Name [GigaCourse.com] Udemy - Time Series Analysis in Python 2020

File Type video

Size 2.93GB

UpdateDate 2024-9-27

hash *****503BBA9349536A41313F7380FBB97C82E7

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Files 01 Introduction/001 What does the course cover.en.srt | 6.94KB 01 Introduction/001 What does the course cover.mp4 | 47.34MB 02 Setting Up the Environment/002 Setting up the environment - Do not skip please.en.srt | 1.32KB 02 Setting Up the Environment/002 Setting up the environment - Do not skip please.mp4 | 5.97MB 02 Setting Up the Environment/003 Why Python and Jupyter.en.srt | 6.43KB 02 Setting Up the Environment/003 Why Python and Jupyter.mp4 | 25.19MB 02 Setting Up the Environment/004 Installing Anaconda.en.srt | 4.66KB 02 Setting Up the Environment/004 Installing Anaconda.mp4 | 26.63MB 02 Setting Up the Environment/005 Jupyter Dashboard - Part 1.en.srt | 3.28KB 02 Setting Up the Environment/005 Jupyter Dashboard - Part 1.mp4 | 9.76MB 02 Setting Up the Environment/006 Jupyter Dashboard - Part 2.en.srt | 6.64KB 02 Setting Up the Environment/006 Jupyter Dashboard - Part 2.mp4 | 20.03MB 02 Setting Up the Environment/007 Installing the Necessary Packages.en.srt | 1.89KB 02 Setting Up the Environment/007 Installing the Necessary Packages.mp4 | 7.83MB 02 Setting Up the Environment/008 Installing Packages - Exercise.html | 1.22KB 02 Setting Up the Environment/009 Installing Packages - Exercise Solution.html | 1.46KB 03 Introduction to Time Series in Python/010 Introduction to Time-Series Data.en.srt | 5.55KB 03 Introduction to Time Series in Python/010 Introduction to Time-Series Data.mp4 | 47.18MB 03 Introduction to Time Series in Python/011 Notation for Time Series Data.en.srt | 1.70KB 03 Introduction to Time Series in Python/011 Notation for Time Series Data.mp4 | 12.17MB 03 Introduction to Time Series in Python/012 Peculiarities of Time Series Data.en.srt | 3.82KB 03 Introduction to Time Series in Python/012 Peculiarities of Time Series Data.mp4 | 26.80MB 03 Introduction to Time Series in Python/013 IndexE8.csv | 290.74KB 03 Introduction to Time Series in Python/013 Loading the Data.en.srt | 2.72KB 03 Introduction to Time Series in Python/013 Loading the Data.mp4 | 10.16MB 03 Introduction to Time Series in Python/014 Examining the Data.en.srt | 6.79KB 03 Introduction to Time Series in Python/014 Examining the Data.mp4 | 39.83MB 03 Introduction to Time Series in Python/015 Plotting the Data.en.srt | 6.08KB 03 Introduction to Time Series in Python/015 Plotting the Data.mp4 | 21.23MB 03 Introduction to Time Series in Python/016 The QQ Plot.en.srt | 3.40KB 03 Introduction to Time Series in Python/016 The QQ Plot.mp4 | 16.29MB 03 Introduction to Time Series in Python/external-assets-links.txt | 349B 04 Creating a Time Series Object in Python/017 Transforming String inputs into DateTime Values.en.srt | 6.08KB 04 Creating a Time Series Object in Python/017 Transforming String inputs into DateTime Values.mp4 | 27.91MB 04 Creating a Time Series Object in Python/018 Using Date as an Index.en.srt | 3.69KB 04 Creating a Time Series Object in Python/018 Using Date as an Index.mp4 | 16.56MB 04 Creating a Time Series Object in Python/019 Setting the Frequency.en.srt | 3.11KB 04 Creating a Time Series Object in Python/019 Setting the Frequency.mp4 | 13.45MB 04 Creating a Time Series Object in Python/020 Filling Missing Values.en.srt | 7.12KB 04 Creating a Time Series Object in Python/020 Filling Missing Values.mp4 | 29.96MB 04 Creating a Time Series Object in Python/021 Adding and Removing Columns in a Data Frame.en.srt | 4.38KB 04 Creating a Time Series Object in Python/021 Adding and Removing Columns in a Data Frame.mp4 | 16.26MB 04 Creating a Time Series Object in Python/022 Splitting Up the Data.en.srt | 5.20KB 04 Creating a Time Series Object in Python/022 Splitting Up the Data.mp4 | 20.98MB 04 Creating a Time Series Object in Python/023 Appendix Updating the Dataset.html | 8.74KB 04 Creating a Time Series Object in Python/023 Section-4-Appendix-Updating-the-Dataset.pdf | 235.48KB 04 Creating a Time Series Object in Python/external-assets-links.txt | 522B 05 Working with Time Series in Python/024 Warning-Messages.pdf | 151.51KB 05 Working with Time Series in Python/024 White Noise.en.srt | 8.11KB 05 Working with Time Series in Python/024 White Noise.mp4 | 46.36MB 05 Working with Time Series in Python/025 RandWalk.csv | 163.94KB 05 Working with Time Series in Python/025 Random Walk.en.srt | 6.39KB 05 Working with Time Series in Python/025 Random Walk.mp4 | 32.41MB 05 Working with Time Series in Python/026 Stationarity.en.srt | 3.14KB 05 Working with Time Series in Python/026 Stationarity.mp4 | 21.56MB 05 Working with Time Series in Python/027 Determining Weak Form Stationarity.en.srt | 7.46KB 05 Working with Time Series in Python/027 Determining Weak Form Stationarity.mp4 | 33.84MB 05 Working with Time Series in Python/028 Seasonality.en.srt | 6.34KB 05 Working with Time Series in Python/028 Seasonality.mp4 | 34.23MB 05 Working with Time Series in Python/029 Correlation Between Past and Present Values.en.srt | 2.20KB 05 Working with Time Series in Python/029 Correlation Between Past and Present Values.mp4 | 14.08MB 05 Working with Time Series in Python/030 The Autocorrelation Function (ACF).en.srt | 7.75KB 05 Working with Time Series in Python/030 The Autocorrelation Function (ACF).mp4 | 30.65MB 05 Working with Time Series in Python/030 The-ACF.pdf | 62.01KB 05 Working with Time Series in Python/031 The Partial Autocorrelation Function (PACF).en.srt | 6.29KB 05 Working with Time Series in Python/031 The Partial Autocorrelation Function (PACF).mp4 | 27.18MB 05 Working with Time Series in Python/031 The-PACF.pdf | 63.57KB 05 Working with Time Series in Python/external-assets-links.txt | 388B 06 Picking the Correct Model/032 Picking the Correct Model.en.srt | 3.35KB 06 Picking the Correct Model/032 Picking the Correct Model.mp4 | 22.96MB 07 Modeling Autoregression The AR Model/033 The Autoregressive (AR) Model.en.srt | 6.29KB 07 Modeling Autoregression The AR Model/033 The Autoregressive (AR) Model.mp4 | 45.30MB 07 Modeling Autoregression The AR Model/034 Course-Notes-The-AR-Model.pdf | 425.35KB 07 Modeling Autoregression The AR Model/034 Examining the ACF and PACF of Prices.en.srt | 6.09KB 07 Modeling Autoregression The AR Model/034 Examining the ACF and PACF of Prices.mp4 | 33.08MB 07 Modeling Autoregression The AR Model/035 Fitting an AR(1) Model for Index Prices.en.srt | 5.87KB 07 Modeling Autoregression The AR Model/035 Fitting an AR(1) Model for Index Prices.mp4 | 31.63MB 07 Modeling Autoregression The AR Model/036 Fitting Higher-Lag AR Models for Prices.en.srt | 11.47KB 07 Modeling Autoregression The AR Model/036 Fitting Higher-Lag AR Models for Prices.mp4 | 63.16MB 07 Modeling Autoregression The AR Model/037 Using Returns Instead of Prices.en.srt | 7.48KB 07 Modeling Autoregression The AR Model/037 Using Returns Instead of Prices.mp4 | 31.38MB 07 Modeling Autoregression The AR Model/038 Examining the ACF and PACF of Returns.en.srt | 2.70KB 07 Modeling Autoregression The AR Model/038 Examining the ACF and PACF of Returns.mp4 | 15.67MB 07 Modeling Autoregression The AR Model/039 Fitting an AR(1) Model for Index Returns.en.srt | 3.07KB 07 Modeling Autoregression The AR Model/039 Fitting an AR(1) Model for Index Returns.mp4 | 13.37MB 07 Modeling Autoregression The AR Model/040 Fitting Higher-Lag AR Models for Returns.en.srt | 4.26KB 07 Modeling Autoregression The AR Model/040 Fitting Higher-Lag AR Models for Returns.mp4 | 26.88MB 07 Modeling Autoregression The AR Model/041 Normalizing Values.en.srt | 6.71KB 07 Modeling Autoregression The AR Model/041 Normalizing Values.mp4 | 33.08MB 07 Modeling Autoregression The AR Model/042 Model Selection for Normalized Returns (AR).en.srt | 3.06KB 07 Modeling Autoregression The AR Model/042 Model Selection for Normalized Returns (AR).mp4 | 19.83MB 07 Modeling Autoregression The AR Model/043 Examining the AR Model Residuals.en.srt | 7.01KB 07 Modeling Autoregression The AR Model/043 Examining the AR Model Residuals.mp4 | 28.78MB 07 Modeling Autoregression The AR Model/044 Unexpected Shocks from Past Periods.en.srt | 2.00KB 07 Modeling Autoregression The AR Model/044 Unexpected Shocks from Past Periods.mp4 | 16.77MB 07 Modeling Autoregression The AR Model/external-assets-links.txt | 668B 08 Adjusting to Shocks The MA Model/045 8.1.1-MA-Inf-AR-1.pdf | 169.18KB 08 Adjusting to Shocks The MA Model/045 8.1.1.AR-Inf-MA-1.pdf | 166.45KB 08 Adjusting to Shocks The MA Model/045 The Moving Average (MA) Model.en.srt | 6.46KB 08 Adjusting to Shocks The MA Model/045 The Moving Average (MA) Model.mp4 | 29.46MB 08 Adjusting to Shocks The MA Model/046 Course-Notes-The-MA-Model.pdf | 136.02KB 08 Adjusting to Shocks The MA Model/046 Fitting an MA(1) Model for Returns.en.srt | 4.93KB 08 Adjusting to Shocks The MA Model/046 Fitting an MA(1) Model for Returns.mp4 | 21.52MB 08 Adjusting to Shocks The MA Model/047 Fitting Higher-Lag MA Models for Returns.en.srt | 9.24KB 08 Adjusting to Shocks The MA Model/047 Fitting Higher-Lag MA Models for Returns.mp4 | 55.85MB 08 Adjusting to Shocks The MA Model/048 Examining the MA Model Residuals for Returns.en.srt | 6.81KB 08 Adjusting to Shocks The MA Model/048 Examining the MA Model Residuals for Returns.mp4 | 33.48MB 08 Adjusting to Shocks The MA Model/049 Model Selection for Normalized Returns (MA).en.srt | 4.27KB 08 Adjusting to Shocks The MA Model/049 Model Selection for Normalized Returns (MA).mp4 | 19.10MB 08 Adjusting to Shocks The MA Model/050 Fitting an MA(1) Model for Prices.en.srt | 5.76KB 08 Adjusting to Shocks The MA Model/050 Fitting an MA(1) Model for Prices.mp4 | 28.34MB 08 Adjusting to Shocks The MA Model/051 Past Values and Past Errors.en.srt | 3.22KB 08 Adjusting to Shocks The MA Model/051 Past Values and Past Errors.mp4 | 20.46MB 08 Adjusting to Shocks The MA Model/external-assets-links.txt | 282B 09 Past Values and Past Errors The ARMA Model/052 Course-Notes-The-ARMA-Model.pdf | 147.04KB 09 Past Values and Past Errors The ARMA Model/052 The Autoregressive Moving Average (ARMA) Model.en.srt | 3.93KB 09 Past Values and Past Errors The ARMA Model/052 The Autoregressive Moving Average (ARMA) Model.mp4 | 28.34MB 09 Past Values and Past Errors The ARMA Model/053 Fitting a Simple ARMA Model for Returns.en.srt | 5.38KB 09 Past Values and Past Errors The ARMA Model/053 Fitting a Simple ARMA Model for Returns.mp4 | 28.41MB 09 Past Values and Past Errors The ARMA Model/054 Fitting a Higher-Lag ARMA Model for Returns - Part 1.en.srt | 6.89KB 09 Past Values and Past Errors The ARMA Model/054 Fitting a Higher-Lag ARMA Model for Returns - Part 1.mp4 | 39.54MB 09 Past Values and Past Errors The ARMA Model/055 Fitting a Higher-Lag ARMA Model for Returns - Part 2.en.srt | 7.00KB 09 Past Values and Past Errors The ARMA Model/055 Fitting a Higher-Lag ARMA Model for Returns - Part 2.mp4 | 38.18MB 09 Past Values and Past Errors The ARMA Model/056 Fitting a Higher-Lag ARMA Model for Returns - Part 3.en.srt | 6.71KB 09 Past Values and Past Errors The ARMA Model/056 Fitting a Higher-Lag ARMA Model for Returns - Part 3.mp4 | 43.81MB 09 Past Values and Past Errors The ARMA Model/057 Examining the ARMA Model Residuals of Returns.en.srt | 8.67KB 09 Past Values and Past Errors The ARMA Model/057 Examining the ARMA Model Residuals of Returns.mp4 | 51.27MB 09 Past Values and Past Errors The ARMA Model/058 ARMA for Prices.en.srt | 9.69KB 09 Past Values and Past Errors The ARMA Model/058 ARMA for Prices.mp4 | 55.97MB 09 Past Values and Past Errors The ARMA Model/059 ARMA Models and Non-Stationary Data.en.srt | 2.90KB 09 Past Values and Past Errors The ARMA Model/059 ARMA Models and Non-Stationary Data.mp4 | 14.87MB 09 Past Values and Past Errors The ARMA Model/external-assets-links.txt | 284B 10 Modeling Non-Stationary Data The ARIMA Model/060 Course-Notes-The-ARIMA-Model.pdf | 166.39KB 10 Modeling Non-Stationary Data The ARIMA Model/060 The Autoregressive Integrated Moving Average (ARIMA) Model.en.srt | 7.51KB 10 Modeling Non-Stationary Data The ARIMA Model/060 The Autoregressive Integrated Moving Average (ARIMA) Model.mp4 | 46.90MB 10 Modeling Non-Stationary Data The ARIMA Model/061 Fitting a Simple ARIMA Model for Prices.en.srt | 7.27KB 10 Modeling Non-Stationary Data The ARIMA Model/061 Fitting a Simple ARIMA Model for Prices.mp4 | 39.21MB 10 Modeling Non-Stationary Data The ARIMA Model/062 Fitting a Higher-Lag ARIMA Model for Prices - Part 1.en.srt | 7.32KB 10 Modeling Non-Stationary Data The ARIMA Model/062 Fitting a Higher-Lag ARIMA Model for Prices - Part 1.mp4 | 41.85MB 10 Modeling Non-Stationary Data The ARIMA Model/063 Fitting a Higher-Lag ARIMA Model for Prices - Part 2.en.srt | 7.22KB 10 Modeling Non-Stationary Data The ARIMA Model/063 Fitting a Higher-Lag ARIMA Model for Prices - Part 2.mp4 | 43.65MB 10 Modeling Non-Stationary Data The ARIMA Model/064 Higher Levels of Integration.en.srt | 5.27KB 10 Modeling Non-Stationary Data The ARIMA Model/064 Higher Levels of Integration.mp4 | 24.41MB 10 Modeling Non-Stationary Data The ARIMA Model/065 Using ARIMA Models for Returns.en.srt | 4.72KB 10 Modeling Non-Stationary Data The ARIMA Model/065 Using ARIMA Models for Returns.mp4 | 24.40MB 10 Modeling Non-Stationary Data The ARIMA Model/066 Course-Notes-The-ARMAX-Model.pdf | 130.82KB 10 Modeling Non-Stationary Data The ARIMA Model/066 Outside Factors and the ARIMAX Model.en.srt | 5.06KB 10 Modeling Non-Stationary Data The ARIMA Model/066 Outside Factors and the ARIMAX Model.mp4 | 24.21MB 10 Modeling Non-Stationary Data The ARIMA Model/066 The-ARIMAX-Model.pdf | 127.80KB 10 Modeling Non-Stationary Data The ARIMA Model/067 Course-Notes-The-SARIMAX-Model.pdf | 209.30KB 10 Modeling Non-Stationary Data The ARIMA Model/067 Seasonal Models - SARIMAX.en.srt | 10.12KB 10 Modeling Non-Stationary Data The ARIMA Model/067 Seasonal Models - SARIMAX.mp4 | 46.95MB 10 Modeling Non-Stationary Data The ARIMA Model/068 Predicting Stability.en.srt | 2.43KB 10 Modeling Non-Stationary Data The ARIMA Model/068 Predicting Stability.mp4 | 16.98MB 10 Modeling Non-Stationary Data The ARIMA Model/external-assets-links.txt | 323B 11 Measuring Volatility The ARCH Model/069 Course-Notes-The-ARCH-Model.pdf | 138.19KB 11 Measuring Volatility The ARCH Model/069 The Autoregressive Conditional Heteroscedasticity (ARCH) Model.en.srt | 6.77KB 11 Measuring Volatility The ARCH Model/069 The Autoregressive Conditional Heteroscedasticity (ARCH) Model.mp4 | 43.03MB 11 Measuring Volatility The ARCH Model/070 Volatility.en.srt | 4.12KB 11 Measuring Volatility The ARCH Model/070 Volatility.mp4 | 28.15MB 11 Measuring Volatility The ARCH Model/071 A More Detailed Look of the ARCH Model.en.srt | 8.33KB 11 Measuring Volatility The ARCH Model/071 A More Detailed Look of the ARCH Model.mp4 | 43.36MB 11 Measuring Volatility The ARCH Model/072 The arch_model Method.en.srt | 9.74KB 11 Measuring Volatility The ARCH Model/072 The arch_model Method.mp4 | 55.86MB 11 Measuring Volatility The ARCH Model/072 arch-model.pdf | 61.78KB 11 Measuring Volatility The ARCH Model/073 The Simple ARCH Model.en.srt | 8.53KB 11 Measuring Volatility The ARCH Model/073 The Simple ARCH Model.mp4 | 52.89MB 11 Measuring Volatility The ARCH Model/074 Higher-Lag ARCH Models.en.srt | 3.92KB 11 Measuring Volatility The ARCH Model/074 Higher-Lag ARCH Models.mp4 | 28.47MB 11 Measuring Volatility The ARCH Model/075 An ARMA Equivalent of the ARCH Model.en.srt | 1.86KB 11 Measuring Volatility The ARCH Model/075 An ARMA Equivalent of the ARCH Model.mp4 | 12.40MB 11 Measuring Volatility The ARCH Model/external-assets-links.txt | 297B 12 An ARMA Equivalent of the ARCH The GARCH Model/076 Course-Notes-The-GARCH-Model.pdf | 147.42KB 12 An ARMA Equivalent of the ARCH The GARCH Model/076 The Generalized Autoregressive Conditional Heteroskedasticity (GARCH) Model.en.srt | 4.25KB 12 An ARMA Equivalent of the ARCH The GARCH Model/076 The Generalized Autoregressive Conditional Heteroskedasticity (GARCH) Model.mp4 | 24.41MB 12 An ARMA Equivalent of the ARCH The GARCH Model/077 The ARMA and the GARCH.en.srt | 2.97KB 12 An ARMA Equivalent of the ARCH The GARCH Model/077 The ARMA and the GARCH.mp4 | 18.09MB 12 An ARMA Equivalent of the ARCH The GARCH Model/078 The Simple GARCH Model.en.srt | 4.30KB 12 An ARMA Equivalent of the ARCH The GARCH Model/078 The Simple GARCH Model.mp4 | 25.46MB 12 An ARMA Equivalent of the ARCH The GARCH Model/079 Higher-Lag GARCH Models.en.srt | 4.81KB 12 An ARMA Equivalent of the ARCH The GARCH Model/079 Higher-Lag GARCH Models.mp4 | 29.76MB 12 An ARMA Equivalent of the ARCH The GARCH Model/080 An Alternative to the Model Selection Process.en.srt | 1.49KB 12 An ARMA Equivalent of the ARCH The GARCH Model/080 An Alternative to the Model Selection Process.mp4 | 13.37MB 12 An ARMA Equivalent of the ARCH The GARCH Model/external-assets-links.txt | 285B 13 Auto ARIMA/081 Auto ARIMA.en.srt | 6.48KB 13 Auto ARIMA/081 Auto ARIMA.mp4 | 43.06MB 13 Auto ARIMA/082 Preparing Python for Model Selection.en.srt | 1.88KB 13 Auto ARIMA/082 Preparing Python for Model Selection.mp4 | 11.44MB 13 Auto ARIMA/083 The Default Best Fit.en.srt | 7.77KB 13 Auto ARIMA/083 The Default Best Fit.mp4 | 41.10MB 13 Auto ARIMA/084 Basic Auto ARIMA Arguments.en.srt | 13.38KB 13 Auto ARIMA/084 Basic Auto ARIMA Arguments.mp4 | 87.42MB 13 Auto ARIMA/085 Advanced Auto ARIMA Arguments.en.srt | 5.82KB 13 Auto ARIMA/085 Advanced Auto ARIMA Arguments.mp4 | 40.83MB 13 Auto ARIMA/086 The Goal Behind Modelling.en.srt | 1.31KB 13 Auto ARIMA/086 The Goal Behind Modelling.mp4 | 10.63MB 13 Auto ARIMA/external-assets-links.txt | 407B 14 Forecasting/087 Introduction to Forecasting.en.srt | 9.55KB 14 Forecasting/087 Introduction to Forecasting.mp4 | 51.25MB 14 Forecasting/088 Simple Forecasting Returns with AR and MA.en.srt | 5.31KB 14 Forecasting/088 Simple Forecasting Returns with AR and MA.mp4 | 28.80MB 14 Forecasting/089 Intermediate (MAX Model) Forecasting.en.srt | 8.02KB 14 Forecasting/089 Intermediate (MAX Model) Forecasting.mp4 | 39.98MB 14 Forecasting/090 Advanced (Seasonal) Forecasting.en.srt | 5.34KB 14 Forecasting/090 Advanced (Seasonal) Forecasting.mp4 | 24.93MB 14 Forecasting/091 Auto ARIMA Forecasting.en.srt | 6.22KB 14 Forecasting/091 Auto ARIMA Forecasting.mp4 | 28.39MB 14 Forecasting/092 Pitfalls of Forecasting.en.srt | 8.46KB 14 Forecasting/092 Pitfalls of Forecasting.mp4 | 47.88MB 14 Forecasting/093 Forecasting Volatility.en.srt | 7.01KB 14 Forecasting/093 Forecasting Volatility.mp4 | 36.58MB 14 Forecasting/094 Forecasting Appendix Multivariate Forecasting.en.srt | 10.04KB 14 Forecasting/094 Forecasting Appendix Multivariate Forecasting.mp4 | 57.67MB 14 Forecasting/external-assets-links.txt | 274B 15 Business Case/095 Business Case - A Look Into the Automobile Industry.en.srt | 37.58KB 15 Business Case/095 Business Case - A Look Into the Automobile Industry.mp4 | 186.23MB 15 Business Case/external-assets-links.txt | 286B Readme.txt | 962B [GigaCourse.com].url | 49B