Udemy - Time Series Analysis in Python 2020 [GC]

Files:

• 001 What does the course cover.en.srt (6.9 KB)
• 001 What does the course cover.mp4 (47.3 MB)

• 002 Setting up the environment - Do not skip please.en.srt (1.3 KB)
• 002 Setting up the environment - Do not skip please.mp4 (6.0 MB)
• 003 Why Python and Jupyter.en.srt (6.4 KB)
• 003 Why Python and Jupyter.mp4 (25.2 MB)
• 004 Installing Anaconda.en.srt (4.7 KB)
• 004 Installing Anaconda.mp4 (26.6 MB)
• 005 Jupyter Dashboard - Part 1.en.srt (3.3 KB)
• 005 Jupyter Dashboard - Part 1.mp4 (9.8 MB)
• 006 Jupyter Dashboard - Part 2.en.srt (6.6 KB)
• 006 Jupyter Dashboard - Part 2.mp4 (20.0 MB)
• 007 Installing the Necessary Packages.en.srt (1.9 KB)
• 007 Installing the Necessary Packages.mp4 (7.8 MB)
• 008 Installing Packages - Exercise.html (1.2 KB)
• 009 Installing Packages - Exercise Solution.html (1.5 KB)

• 010 Introduction to Time-Series Data.en.srt (5.5 KB)
• 010 Introduction to Time-Series Data.mp4 (47.2 MB)
• 011 Notation for Time Series Data.en.srt (1.7 KB)
• 011 Notation for Time Series Data.mp4 (12.2 MB)
• 012 Peculiarities of Time Series Data.en.srt (3.8 KB)
• 012 Peculiarities of Time Series Data.mp4 (26.8 MB)
• 013 IndexE8.csv (290.7 KB)
• 013 Loading the Data.en.srt (2.7 KB)
• 013 Loading the Data.mp4 (10.2 MB)
• 014 Examining the Data.en.srt (6.8 KB)
• 014 Examining the Data.mp4 (39.8 MB)
• 015 Plotting the Data.en.srt (6.1 KB)
• 015 Plotting the Data.mp4 (21.2 MB)
• 016 The QQ Plot.en.srt (3.4 KB)
• 016 The QQ Plot.mp4 (16.3 MB)
• external-assets-links.txt (0.3 KB)

• 017 Transforming String inputs into DateTime Values.en.srt (6.1 KB)
• 017 Transforming String inputs into DateTime Values.mp4 (27.9 MB)
• 018 Using Date as an Index.en.srt (3.7 KB)
• 018 Using Date as an Index.mp4 (16.6 MB)
• 019 Setting the Frequency.en.srt (3.1 KB)
• 019 Setting the Frequency.mp4 (13.4 MB)
• 020 Filling Missing Values.en.srt (7.1 KB)
• 020 Filling Missing Values.mp4 (30.0 MB)
• 021 Adding and Removing Columns in a Data Frame.en.srt (4.4 KB)
• 021 Adding and Removing Columns in a Data Frame.mp4 (16.3 MB)
• 022 Splitting Up the Data.en.srt (5.2 KB)
• 022 Splitting Up the Data.mp4 (21.0 MB)
• 023 Appendix Updating the Dataset.html (8.7 KB)
• 023 Section-4-Appendix-Updating-the-Dataset.pdf (235.5 KB)
• external-assets-links.txt (0.5 KB)

• 024 Warning-Messages.pdf (151.5 KB)
• 024 White Noise.en.srt (8.1 KB)
• 024 White Noise.mp4 (46.4 MB)
• 025 RandWalk.csv (163.9 KB)
• 025 Random Walk.en.srt (6.4 KB)
• 025 Random Walk.mp4 (32.4 MB)
• 026 Stationarity.en.srt (3.1 KB)
• 026 Stationarity.mp4 (21.6 MB)
• 027 Determining Weak Form Stationarity.en.srt (7.5 KB)
• 027 Determining Weak Form Stationarity.mp4 (33.8 MB)
• 028 Seasonality.en.srt (6.3 KB)
• 028 Seasonality.mp4 (34.2 MB)
• 029 Correlation Between Past and Present Values.en.srt (2.2 KB)
• 029 Correlation Between Past and Present Values.mp4 (14.1 MB)
• 030 The Autocorrelation Function (ACF).en.srt (7.7 KB)
• 030 The Autocorrelation Function (ACF).mp4 (30.7 MB)
• 030 The-ACF.pdf (62.0 KB)
• 031 The Partial Autocorrelation Function (PACF).en.srt (6.3 KB)
• 031 The Partial Autocorrelation Function (PACF).mp4 (27.2 MB)
• 031 The-PACF.pdf (63.6 KB)
• external-assets-links.txt (0.4 KB)

• 032 Picking the Correct Model.en.srt (3.3 KB)
• 032 Picking the Correct Model.mp4 (23.0 MB)

• 033 The Autoregressive (AR) Model.en.srt (6.3 KB)
• 033 The Autoregressive (AR) Model.mp4 (45.3 MB)
• 034 Course-Notes-The-AR-Model.pdf (425.3 KB)
• 034 Examining the ACF and PACF of Prices.en.srt (6.1 KB)
• 034 Examining the ACF and PACF of Prices.mp4 (33.1 MB)
• 035 Fitting an AR(1) Model for Index Prices.en.srt (5.9 KB)
• 035 Fitting an AR(1) Model for Index Prices.mp4 (31.6 MB)
• 036 Fitting Higher-Lag AR Models for Prices.en.srt (11.5 KB)
• 036 Fitting Higher-Lag AR Models for Prices.mp4 (63.2 MB)
• 037 Using Returns Instead of Prices.en.srt (7.5 KB)
• 037 Using Returns Instead of Prices.mp4 (31.4 MB)
• 038 Examining the ACF and PACF of Returns.en.srt (2.7 KB)
• 038 Examining the ACF and PACF of Returns.mp4 (15.7 MB)
• 039 Fitting an AR(1) Model for Index Returns.en.srt (3.1 KB)
• 039 Fitting an AR(1) Model for Index Returns.mp4 (13.4 MB)
• 040 Fitting Higher-Lag AR Models for Returns.en.srt (4.3 KB)
• 040 Fitting Higher-Lag AR Models for Returns.mp4 (26.9 MB)
• 041 Normalizing Values.en.srt (6.7 KB)
• 041 Normalizing Values.mp4 (33.1 MB)
• 042 Model Selection for Normalized Returns (AR).en.srt (3.1 KB)
• 042 Model Selection for Normalized Returns (AR).mp4 (19.8 MB)
• 043 Examining the AR Model Residuals.en.srt (7.0 KB)
• 043 Examining the AR Model Residuals.mp4 (28.8 MB)
• 044 Unexpected Shocks from Past Periods.en.srt (2.0 KB)
• 044 Unexpected Shocks from Past Periods.mp4 (16.8 MB)
• external-assets-links.txt (0.7 KB)

• 045 8.1.1-MA-Inf-AR-1.pdf (169.2 KB)
• 045 8.1.1.AR-Inf-MA-1.pdf (166.5 KB)
• 045 The Moving Average (MA) Model.en.srt (6.5 KB)
• 045 The Moving Average (MA) Model.mp4 (29.5 MB)
• 046 Course-Notes-The-MA-Model.pdf (136.0 KB)
• 046 Fitting an MA(1) Model for Returns.en.srt (4.9 KB)
• 046 Fitting an MA(1) Model for Returns.mp4 (21.5 MB)
• 047 Fitting Higher-Lag MA Models for Returns.en.srt (9.2 KB)
• 047 Fitting Higher-Lag MA Models for Returns.mp4 (55.8 MB)
• 048 Examining the MA Model Residuals for Returns.en.srt (6.8 KB)
• 048 Examining the MA Model Residuals for Returns.mp4 (33.5 MB)
• 049 Model Selection for Normalized Returns (MA).en.srt (4.3 KB)
• 049 Model Selection for Normalized Returns (MA).mp4 (19.1 MB)
• 050 Fitting an MA(1) Model for Prices.en.srt (5.8 KB)
• 050 Fitting an MA(1) Model for Prices.mp4 (28.3 MB)
• 051 Past Values and Past Errors.en.srt (3.2 KB)
• 051 Past Values and Past Errors.mp4 (20.5 MB)
• external-assets-links.txt (0.3 KB)

• 052 Course-Notes-The-ARMA-Model.pdf (147.0 KB)
• 052 The Autoregressive Moving Average (ARMA) Model.en.srt (3.9 KB)
• 052 The Autoregressive Moving Average (ARMA) Model.mp4 (28.3 MB)
• 053 Fitting a Simple ARMA Model for Returns.en.srt (5.4 KB)
• 053 Fitting a Simple ARMA Model for Returns.mp4 (28.4 MB)
• 054 Fitting a Higher-Lag ARMA Model for Returns - Part 1.en.srt (6.9 KB)
• 054 Fitting a Higher-Lag ARMA Model for Returns - Part 1.mp4 (39.5 MB)
• 055 Fitting a Higher-Lag ARMA Model for Returns - Part 2.en.srt (7.0 KB)
• 055 Fitting a Higher-Lag ARMA Model for Returns - Part 2.mp4 (38.2 MB)
• 056 Fitting a Higher-Lag ARMA Model for Returns - Part 3.en.srt (6.7 KB)
• 056 Fitting a Higher-Lag ARMA Model for Returns - Part 3.mp4 (43.8 MB)
• 057 Examining the ARMA Model Residuals of Returns.en.srt (8.7 KB)
• 057 Examining the ARMA Model Residuals of Returns.mp4 (51.3 MB)
• 058 ARMA for Prices.en.srt (9.7 KB)
• 058 ARMA for Prices.mp4 (56.0 MB)
• 059 ARMA Models and Non-Stationary Data.en.srt (2.9 KB)
• 059 ARMA Models and Non-Stationary Data.mp4 (14.9 MB)
• external-assets-links.txt (0.3 KB)

• 060 Course-Notes-The-ARIMA-Model.pdf (166.4 KB)
• 060 The Autoregressive Integrated Moving Average (ARIMA) Model.en.srt (7.5 KB)
• 060 The Autoregressive Integrated Moving Average (ARIMA) Model.mp4 (46.9 MB)
• 061 Fitting a Simple ARIMA Model for Prices.en.srt (7.3 KB)
• 061 Fitting a Simple ARIMA Model for Prices.mp4 (39.2 MB)
• 062 Fitting a Higher-Lag ARIMA Model for Prices - Part 1.en.srt (7.3 KB)
• 062 Fitting a Higher-Lag ARIMA Model for Prices - Part 1.mp4 (41.8 MB)
• 063 Fitting a Higher-Lag ARIMA Model for Prices - Part 2.en.srt (7.2 KB)
• 063 Fitting a Higher-Lag ARIMA Model for Prices - Part 2.mp4 (43.7 MB)
• 064 Higher Levels of Integration.en.srt (5.3 KB)
• 064 Higher Levels of Integration.mp4 (24.4 MB)
• 065 Using ARIMA Models for Returns.en.srt (4.7 KB)
• 065 Using ARIMA Models for Returns.mp4 (24.4 MB)
• 066 Course-Notes-The-ARMAX-Model.pdf (130.8 KB)
• 066 Outside Factors and the ARIMAX Model.en.srt (5.1 KB)
• 066 Outside Factors and the ARIMAX Model.mp4 (24.2 MB)
• 066 The-ARIMAX-Model.pdf (127.8 KB)
• 067 Course-Notes-The-SARIMAX-Model.pdf (209.3 KB)
• 067 Seasonal Models - SARIMAX.en.srt (10.1 KB)
• 067 Seasonal Models - SARIMAX.mp4 (47.0 MB)
• 068 Predicting Stability.en.srt (2.4 KB)
• 068 Predicting Stability.mp4 (17.0 MB)
• external-assets-links.txt (0.3 KB)

• 069 Course-Notes-The-ARCH-Model.pdf (138.2 KB)
• 069 The Autoregressive Conditional Heteroscedasticity (ARCH) Model.en.srt (6.8 KB)
• 069 The Autoregressive Conditional Heteroscedasticity (ARCH) Model.mp4 (43.0 MB)
• 070 Volatility.en.srt (4.1 KB)
• 070 Volatility.mp4 (28.1 MB)
• 071 A More Detailed Look of the ARCH Model.en.srt (8.3 KB)
• 071 A More Detailed Look of the ARCH Model.mp4 (43.4 MB)
• 072 The arch_model Method.en.srt (9.7 KB)
• 072 The arch_model Method.mp4 (55.9 MB)
• 072 arch-model.pdf (61.8 KB)
• 073 The Simple ARCH Model.en.srt (8.5 KB)
• 073 The Simple ARCH Model.mp4 (52.9 MB)
• 074 Higher-Lag ARCH Models.en.srt (3.9 KB)
• 074 Higher-Lag ARCH Models.mp4 (28.5 MB)
• 075 An ARMA Equivalent of the ARCH Model.en.srt (1.9 KB)
• 075 An ARMA Equivalent of the ARCH Model.mp4 (12.4 MB)
• external-assets-links.txt (0.3 KB)

• 076 Course-Notes-The-GARCH-Model.pdf (147.4 KB)
• 076 The Generalized Autoregressive Conditional Heteroskedasticity (GARCH) Model.en.srt (4.3 KB)
• 076 The Generalized Autoregressive Conditional Heteroskedasticity (GARCH) Model.mp4 (24.4 MB)
• 077 The ARMA and the GARCH.en.srt (3.0 KB)
• 077 The ARMA and the GARCH.mp4 (18.1 MB)
• 078 The Simple GARCH Model.en.srt (4.3 KB)
• 078 The Simple GARCH Model.mp4 (25.5 MB)
• 079 Higher-Lag GARCH Models.en.srt (4.8 KB)
• 079 Higher-Lag GARCH Models.mp4 (29.8 MB)
• 080 An Alternative to the Model Selection Process.en.srt (1.5 KB)
• 080 An Alternative to the Model Selection Process.mp4 (13.4 MB)
• external-assets-links.txt (0.3 KB)

• 081 Auto ARIMA.en.srt (6.5 KB)
• 081 Auto ARIMA.mp4 (43.1 MB)
• 082 Preparing Python for Model Selection.en.srt (1.9 KB)
• 082 Preparing Python for Model Selection.mp4 (11.4 MB)
• 083 The Default Best Fit.en.srt (7.8 KB)
• 083 The Default Best Fit.mp4 (41.1 MB)
• 084 Basic Auto ARIMA Arguments.en.srt (13.4 KB)
• 084 Basic Auto ARIMA Arguments.mp4 (87.4 MB)
• 085 Advanced Auto ARIMA Arguments.en.srt (5.8 KB)
• 085 Advanced Auto ARIMA Arguments.mp4 (40.8 MB)
• 086 The Goal Behind Modelling.en.srt (1.3 KB)
• 086 The Goal Behind Modelling.mp4 (10.6 MB)
• external-assets-links.txt (0.4 KB)

• 087 Introduction to Forecasting.en.srt (9.6 KB)
• 087 Introduction to Forecasting.mp4 (51.3 MB)
• 088 Simple Forecasting Returns with AR and MA.en.srt (5.3 KB)
• 088 Simple Forecasting Returns with AR and MA.mp4 (28.8 MB)
• 089 Intermediate (MAX Model) Forecasting.en.srt (8.0 KB)
• 089 Intermediate (MAX Model) Forecasting.mp4 (40.0 MB)
• 090 Advanced (Seasonal) Forecasting.en.srt (5.3 KB)
• 090 Advanced (Seasonal) Forecasting.mp4 (24.9 MB)
• 091 Auto ARIMA Forecasting.en.srt (6.2 KB)
• 091 Auto ARIMA Forecasting.mp4 (28.4 MB)
• 092 Pitfalls of Forecasting.en.srt (8.5 KB)
• 092 Pitfalls of Forecasting.mp4 (47.9 MB)
• 093 Forecasting Volatility.en.srt (7.0 KB)
• 093 Forecasting Volatility.mp4 (36.6 MB)
• 094 Forecasting Appendix Multivariate Forecasting.en.srt (10.0 KB)
• 094 Forecasting Appendix Multivariate Forecasting.mp4 (57.7 MB)
• external-assets-links.txt (0.3 KB)

• 095 Business Case - A Look Into the Automobile Industry.en.srt (37.6 KB)
• 095 Business Case - A Look Into the Automobile Industry.mp4 (186.2 MB)
• external-assets-links.txt (0.3 KB)

• Readme.txt (0.9 KB)
• [GigaCourse.com].url (0.0 KB)