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CodeSignal

Preparing Financial Data for Machine Learning

via CodeSignal

Overview

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This course explores the essential steps for preparing data for machine learning, focusing specifically on financial time series data. From feature engineering to scaling and train-test splitting, you will learn to apply best practices in preprocessing data to pave the way for successful model training and evaluation.

Syllabus

  • Lesson 1: Feature Engineering for ML
  • Lesson 2: Scaling Features with StandardScaler
  • Lesson 3: Splitting Dataset into Training and Testing Set
  • Lesson 4: Addressing Data Leakage in Time Series
  • Lesson 5: Creating Lag Features for Time Series Prediction

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