practice
Lessons
15 Interactive Lessons · 55 topics01 Data Science Terminology 5 topics · 1 LiveLab +
- What is data science?
- The data science Venn diagram
- Some more terminology
- Data science case studies
- Summary
1 LiveLab in this lesson — see the labs panel →
02 Types of Data 4 topics · 2 LiveLab +
- Structured versus unstructured data
- The four levels of data
- Summary
- Questions and answers
2 LiveLab in this lesson — see the labs panel →
03 The Five Steps of Data Science 3 topics · 2 LiveLab +
- Introduction to data science
- Exploring the data
- Summary
2 LiveLab in this lesson — see the labs panel →
04 Data Mining Patterns 5 topics · 8 LiveLab +
- Cluster analysis
- Anomaly detection
- Association rules
- Questions
- Summary
8 LiveLab in this lesson — see the labs panel →
05 Data Mining Sequences 3 topics · 5 LiveLab +
- Patterns
- Questions
- Summary
5 LiveLab in this lesson — see the labs panel →
06 Text Mining 3 topics · 2 LiveLab +
- Packages
- Questions
- Summary
2 LiveLab in this lesson — see the labs panel →
07 Data Analysis – Regression Analysis 3 topics · 3 LiveLab +
- Packages
- Questions
- Summary
3 LiveLab in this lesson — see the labs panel →
08 Data Analysis – Correlation 3 topics · 1 LiveLab +
- Packages
- Questions
- Summary
1 LiveLab in this lesson — see the labs panel →
09 Data Analysis – Clustering 4 topics · 2 LiveLab +
- Packages
- K-means clustering
- Questions
- Summary
2 LiveLab in this lesson — see the labs panel →
10 Data Visualization – R Graphics 3 topics · 2 LiveLab +
- Packages
- Questions
- Summary
2 LiveLab in this lesson — see the labs panel →
11 Data Visualization – Plotting 5 topics · 4 LiveLab +
- Packages
- Scatter plots
- Bar charts and plots
- Questions
- Summary
4 LiveLab in this lesson — see the labs panel →
12 Data Visualization – 3D 4 topics · 2 LiveLab +
- Packages
- Generating 3D graphics
- Questions
- Summary
2 LiveLab in this lesson — see the labs panel →
13 Machine Learning in Action 4 topics · 2 LiveLab +
- Packages
- Dataset
- Questions
- Summary
2 LiveLab in this lesson — see the labs panel →
14 Predicting Events with Machine Learning 3 topics · 1 LiveLab +
- Automatic forecasting packages
- Questions
- Summary
1 LiveLab in this lesson — see the labs panel →
15 Supervised and Unsupervised Learning 3 topics · 5 LiveLab +
- Packages
- Questions
- Summary
5 LiveLab in this lesson — see the labs panel →
Hands-On Labs Our edge
42 LiveLabs- Extracting and Analyzing Cashtags in Tweets
- Exploring CSV Data
- Analyzing Temperature Data Using Statistical Methods
- Performing Time-Based Analysis
- Mastering Data Insights
- Plotting a Graph by Performing k-means Clustering
- Calculating K-medoids Clustering
- Displaying the Hierarchical Cluster
- Plotting Graphs By Performing Expectation-Maximization
- Plotting the Density Values
- Computing the Outliers for a Set
- Calculating Anomalies
- Using the apriori Rules Library
- Using eclat to Find Similarities in Adult Behavior
- Finding Frequent Items in a Dataset
- Evaluating Associations in a Shopping Basket
- Determining and Visualizing Sequences
- Computing LCP, LCS, and OMD
- Manipulating Text
- Analyzing the XML Text
- Performing Simple Regression
- Performing Multiple Regression
- Performing Multivariate Regression Analysis
- Performing Tetrachoric Correlation
- Estimating the Number of Clusters Using Medoids
- Performing Affinity Propagation Clustering
- Grouping and Organizing Bivariate Data
- Plotting Points on a Map
- Displaying a Histogram of Scatter Plots
- Creating an Enhanced Scatter Plot
- Constructing a Bar Plot
- Producing a Word Cloud
- Generating a 3D Graphic
- Producing a 3D Scatterplot
- Finding a Dataset
- Making a Prediction
- Using Holt Exponential Smoothing
- Developing a Decision Tree
- Producing a Regression Model
- Understanding Instance-Based Learning
- Performing Cluster Analysis
- Constructing a Multitude of Decision Trees
02 / FAQs
Questions before you start
Keep going
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Prepare for MCS 2403 Intro to Data Science
One-time payment. Full access for 1 year. Start with a free trial if you want to look around first.
- 1 year of full access
- 42 LiveLab included
- Certificate of completion
No credit card required