Data Science with Scala Programming

Scala source code can be compiled to Java bytecode and run on a Java virtual machine (JVM). Scala can also be compiled to JavaScript to run in a browser, or directly to a native executable.

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Course curriculum

1. Welcome!
2. General Information
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3. Learning Objectives
4. Syllabus
1. Introduction
2. Introduction to Scala
3. Getting Stared with Scala
4. Creating a Scala Project
5. The Scala REPL
6. Scala Documentation
1. Intro
2. Classes
3. Immutable and Mutable Fields
4. Methods
5. Default and Named Arguments
6. Objects
1. Intro
2. Companion Objects
3. Case Classes and Case Objects
4. Apply and Unapply
5. Synthetic Methods
6. Immutability and Thread Safety
1. Intro
2. Collections Overview
3. Sequences and Sets
4. Options
5. Tuples and Maps
6. Higher Order Functions
1. Learning objectives
2. For Expressions
3. Pattern Matching
4. Handling Options
5. Handling Failures
1. Introduction
2. Module 1: Basic Statistics and Data Types
3. Vectors and Labelled Points
4. Local and Distributed Matrices
5. Summary Statistics, Correlations, and Random Data
6. Sampling
1. Statistics, Random data and Sampling on Data Frames
2. Transformers and Estimators
3. Data Normalization
4. Identifying Outliers
1. Feature Vectors
2. Categorial Features
3. PCA for Feature Engineering
4. RFormula
5. Decision Trees
6. Gradient Boosting Trees
7. Linear Methods
8. Evaluation
1. Predicting Grant Applications: Introduction
2. Predicting Grant Applications: Creating Features
3. Predicting Grant Applications: Building a Pipeline
4. Prediciting Grant Applications: Cross Validation and Model Tuning
1. Online Certificate Examination

About this course

$122.11
56 lessons
4.5 hours of video content

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Data Science with Scala Programming

Course curriculum

Introduction to Scala Programming

Module 1: Introduction

Module 2: Basic Object Oriented Programming

Module 3: Case Objects and Classes

Module 4: Collections

Module 5: Idiomatic Scala

Module 6: Data Science with Scala

Module 7: Preparing Data

Module 8: Feature Engineering

Module 9: Pipeline and Grid Search

Online Certificate Examination

About this course

Discover your potential, starting today