Before You Start...
Quick Recap of Investment Analysis Fundamentals (Complimentary Access)
Introduction to Natural Language Processing & Sentiment Analysis in Finance
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Introduction to Natural Language Processing (NLP) for Finance (8:03)
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Introduction to Natural Language Processing (NLP) for Finance [Quiz, 5 questions]
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Natural Language Processing (NLP) Applications in Finance (17:01)
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Natural Language Processing (NLP) Applications in Finance [Quiz, 10 questions]
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Overview of Sentiment Analysis (11:27)
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Overview of Sentiment Analysis [Quiz, 10 questions]
Hypothesis Design & Exploratory Data Analysis
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Creating a Testable Hypothesis (15:45)
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Creating a Testable Hypothesis [Quiz, 10 questions]
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Creating a Testable Hypothesis [Assignment]
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Exploring Relevant Data (19:58)
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Exploring Relevant Data [Quiz, 5 questions]
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Extracting Text Data
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Exploring Stock Price & Returns Data (22:20)
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Exploring Stock Price & Returns Data [Quiz, 10 questions]
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Exploring Text (MD&A) Data (34:36)
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Exploring Text (MD&A) Data [Quiz, 10 questions]
Estimating Firm Level Sentiment
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Approaches to Estimating Sentiment (10:21)
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Approaches to Estimating Sentiment [Quiz, 5 questions]
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How to Estimate Sentiment (24:53)
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How to Estimate Sentiment [Quiz, 5 questions]
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Cleaning Text Data (17:11)
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Cleaning Text Data [Quiz, 5 questions]
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Cleaning Text Data - Applied (17:07)
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Cleaning Text Data - Applied [Assignment]
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Estimating Sentiment for a Single Firm (26:53)
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Estimating Sentiment for a Single Firm [Quiz, 5 questions]
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Estimating Firm Level Sentiment (Full Sample) (30:40)
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Estimating Firm Level Sentiment (Full Sample) [Assignment]
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Estimating Sentiment using a Document Term Matrix (DTM) (12:45)
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Estimating Sentiment using a Document Term Matrix (DTM) [Quiz, 5 questions]
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Estimating Sentiment using a Document Term Matrix (DTM) - Applied (24:20)
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Estimating Sentiment using a Document Term Matrix (DTM) - Applied [Assignment]
Estimating Sentiment Based Portfolio Returns
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Merging Returns & Sentiment Data (22:43)
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Merging Returns & Sentiment Data [Quiz, 5 questions]
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Merging Returns & Sentiment Data - Applied (32:04)
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Merging Returns & Sentiment Data - Applied [Assignment]
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Estimating Sentiment Portfolio Returns (21:53)
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Estimating Sentiment Portfolio Returns [Quiz, 5 questions]
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Estimating Sentiment Portfolio Returns - Applied (30:05)
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Estimating Sentiment Portfolio Returns - Applied [Assignment]
Sentiment / NLP based Investment Analysis
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