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Data Science with Stocks, Excel and Machine Learning
Intro to Mammoth Interactive
00 About Mammoth Interactive (1:06)
01 How to Learn Online Effectively (13:39)
00 Welcome to the Course
Course Overview (5:43)
Source Files
01 Project - Track Stocks in Excel
01.00 What You'll Learn (2:01)
01.01 Pull In Stock Data (8:21)
01.02 Pull In More Stock Information (5:08)
01.03 Calculate Equity And Returns (11:56)
01.04 Calculate Selling Strategy (9:25)
01.05 Calculate Total Returns (4:28)
01 Source Files
02A Other Techniques of Stock Prediction in Excel
02.01 Pull Historical Stock Data (2:31)
02.02 Predict Stocks With Moving Average (9:34)
02.03 Visualize Accuracy (3:48)
02.04 What Is Exponential Smoothing (4:15)
02.05 Predict Stocks With Exponential Smoothing (7:37)
02A Source Files
02B Linear Regression on Stock Data in Excel
02.00 What You'll Learn (1:46)
02.01 Pull Historical Stock Data (5:49)
02.02 What Is Linear Regression (4:45)
02.03 Linear Regression On Stock Data In Excel (8:04)
02.04 Check Accuracy Of Linear Regression (12:53)
02B Source Files
03A Machine Learning Project Introduction
03.00 What You'll Learn (2:01)
03.01 Build Models On The Web (5:05)
03.02 What Libraries Will We Use (5:56)
Source Files
03B Your First Machine Learning Stock Prediction Project
03.01 Scrape Data Via API (16:42)
03.02 Define Variables (11:37)
03.03 Split Dataset For Training And Testing (7:33)
03.04 Build A Linear Regression Model (9:16)
03.05 Predict Stock Prices (10:14)
03.06 Calculate Model Accuracy (14:17)
03.07 Predict To Buy Or To Sell (7:23)
03 Source Files
04 Deep Learning Project for Stock Market Prediction
04.00 Recurrent Neural Networks (6:23)
04.01 Import Stock Data (9:19)
04.02 What Is Shaping Data (5:18)
04.03 Shape Training And Testing Data (12:06)
04.04 What Is Scaling Data (6:35)
04.05 Scale Data For Training (11:24)
04.06 What Is Keras (3:24)
04.07 Build A Keras Model (14:04)
04.08 Scale And Shape Data For Testing (5:33)
04.09 Test The Model (5:15)
04 Source Files
01.01 Pull In Stock Data
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