2018
16:56 hours
Course Introduction 07:10
Introduction to Course 02:12
Course Overview Lecture (DON’T SKIP THIS!) 03:32
Did you skip the last lecture? Please go back and view it! 00:25
Course FAQ 01:00
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Course Materials and Set-up 09:33
Course Installation Help Notes 00:45
Course Installation Guide 08:48
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Python Crash Course 01:02:33
Welcome to the Python Crash Course 00:19
Introduction to Crash Course 01:16
Python Crash Course Part One 19:00
Python Crash Course Part Two 13:37
Python Crash Course Part Three 15:02
Python Crash Course Exercises 04:13
Python Crash Course Exercise Solutions 09:06
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NumPy 47:01
Welcome to NumPy 00:23
Introduction to NumPy 01:37
NumPy Arrays 15:47
Numpy Operations 04:19
Numpy Indexing 10:54
NumPy Review Exercise 04:10
Numpy Exercise Solutions 09:51
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General Pandas Overview 01:55:35
Welcome to Pandas 00:22
Introduction to Pandas 02:39
Series 06:58
DataFrames 15:34
DataFrames Part Two 16:59
DataFrames Part Three 09:01
Missing Data 06:14
Group By with Pandas 06:37
Merging, Joining, and Concatenating DataFrames 09:10
Pandas Common Operations 12:12
Data Input and Output 13:50
General Pandas Review Exercises 03:06
General Pandas Exercise Solutions 12:53
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Visualization with Matplotlib and Pandas 01:41:48
Welcome to Visualization 00:23
Introduction to Visualization in Python 01:48
Matplotlib Basics – Part One 18:45
Matplotlib Basics – Part Two 15:31
Matplotlib Part Three 11:43
Matplotlib Exercise 03:42
Matplotlib Exercise Solutions 10:08
Pandas Visualization Overview 12:07
Pandas Time Series Visualization 17:32
Pandas Visualization Exercise Overview 01:18
Pandas Visualization Exercise Solutions 08:51
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Data Sources 16:28
Introduction to Data Sources 01:21
Note on Pandas Datareader 00:09
Pandas DataReader 04:37
Quandl 10:21
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Pandas with Time Series Data 47:27
Welcome to Pandas for Time Series 00:13
Introduction to Time Series with Pandas 00:58
Datetime Index 09:38
Time Resampling 12:48
Time Shifts 05:58
Pandas Rolling and Expanding 17:52
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Capstone Stock Market Analysis Project 01:02:24
Welcome to the Capstone Project! 00:30
Stock Market Analysis Project 06:38
Stock Market Analysis Project Solutions Part One 20:25
Python Stock Market Analysis Solutions – Part Two 09:36
Stock Market Analysis Project Solutions Part Three 16:52
Stock Market Analysis Project Solutions Part Four 08:23
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Time Series Analysis 01:51:00
Welcome to Time Series Analysis 00:33
Introduction to Time Series 02:51
Time Series Basics 03:58
Introduction to Statsmodels 12:29
ETS Theory 04:16
EWMA Theory 02:49
EWMA Code Along 14:24
ETS Code Along 06:24
ARIMA Theory 09:33
ACF and PACF 06:20
ARIMA with Statsmodels 11:42
Quick Note on Second Milk Difference! 00:31
ARIMA Code Part Two 13:59
ARIMA Code Part Three 06:49
ARIMA Code Part Four 14:14
Discussion on choosing PDQ 00:08
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Python Finance Fundamentals 02:02:19
Welcome to Finance Fundamentals 00:36
Introduction to Python Finance Fundamentals 00:49
Sharpe Ratio Slides 07:16
Portfolio Allocation Code Along Part One 15:31
Portfolio Allocation Code Along Part Two 06:44
Portfolio Optimization 05:14
Portfolio Optimization Code Along One 14:44
Portfolio Optimization Code Along Two 07:45
Portfolio Optimization Code Along Three 16:32
Key Financial Topics 01:06
Types of Funds 06:09
Order Books 14:35
Short Selling 02:35
CAPM – Capital Asset Pricing Model 05:18
CAPM Code Along 12:09
Stock Splits and Dividends 03:16
EMH 02:00
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Basics of Algorithmic Trading with Quantopian 02:26:12
Welcome to the Quantopian Section 00:24
Introduction to Quantopian 09:27
Note on get_fundamentals 00:12
Quantopian Research Basics 16:46
Quantopian Algorithms Basics Part One 16:17
Quantopian Algorithms Basics Part Two 17:17
First Trading Algorithm – Part One 16:47
First Trading Algorithm – Part Two 16:44
Trading Algorithm Exercise 04:50
Trading Algorithm Exercise Solutions Part One 12:36
Trading Algorithm Exercise Solutions Part Two 02:38
Quantopian Pipelines Factors 16:59
Quantopian Pipelines Filters 05:58
Quantopian Pipeline – Masking and Classifiers 09:17
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Advanced Quantopian and Trading Algorithms 02:46:02
Welcome to Trading Algorithms 00:48
Pipeline Trading Algorithm Example – Code Along – Part One 13:34
Pipeline Trading Algorithm – Code Along – Part Two 10:27
Quick note 00:08
Pipeline Trading Algorithm Code along Part Three 19:28
Leverage 12:48
Hedging 14:17
Hedging- Part Two 14:54
Portfolio Analysis with PyFolio 15:20
Stock Sentiment Analysis Project 16:23
What are Futures? 09:02
Futures on Quantopian 18:19
Futures on Quantopian Part Two 20:34
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BONUS OFFERS 00:32
Bonus Lecture: Coupons 00:32
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