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Module Overview

Learning Guides

2.1 Data Acquisition

CAIEP - 2.1.1 Gathering from Databases, APIs and Web scraping: Mastering Data Acquisition

2.2 Data Cleaning & Preprocessing

CAIEP - 2.2.1 Handling Missing and Noisy Data

CAIEP - 2.2.2 Data Quality Assessment

2.3 Feature Engineering

CAIEP - 2.3.1 Feature Creation and Selection

CAIEP - 2.3.2 Dataset Splitting Strategies

2.4 Data Pipelines

CAIEP - 2.4.1 Building and Automating Data Flows

Recap Video

Module 2 - Recap Video

Applied Activities

Activities

Reflection Prompts

Github Instructions

GitHub Instructions

GH CAiEP 2.3.1

Quiz

Quiz CAiEP 2.1

Quiz CAiEP 2.2

Quiz CAiEP 2.3

Quiz CAiEP 2.4

Quiz CAiEP 2.5

Quiz CAiEP 2.6

Quiz CAiEP 2.7

Quiz CAiEP 2.8

$ (USD)

Module 2: Data Collection & Preparation

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