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AI: Building Machine Learning Projects Step by Step
Section 1 Build an App to Find Cheap Airfares
Lecture 1 Welcome (1:56)
Lecture 2 Sourcing Airfare Pricing Data (3:37)
Lecture 3 Retrieving the Fare Data with Advanced Web Scraping Techniques (4:54)
Lecture 4 Parsing the DOM to Extract Pricing Data (16:04)
Lecture 5 Sending Real-Time Alerts Using IFTTT (3:29)
Lecture 6 Putting It All Together (3:16)
Section 2 Forecast the IPO Market Using Logistic Regression
Lecture 7 The IPO Market (12:51)
Lecture 8 Feature Engineering (8:08)
Lecture 9 Binary Classification (5:59)
Lecture 10 Feature Importance (4:44)
Section 3 Create a Custom Newsfeed
Lecture 11 Creating a Supervised Training Set with the Pocket App (9:02)
Lecture 12 Using the embed.ly API to Download Story Bodies (2:59)
Lecture 13 Natural Language Processing Basics (7:11)
Lecture 14 Support Vector Machines (3:30)
Lecture 15 IFTTT Integration with Feeds, Google Sheets, and E-mail (7:55)
Lecture 16 Setting Up Your Daily Personal Newsletter (4:08)
Section 4 Forecasting the Stock Market with Machine Learning
Lecture 17 What Does Research Tell Us about the Stock Market (5:32)
Lecture 18 Developing a Trading Strategy (11:51)
Lecture 19 Building a Model and Evaluating Its Performance (6:47)
Lecture 20 Modeling with Dynamic Time Warping (5:23)
Section 5 Build an Image Similarity Engine
Lecture 21 Machine Learning on Images (4:45)
Lecture 22 Working with Images (4:08)
Lecture 23 Finding Similar Images (7:39)
Lecture 24 Building an Image Similarity Engine (9:44)
Section 6 Building a Chatbot
Lecture 25 The Design of Chatbots (6:33)
Lecture 26 Building a Chatbot (9:50)
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Lecture 17 What Does Research Tell Us about the Stock Market
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