Financial Analysis with Python

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Course Materials and Set-up

1. Course Installation Guide
9m

Python Crash Course

1. Welcome to the Python Crash Course
1m
2. Introduction to Crash Course
1m
3. Python Crash Course Part One
19m
4. Python Crash Course Part Two
14m
5. Python Crash Course Part Three
15m
6. Python Crash Course Exercises
4m
7. Python Crash Course Exercise Solutions
9m

NumPy

1. Welcome to NumPy
1m
2. Introduction to NumPy
2m
3. NumPy Arrays
16m
4. Numpy Operations
4m
5. Numpy Indexing
11m
6. NumPy Review Exercise
4m
7. Numpy Exercise Solutions
10m

General Pandas Overview

1. Welcome to Pandas
1m
2. Introduction to Pandas
3m
3. Series
7m
4. DataFrames
16m
5. DataFrames Part Two
17m
6. DataFrames Part Three
9m
7. Missing Data
6m
8. Group By with Pandas
7m
9. Merging, Joining, and Concatenating DataFrames
9m
10. Pandas Common Operations
12m
11. Data Input and Output
14m
12. General Pandas Review Exercises
3m
13. General Pandas Exercise Solutions
13m

Visualization with Matplotlib and Pandas

1. Welcome to Visualization
1m
2. Introduction to Visualization in Python
2m
3. Matplotlib Basics - Part One
19m
4. Matplotlib Basics - Part Two
16m
5. Matplotlib Part Three
12m
6. Matplotlib Exercise
4m
7. Matplotlib Exercise Solutions
10m
8. Pandas Visualization Overview
12m
9. Pandas Time Series Visualization
18m
10. Pandas Visualization Exercise Overview
1m
11. Pandas Visualization Exercise Solutions
9m

Data Sources

1. Introduction to Data Sources
1m
2. Pandas DataReader
5m
3. Quandl
10m

Pandas with Time Series Data

1. Welcome to Pandas for Time Series
1m
2. Introduction to Time Series with Pandas
1m
3. Datetime Index
10m
4. Time Resampling
13m
5. Time Shifts
6m
6. Pandas Rolling and Expanding
18m

Capstone Stock Market Analysis Project

1. Stock Market Analysis Project
7m
2. Stock Market Analysis Project Solutions Part One
20m
3. Python Stock Market Analysis Solutions - Part Two
10m
4. Stock Market Analysis Project Solutions Part Three
17m
5. Stock Market Analysis Project Solutions Part Four
8m

Time Series Analysis

1. Introduction to Time Series
3m
2. Time Series Basics
4m
3. Introduction to Statsmodels
12m
4. ETS Theory
4m
5. EWMA Theory
3m
6. EWMA Code Along
14m
7. ETS Code Along
6m
8. ARIMA Theory
10m
9. ACF and PACF
6m
10. ARIMA with Statsmodels
12m
11. ARIMA Code Part Two
14m
12. ARIMA Code Part Three
7m
13. ARIMA Code Part Four
14m

Python Finance Fundamentals

1. Introduction to Python Finance Fundamentals
1m
2. Sharpe Ratio Slides
7m
3. Portfolio Allocation Code Along Part One
16m
4. Portfolio Allocation Code Along Part Two
7m
5. Portfolio Optimization
5m
6. Portfolio Optimization Code Along One
15m
7. Portfolio Optimization Code Along Two
8m
8. Portfolio Optimization Code Along Three
17m
9. Key Financial Topics
1m
10. Types of Funds
6m
11. Order Books
15m
12. Short Selling
3m
13. CAPM - Capital Asset Pricing Model
5m
14. CAPM Code Along
12m
15. Stock Splits and Dividends
3m
16. EMH
2m

Basics of Algorithmic Trading with Quantopian

1. Introduction to Quantopian
9m
2. Quantopian Research Basics
17m
3. Quantopian Algorithms Basics Part One
16m
4. Quantopian Algorithms Basics Part Two
17m
5. First Trading Algorithm - Part One
17m
6. First Trading Algorithm - Part Two
17m
7. Trading Algorithm Exercise
5m
8. Trading Algorithm Exercise Solutions Part One
13m
9. Trading Algorithm Exercise Solutions Part Two
3m
10. Quantopian Pipelines Factors
17m
11. Quantopian Pipelines Filters
6m
12. Quantopian Pipeline - Masking and Classifiers
9m

Advanced Quantopian and Trading Algorithms

1. Welcome to Trading Algorithms
1m
2. Pipeline Trading Algorithm Example - Code Along - Part One
14m
3. Pipeline Trading Algorithm - Code Along - Part Two
10m
4. Quick note
1m
5. Pipeline Trading Algorithm Code along Part Three
19m
6. Leverage
13m
7. Hedging
14m
8. Hedging- Part Two
15m
9. Portfolio Analysis with PyFolio
15m
10. Stock Sentiment Analysis Project
16m
11. What are Futures?
9m
12. Futures on Quantopian
18m