Algorithmic Stock Trading and Equity Investing with Python | 26BB348C7B8D92D96E31CECB7720C417C41AAFD5

Algorithmic Stock Trading and Equity Investing with Python

Name	Algorithmic Stock Trading and Equity Investing with Python	DOWNLOAD Copy Link
Total Size	12.8 GB
Total Files	663
Last Seen	2025-03-11 00:29
Hash	26BB348C7B8D92D96E31CECB7720C417C41AAFD5

/.../3. Equity Markets and Stock TradingInvesting/
5. Investing vs. Trading.mp4	143.9 MB
1. Asset Classes - Overview.mp4	76.4 MB
2. Equities vs. Fixed Income.mp4	62.6 MB
3. Equities - Categories and Sub Classes.mp4	51.6 MB
4. Top-Down vs. Bottom-Up.mp4	33.0 MB
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TutsNode.net.txt	0.1 KB
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/.../5. Equity Analysis with Python (Part 1)/
4. yfinance API - first steps.mp4	109.2 MB
10. Stock Splits.mp4	78.3 MB
9. What´s the Adjusted Close Price.mp4	77.1 MB
13. Saving and Loading Data (Local Files).mp4	71.2 MB
8. Dividends.mp4	67.7 MB
7. Data Frequency.mp4	58.7 MB
6. Analysis Period.mp4	56.0 MB
1. Yahoo Finance - Overview.mp4	54.8 MB
12. Multiple Tickers.mp4	51.6 MB
11. Stocks from other Countries Exchanges.mp4	46.6 MB
14. Coding Challenge.mp4	31.4 MB
2. How to open and work with the Course Notebooks.mp4	25.3 MB
5. Excursus Versions and Package Updates.mp4	12.9 MB
3. How to Install yfinance.mp4	12.7 MB
/.../7. Equity Analysis with Python (Part 2)/
5. Market Value vs. Book Value (Part 1).mp4	106.5 MB
3. Price vs. Value and Market Efficiency.mp4	70.5 MB
6. Market Value vs. Book Value (Part 2).mp4	64.1 MB
8. Market Value vs. Book Value (Part 3).mp4	46.2 MB
9. How to load Financial Statements.mp4	45.9 MB
7. Liquidation Value.mp4	42.3 MB
2. Price, Shares Outstanding & Market Capitalization.mp4	41.2 MB
1. Getting more Information on Stocks - the Ticker Object.mp4	38.9 MB
4. Equity Value, Firm Value and Financial Distress.mp4	30.3 MB
/.../6. Excursus How to avoid and debug Coding Errors (don´t skip!)/
11. How to traceback more complex Errors.mp4	101.5 MB
2. Test your debugging skills!.mp4	61.4 MB
5. Omitting cells, changing the sequence and more.mp4	52.4 MB
10. Getting help on StackOverflow.com.mp4	41.4 MB
4. The most commonly made Errors at a glance.mp4	37.2 MB
12. Problems with the Python Installation.mp4	35.6 MB
6. IndexErrors.mp4	32.6 MB
15. Summary and Debugging Flow-Chart.mp4	27.6 MB
13. External Factors and Issues.mp4	18.3 MB
1. Introduction.mp4	18.0 MB
9. TypeErrors and ValueErrors.mp4	17.6 MB
14. Errors related to the course content (Transcription Errors).mp4	17.2 MB
8. Misuse of function names and keywords.mp4	13.0 MB
7. Indentation Errors.mp4	12.8 MB
3. Major reasons for Coding Errors.mp4	5.7 MB
/.../11. Financial Data Analysis and Performance Evaluation/
16. (Non-) Normality of Financial Returns.mp4	101.2 MB
14. Comparing the Performance of Financial Instruments.mp4	74.4 MB
19. Rolling Statistics.mp4	66.6 MB
9. Discrete Compounding.mp4	65.7 MB
5. Price changes and Financial Returns.mp4	62.6 MB
27. Margin Trading and Levered Returns (Part 2).mp4	59.9 MB
24. Covariance and Correlation.mp4	55.1 MB
18. Resampling Smoothing of Financial Data.mp4	54.9 MB
3. Normalizing Time Series to a Base Value (100).mp4	49.6 MB
7. Investment Multiple and CAGR.mp4	49.4 MB
4. Coding Challenge #1.mp4	48.0 MB
21. Introduction to Currencies (Forex) and Trading.mp4	47.7 MB
13. Simple Returns vs Log Returns ( Part 2).mp4	44.2 MB
10. Continuous Compounding.mp4	42.9 MB
2. Initial Data Inspection and Visualization.mp4	40.7 MB
12. Simple Returns vs Log Returns ( Part 1).mp4	38.9 MB
6. Reward and Risk of Financial Instruments.mp4	34.3 MB
8. Compound Returns & Geometric Mean Return.mp4	33.7 MB
1. Introduction and Overview.mp4	32.8 MB
26. Margin Trading and Levered Returns (Part 1).mp4	32.2 MB
23. Short Selling and Short Position Returns (Part 3).mp4	32.2 MB
17. Annualizing Return and Risk.mp4	31.6 MB
22. Short Selling and Short Position Returns (Part 2).mp4	30.6 MB
25. Portfolios and Portfolio Returns.mp4	26.0 MB
15. Price Return vs. Total Return (Stocks).mp4	22.0 MB
20. Short Selling and Short Position Returns (Part 1).mp4	21.3 MB
11. Log Returns.mp4	16.1 MB
/.../9. Introduction to Interactive Brokers (IKBR) and API Trading/
18. Market Orders and Trades.mp4	92.8 MB
9. Trading Costs - Commissions.mp4	75.3 MB
16. Contracts (Advanced).mp4	65.6 MB
20. Historical Data (Bars).mp4	60.5 MB
5. The first Trades on TWS.mp4	56.4 MB
10. Trading Costs - other (hidden) Costs.mp4	56.1 MB
14. How to get Market Data.mp4	55.8 MB
17. Coding Challenge Get Contracts for all DJIA Constituents.mp4	51.2 MB
6. Trading Hours.mp4	49.0 MB
4. TWS - First Steps.mp4	42.1 MB
1. Welcome to IKBR.mp4	42.1 MB
19. Positions and Account Values.mp4	40.3 MB
13. Contracts (Introduction).mp4	39.2 MB
7. Cash Account vs. Margin Account.mp4	30.1 MB
2. How to create a Paper Trading Account.mp4	27.7 MB
11. How to download and install the API Wrapper & other Preparations.mp4	26.0 MB
3. How to Install the IB Trader Workstation (TWS).mp4	24.5 MB
12. Connecting to the API.mp4	23.2 MB
8. Fractional Trading.mp4	21.9 MB
15. Data Streaming for Mulitple Tickers.mp4	17.1 MB
/.../28. Appendix 3 Numpy, Pandas, Matplotlib and Seaborn Crash Course/
50. Customization of Plots.mp4	88.2 MB
30. Slicing Rows and Columns with loc (label-based indexing).mp4	84.8 MB
13. Coding Exercise 7.mp4	81.2 MB
33. Analyzing Numerical Series with unique(), nunique() and value_counts().mp4	75.0 MB
55. Categorical Seaborn Plots.mp4	74.2 MB
27. Selecting Rows with iloc (position-based indexing).mp4	72.3 MB
56. Seaborn Regression Plots.mp4	69.7 MB
21. Create your very first Pandas DataFrame (from csv).mp4	69.5 MB
38. Changing Row Index with set_index() and reset_index().mp4	66.0 MB
46. Handling NA Values missing Values.mp4	62.8 MB
23. First Data Inspection.mp4	62.5 MB
49. Visualization with Matplotlib (Intro).mp4	62.0 MB
44. Advanced Filtering with between(), isin() and ~.mp4	57.1 MB
48. Summary Statistics and Accumulations.mp4	49.2 MB
41. Filtering DataFrames (one Condition).mp4	47.0 MB
31. Summary, Best Practices and Outlook.mp4	46.7 MB
22. Pandas Display Options and the methods head() & tail().mp4	45.0 MB
61. Splitting with many Keys.mp4	44.3 MB
62. split-apply-combine.mp4	42.0 MB
12. Creating Numpy Arrays from Scratch.mp4	41.9 MB
60. Understanding the GroupBy Object.mp4	41.3 MB
2. Numpy Arrays.mp4	40.0 MB
45. Intro to NA Values missing Values.mp4	40.0 MB
37. First Steps with Pandas Index Objects.mp4	38.9 MB
34. Analyzing non-numerical Series with unique(), nunique(), value_counts().mp4	37.9 MB
57. Seaborn Heatmaps.mp4	37.5 MB
1. Modules, Packages and Libraries - No need to reinvent the Wheel.mp4	35.7 MB
36. Sorting of Series and Introduction to the inplace - parameter.mp4	35.0 MB
16. How to slice 2-dim Numpy Arrays (Part 1).mp4	32.5 MB
10. Advanced Filtering & Bitwise Operators.mp4	31.7 MB
58. Removing Columns.mp4	31.1 MB
40. Renaming Index & Column Labels with rename().mp4	31.1 MB
53. Scatterplots.mp4	30.9 MB
52. Histogramms (Part 2).mp4	30.3 MB
24. Selecting Columns.mp4	29.7 MB
5. Changing Elements in Numpy Arrays & Mutability.mp4	27.4 MB
28. Slicing Rows and Columns with iloc (position-based indexing).mp4	27.2 MB
43. Filtering DataFrames by many Conditions (OR).mp4	27.1 MB
11. Determining a Project´s Payback Period with np.where().mp4	25.5 MB
19. How to perform row-wise and column-wise Operations.mp4	25.3 MB
7. Numpy Array Methods and Attributes.mp4	24.7 MB
29. Selecting Rows with loc (label-based indexing).mp4	23.8 MB
35. The copy() method.mp4	23.2 MB
42. Filtering DataFrames by many Conditions (AND).mp4	22.2 MB
51. Histogramms (Part 1).mp4	21.5 MB
6. View vs. copy - potential Pitfalls when slicing Numpy Arrays.mp4	21.4 MB
32. First Steps with Pandas Series.mp4	21.2 MB
4. Vectorized Operations with Numpy Arrays.mp4	20.9 MB
14. How to work with nested Lists.mp4	20.6 MB
9. Boolean Arrays and Conditional Filtering.mp4	20.3 MB
8. Numpy Universal Functions.mp4	20.0 MB
20. Intro to Tabular Data Pandas.mp4	19.9 MB
54. First Steps with Seaborn.mp4	19.1 MB
39. Changing Column Labels.mp4	18.8 MB
18. Recap Changing Elements in a Numpy Array slice.mp4	18.6 MB
15. 2-dimensional Numpy Arrays.mp4	18.0 MB
3. Indexing and Slicing Numpy Arrays.mp4	15.3 MB
47. Exporting DataFrames to csv.mp4	11.8 MB
26. Zero-based Indexing and Negative Indexing.mp4	11.0 MB
17. How to slice 2-dim Numpy Arrays (Part 2).mp4	9.9 MB
25. Selecting one Column with the dot notation.mp4	9.5 MB
59. Introduction to GroupBy Operations.mp4	9.0 MB
/.../30. Appendix 5 Object Oriented Programming (OOP)/
12. Inheritance.mp4	87.6 MB
1. Introduction to OOP and examples for Classes.mp4	71.2 MB
13. Inheritance and the super() Function.mp4	60.5 MB
14. Adding meaningful Docstrings.mp4	56.2 MB
11. Adding more methods and performance metrics.mp4	51.1 MB
5. The method get_data().mp4	48.2 MB
16. Coding Exercise Create your own Class.mp4	41.6 MB
4. The special method __init__().mp4	39.3 MB
8. The methods plot_prices() and plot_returns().mp4	38.3 MB
2. The Financial Analysis Class live in action (Part 1).mp4	30.6 MB
10. The method set_ticker().mp4	28.3 MB
9. Encapsulation and protected Attributes.mp4	27.0 MB
6. The method log_returns().mp4	25.9 MB
7. String representation and the special method __repr__().mp4	24.8 MB
15. Creating and Importing Python Modules (.py).mp4	23.2 MB
3. The Financial Analysis Class live in action (Part 2).mp4	22.2 MB
/.../17. Equity Portfolio Optimization and Analysis/
5. Portfolio Optimization.mp4	78.0 MB
2. Creating Random Portfolios (Part 1).mp4	56.6 MB
8. The Efficient Frontier.mp4	54.0 MB
4. Performance Measurement The Risk-adjusted Return.mp4	28.0 MB
9. Portfolio Optimization with frequent Rebalancing.mp4	27.1 MB
10. Comparison daily Rebalancing vs. no Rebalancing.mp4	25.7 MB
3. Creating Random Portfolios (Part 2).mp4	23.4 MB
6. Minimum Variance Portfolio.mp4	20.2 MB
1. Getting Started.mp4	18.8 MB
7. Maximum Return Portfolio.mp4	18.6 MB
/.../23. Stock trading with Technical Indicators - Backtesting/
3. Defining an SMA Crossover Strategy.mp4	75.3 MB
4. Vectorized Strategy Backtesting.mp4	62.0 MB
7. The Backtester Class.mp4	59.6 MB
5. Strategy Optimization.mp4	45.3 MB
6. Transaction & Trading Costs (Part 1).mp4	42.0 MB
2. A simple Buy and Hold Strategy.mp4	31.9 MB
1. Getting started.mp4	16.6 MB
8. Backtesting a Long-Only Strategy.mp4	15.1 MB
/.../15. ETF Investing and Index Replication Tracking/
3. The S&P500 Index and its ETFs - Full Replication.mp4	75.2 MB
7. Index Tracking with Optimization (Part 1).mp4	69.1 MB
5. The Russell 3000 Index and its ETFs - Representative Sampling.mp4	56.6 MB
8. Index Tracking with Optimization (Part 2).mp4	51.3 MB
6. ETF Investing with IBKR.mp4	49.0 MB
2. Index Replication Tracking - Intro.mp4	44.1 MB
10. Index Tracking with Optimization (Part 4).mp4	44.0 MB
1. Why ETF Investing.mp4	42.8 MB
12. Index Tracking with Optimization (Part 6).mp4	42.2 MB
13. Optimization and out-sample Testing (Part 1).mp4	38.8 MB
4. Active Return and Active Risk (Tracking Error).mp4	36.2 MB
11. Index Tracking with Optimization (Part 5).mp4	31.1 MB
14. Optimization and out-sample Testing (Part 2).mp4	30.1 MB
9. Index Tracking with Optimization (Part 3).mp4	23.1 MB
/.../29. Appendix 4 Advanced Pandas Time Series Topics/
2. Filling NA Values with bfill, ffill and interpolation.mp4	71.7 MB
4. Timezones and Converting (Part 2).mp4	40.5 MB
1. Helpful DatetimeIndex Attributes and Methods.mp4	39.2 MB
3. Timezones and Converting (Part 1).mp4	33.1 MB
/1. Getting started/
1. Did you know... (a Sneak Preview on Stock Investing).mp4	66.5 MB
2. How to get the best out of this course.mp4	39.3 MB
3. Course Overview.mp4	33.6 MB
/.../22. Technical Analysis with Python - Introduction/
3. Technical Analysis - Applications and Use Cases.mp4	64.7 MB
8. Bar Size Granularity.mp4	61.8 MB
1. Technical Analysis vs Fundamental Analysis.mp4	47.4 MB
6. How to customize Plotly Charts.mp4	37.0 MB
7. Candlestick and OHLC Bar Charts.mp4	36.7 MB
2. Technical Analysis and the Efficient Market Hypothesis.mp4	34.1 MB
12. Support and Resistance Lines.mp4	32.6 MB
10. Technical Indicators - Overview and Examples.mp4	27.0 MB
5. Charting - Interactive Line Charts with Cufflinks and Plotly.mp4	26.7 MB
11. Trend Lines.mp4	24.8 MB
9. Volume Charts.mp4	22.6 MB
4. Getting started and simple Price Charts.mp4	18.7 MB
/.../4. Installing Python and Jupyter Notebooks/
2. Download and Install Anaconda.mp4	63.8 MB
4. How to work with Jupyter Notebooks.mp4	56.0 MB
3. How to open Jupyter Notebooks.mp4	53.4 MB
5. Tips for python beginners.mp4	12.5 MB
1. Introduction.mp4	9.4 MB
/.../26. Appendix 1 Python (& Finance) Basics/
38. Coding Exercise 3.mp4	60.2 MB
12. Coding Exercise 1.mp4	51.8 MB
46. Coding Exercise 4.mp4	47.3 MB
41. Intro to Strings.mp4	45.6 MB
48. Keywords pass, continue and break.mp4	44.0 MB
47. Conditional Statements.mp4	43.4 MB
35. Adding and removing Elements fromto Lists.mp4	43.1 MB
22. Coding Exercise 2.mp4	42.6 MB
50. Introduction to while loops.mp4	39.7 MB
45. Comparison, Logical and Membership Operators in Action.mp4	39.7 MB
36. Mutable vs. immutable Objects (Part 1).mp4	38.2 MB
19. Calculate FV and PV for many Cashflows.mp4	37.6 MB
20. The Net Present Value - NPV (Theory).mp4	36.8 MB
40. Dictionaries.mp4	34.7 MB
17. For Loops - Iterating over Lists.mp4	33.6 MB
39. Tuples.mp4	33.3 MB
26. Build-in Functions.mp4	28.3 MB
30. More on Lists.mp4	27.5 MB
28. Floats.mp4	27.3 MB
23. Data Types in Action.mp4	27.3 MB
9. More on Variables and Memory.mp4	24.7 MB
49. Calculate a Project´s Payback Period.mp4	24.5 MB
37. Mutable vs. immutable Objects (Part 2).mp4	24.3 MB
29. How to round Floats (and Integers) with round().mp4	23.5 MB
32. Slicing Lists.mp4	22.6 MB
5. Calculate Interest Rates and Returns with Python.mp4	21.5 MB
6. Introduction to Variables.mp4	20.3 MB
31. Lists and Element-wise Operations.mp4	19.7 MB
42. String Replacement.mp4	19.5 MB
11. The print() Function.mp4	19.5 MB
18. The range Object - another Iterable.mp4	19.2 MB
10. Variables - Dos, Don´ts and Conventions.mp4	19.0 MB
1. Intro to the Time Value of Money (TVM) Concept (Theory).mp4	18.3 MB
21. Calculate an Investment Project´s NPV.mp4	16.1 MB
4. Interest Rates and Returns (Theory).mp4	15.7 MB
16. Indexing Lists.mp4	15.6 MB
34. Sorting and Reversing Lists.mp4	14.8 MB
2. Calculate Future Values (FV) with Python Compounding.mp4	14.3 MB
44. Operators (Theory).mp4	12.9 MB
7. Excursus How to add inline comments.mp4	12.6 MB
27. Integers.mp4	12.3 MB
24. The Data Type Hierarchy (Theory).mp4	11.9 MB
13. TVM Problems with many Cashflows.mp4	11.6 MB
33. Changing Elements in Lists.mp4	11.4 MB
3. Calculate Present Values (PV) with Python Discounting.mp4	11.2 MB
43. Booleans.mp4	9.9 MB
14. Intro to Python Lists.mp4	8.7 MB
15. Zero-based Indexing and negative Indexing in Python (Theory).mp4	8.2 MB
8. Variables and Memory (Theory).mp4	6.1 MB
25. Excursus Dynamic Typing in Python.mp4	5.8 MB
/.../8. Keystone Project - Loading Data and Stock Analysis/
5. Stock Analysis and Comparison.mp4	57.9 MB
2. How to load the Dow Jones Constituents from the Web.mp4	53.5 MB
7. Hot Topic How to load all exchange tickers (Indian Stock Market).mp4	44.1 MB
3. Historical Prices (Time-Series Data).mp4	42.7 MB
4. Cross-Sectional Data.mp4	33.4 MB
1. Project - Introduction.mp4	31.7 MB
6. Hot Topic How to get complete Lists with Stock Tickers.mp4	27.7 MB
/.../14. How to build and analyze a Stock Index/
1. Financial Indices - an Overview.mp4	54.5 MB
4. Building the Dow Jones Industrial Average Index from scratch.mp4	48.2 MB
8. Creating a Market Value-Weighted Stock Index with Python (Part 1).mp4	42.7 MB
7. Market Value-Weighted Index - Theory.mp4	38.0 MB
9. Creating a Market Value-Weighted Stock Index with Python (Part 2).mp4	35.7 MB
11. Comparison of weighting methods (Part 2).mp4	33.0 MB
3. Price-Weighted Index - Theory.mp4	31.4 MB
12. Price Index vs. PerformanceTotal Return Index.mp4	29.1 MB
5. Equal-Weighted Index - Theory.mp4	22.6 MB
2. Getting started.mp4	21.0 MB
10. Comparison of weighting methods (Part 1).mp4	13.1 MB
6. Creating an Equal-Weighted Stock Index with Python.mp4	12.8 MB
/.../18. Portfolio Optimization Theory and practical Pitfalls/
15. Introduction of a Risk-Free Asset.mp4	53.0 MB
13. Forward-looking Mean-Variance Optimization (MVO) Pitfalls (1).mp4	50.7 MB
7. Crash Course Statistics Covariance and Correlation (Part 1).mp4	44.2 MB
10. Correlation and the Portfolio Diversification Effect.mp4	42.2 MB
4. Portfolio Return (2-Asset-Case).mp4	38.4 MB
12. Forward-looking Optimization.mp4	36.8 MB
14. Forward-looking Mean-Variance Optimization (MVO) Pitfalls (2).mp4	36.1 MB
11. Multiple Asset Case.mp4	32.8 MB
9. Portfolio Risk (2-Asset-Case).mp4	31.5 MB
5. Portfolio Risk (2-Asset-Case) - a (too) simple solution.mp4	30.7 MB
17. Portfolio Optimization with Risk-free Asset (Part 1).mp4	24.1 MB
2. Getting Started.mp4	23.7 MB
19. Implications and the Two-Fund-Theorem.mp4	19.0 MB
18. Portfolio Optimization with Risk-free Asset (Part 2).mp4	17.8 MB
8. Crash Course Statistics Covariance and Correlation (Part 2).mp4	14.7 MB
16. The Sharpe Ratio Graphical Interpretation.mp4	12.4 MB
1. Introduction.mp4	10.1 MB
6. Crash Course Statistics Variance and Standard Deviation.mp4	9.7 MB
3. 2-Asset-Case (Intro).mp4	7.8 MB
/.../21. Trading Strategies - Overview/
2. How to create your own Trading Strategies.mp4	50.2 MB
1. Trading Strategies - Overview.mp4	32.0 MB
/.../13. PART 2 ETF Trading & Equity Portfolio Investing with Python and IBKR/
2. Investment Strategies, Indices, Portfolios & Benchmarks.mp4	48.3 MB
1. Introduction and Overview PART 2.mp4	14.1 MB
/.../27. Appendix 2 User-defined Functions/
2. What´s the difference between Positional Arguments vs. Keyword Arguments.mp4	40.7 MB
8. Scope - easily explained.mp4	39.6 MB
3. How to work with Default Arguments.mp4	31.9 MB
1. Defining your first user-defined Function.mp4	30.7 MB
4. The Default Argument None.mp4	30.0 MB
6. Sequences as arguments and args.mp4	29.5 MB
5. How to unpack Iterables.mp4	20.9 MB
7. How to return many results.mp4	15.0 MB
/.../19. Reverse Optimization and the Black-Litterman model/
1. Introduction and Motivation.mp4	36.2 MB
4. Black-Litterman Step 2 Incorporating Investor Opinions.mp4	35.1 MB
3. Black-Litterman Step 1 Reverse Optimization.mp4	28.8 MB
2. Getting started (Inputs for reverse Optimization).mp4	11.7 MB
/.../25. APPENDIX Python Crash Course/
1. Introduction and Overview.mp4	26.5 MB
/.../2. PART 1 Basics and Prerequisites/
1. Introduction and Overview PART 1.mp4	25.2 MB
/.../20. PART 3 Algorithmic Stock Trading with Python and IKBR/
1. Introduction and Overview PART 3.mp4	10.7 MB
Total files 663