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Build Machine Learning Models on Cryptocurrency Data
00a Course Overview
00 Course Overview - Blockchain Machine Learning (9:14)
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00b What is Blockchain
00 How Blockchain Was Invented (7:26)
01 Blockchain Introduction (8:32)
02 What Is Bitcoin Mining (5:11)
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00c Mammoth Interactive Courses Introduction
00 About Mammoth Interactive (1:12)
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01 How To Learn Online Effectively (13:46)
01 What is Machine Learning
01 What Is Machine Learning (5:26)
02 What Is Supervised Learning (10:39)
03 Regression Machine Learning with Blockchain API
00A Project Preview (2:12)
00B What Is Linear Regression (5:03)
01 Collect Data From Blockchain Api (12:57)
02 Join CSV Files With Blockchain Data (9:01)
03 Process Data (4:06)
04 Visualize Data (11:19)
05 Create X And Y (6:15)
06 Build A Linear Regression Model (4:59)
07 Build A Polynomial Regression Model (5:53)
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04 Clustering Machine Learning on Cryptocurrencies
00A Project Preview (3:02)
00B What Is Unsupervised Learning (8:17)
01 Collect Crypto Data With Cryptocompare API (9:35)
02 Clean Data (8:10)
03 Process Text Features (7:26)
04A What Is Principal Component Analysis (7:27)
04B Reduce Data Dimensionality With Principal Component Analysis (4:41)
05A What Is K Means Clustering (11:58)
05B Cluster Cryptocurrencies With K-Means Clustering (7:41)
06 Machine Learning With Optimal Number Of Clusters (4:48)
07 Visualize Clusters (5:25)
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05a Build a K Nearest Neighbors Model
01 What Is K Nearest Neighbours (8:07)
02 Scrape Crypto Data With Yahoo Finance API (7:58)
03 Process Data (15:33)
04 Build A K-Nearest Neighbors Classifier (10:08)
05 Calculate Error For Different K Values (6:38)
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05b Build a Radius Neighbors Regression Model
00 What Is Radius Neighbors Machine Learning (5:03)
01 Load Stock Data With Yahoo Finance API (6:59)
02 Build X And Y Training And Testing Data (5:11)
03 Build A Radius Neighbors Regression Model (7:30)
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06a Build a CatBoost Model
00 What Is Catboost Machine Learning (2:26)
00B What Is Gradient Boosting (8:38)
01 Load Data (4:51)
02 Process Data (10:53)
03 Build A Catboost Classifier Model (7:31)
Source Files
04A What Is Principal Component Analysis
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