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Email: it@huph.edu.vn
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Data Science Courses
Python for Financial Analysis and Algorithmic Trading
1 students
Last updated
Jan 2025
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Overview
Course content
Instructors
About the course
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Course content
Sections:
13
•
Activities:
0
•
Resources:
110
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Section 1
Course Introduction
001 Introduction to Course tg2o gitir
002 Course Overview Lecture DON T SKIP THIS pYd8 gitir
Section 2
Course Materials and Set-up
006 Course Installation Guide tIXU gitir
Section 3
Python Crash Course
007 Welcome to the Python Crash Course Zqv3 gitir
008 Introduction to Crash Course gOYb gitir
009 Python Crash Course Part One I9nl gitir
010 Python Crash Course Part Two uVpb gitir
011 Python Crash Course Part Three GcrE gitir
012 Python Crash Course Exercises smqu gitir
013 Python Crash Course Exercise Solutions F6xO gitir
Section 4
NumPy
014 Welcome to NumPy sq8F gitir
015 Introduction to NumPy Q089 gitir
016 NumPy Arrays 2xsq gitir
017 Numpy Operations OPws gitir
018 Numpy Indexing Pdw9 gitir
019 NumPy Review Exercise eyJw gitir
020 Numpy Exercise Solutions h8al gitir
Section 5
General Pandas Overview
021 Welcome to Pandas MN5Y gitir
022 Introduction to Pandas Lkoi gitir
023 Series EP3O gitir
024 DataFrames 6QYj gitir
025 DataFrames Part Two FWON gitir
026 DataFrames Part Three kAut gitir
027 Missing Data 6I1Z gitir
028 Group By with Pandas W8MC gitir
029 Merging Joining and Concatenating DataFrames IylX gitir
030 Pandas Common Operations loZV gitir
031 Data Input and Output pbJN gitir
032 General Pandas Review Exercises AAMl gitir
033 General Pandas Exercise Solutions 8sh6 gitir
Section 6
Visualization with Matplotlib and Pandas
034 Welcome to Visualization rkFr gitir
035 Introduction to Visualization in Python yiZR gitir
036 Matplotlib Basics Part One w34q gitir
037 Matplotlib Basics Part Two e0ei gitir
038 Matplotlib Part Three 8Q47 gitir
039 Matplotlib Exercise AbAS gitir
040 Matplotlib Exercise Solutions lhdt gitir
041 Pandas Visualization Overview 6IkS gitir
042 Pandas Time Series Visualization Hy46 gitir
043 Pandas Visualization Exercise Overview AvQd gitir
044 Pandas Visualization Exercise Solutions 1sJW gitir
Section 7
Data Sources
045 Introduction to Data Sources 110Z gitir
047 Pandas DataReader znk7 gitir
048 Quandl 7zJ6 gitir
Section 8
Pandas with Time Series Data
049 Welcome to Pandas for Time Series 15G3 gitir
050 Introduction to Time Series with Pandas L7Pc gitir
051 Datetime Index btw5 gitir
052 Time Resampling tLKT gitir
053 Time Shifts xbKi gitir
054 Pandas Rolling and Expanding tpOb gitir
Section 9
Capstone Stock Market Analysis Project
055 Welcome to the Capstone Project 5uBE gitir
056 Stock Market Analysis Project Kl9g gitir
057 Stock Market Analysis Project Solutions Part One P8uL gitir
058 Python Stock Market Analysis Solutions Part Two FxdE gitir
059 Stock Market Analysis Project Solutions Part Three qwES gitir
060 Stock Market Analysis Project Solutions Part Four lM6u gitir
Section 10
Time Series Analysis
061 Welcome to Time Series Analysis zLaL gitir
062 Introduction to Time Series 5pmq gitir
063 Time Series Basics VO4T gitir
064 Introduction to Statsmodels HW9G gitir
065 ETS Theory NkKn gitir
066 EWMA Theory PWOJ gitir
067 EWMA Code Along ouOj gitir
068 ETS Code Along QP7e gitir
069 ARIMA Theory PqiD gitir
070 ACF and PACF FkxM gitir
073 ARIMA Code Part Two ToJg gitir
074 ARIMA Code Part Three pNfi gitir
075 ARIMA Code Part Four bfKX gitir
Section 11
Python Finance Fundamentals
082 Portfolio Optimization vGOD gitir
083 Portfolio Optimization Code Along One BOQf gitir
084 Portfolio Optimization Code Along Two gqN0 gitir
085 Portfolio Optimization Code Along Three fFKk gitir
086 Key Financial Topics IX0t gitir
087 Types of Funds X8MS gitir
088 Order Books hOiR gitir
089 Short Selling QkAx gitir
090 CAPM Capital Asset Pricing Model GB72 gitir
091 CAPM Code Along q9dR gitir
092 Stock Splits and Dividends JhBp gitir
093 EMH YllI gitir
077 Welcome to Finance Fundamentals Naq7 gitir
078 Introduction to Python Finance Fundamentals DLnX gitir
079 Sharpe Ratio Slides e15N gitir
080 Portfolio Allocation Code Along Part One t7E7 gitir
081 Portfolio Allocation Code Along Part Two AYRT gitir
Section 12
Basics of Algorithmic Trading with Quantopian and Zipline
095 Welcome to the Quantopian Section VFV3 gitir
096 Introduction to Quantopian fJje gitir
097 Quantopian Algorithms Basics Part One cQXV gitir
098 Quantopian Algorithms Basics Part Two daFw gitir
099 First Trading Algorithm Part One gzd3 gitir
100 First Trading Algorithm Part Two URyG gitir
101 Trading Algorithm Exercise i0Qj gitir
102 Trading Algorithm Exercise Solutions Part One MQ3W gitir
103 Trading Algorithm Exercise Solutions Part Two SFmy gitir
104 Quantopian Pipelines Factors 0kOi gitir
105 Quantopian Pipelines Filters jY5i gitir
106 Quantopian Pipeline Masking and Classifiers kxGD gitir
Section 13
Advanced Quantopian and Trading Algorithms
107 Welcome to Trading Algorithms Wmbf gitir
108 Pipeline Trading Algorithm Example Code Along Part One fWCe gitir
109 Pipeline Trading Algorithm Code Along Part Two iY1H gitir
111 Pipeline Trading Algorithm Code along Part Three VXeA gitir
112 Leverage IpxK gitir
113 Hedging o66i gitir
114 Hedging Part Two 1IFK gitir
115 Portfolio Analysis with PyFolio iNNf gitir
116 Stock Sentiment Analysis Project G2H0 gitir
117 What are Futures WznO gitir
118 Futures on Quantopian 7k6D gitir
119 Futures on Quantopian Part Two V5Rg gitir
Instructors
Enrolment options
Python for Financial Analysis and Algorithmic Trading
Course modified date:
11 Jan 2025
Enrolled students:
1
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