GigaCourse com Udemy Time Series Analysis in Python 2020 | 1AA7E503BBA9349536A41313F7380FBB97C82E75

GigaCourse com Udemy Time Series Analysis in Python 2020

Name	[GigaCourse.com] Udemy - Time Series Analysis in Python 2020	DOWNLOAD Copy Link
Total Size	3.1 GB
Total Files	219
Hash	1AA7E503BBA9349536A41313F7380FBB97C82E75

/01 Introduction/
001 What does the course cover.en.srt	7.1 KB
001 What does the course cover.mp4	49.6 MB
/02 Setting Up the Environment/
002 Setting up the environment - Do not skip please.en.srt	1.3 KB
002 Setting up the environment - Do not skip please.mp4	6.3 MB
003 Why Python and Jupyter.en.srt	6.6 KB
003 Why Python and Jupyter.mp4	26.4 MB
004 Installing Anaconda.en.srt	4.8 KB
004 Installing Anaconda.mp4	27.9 MB
005 Jupyter Dashboard - Part 1.en.srt	3.4 KB
005 Jupyter Dashboard - Part 1.mp4	10.2 MB
006 Jupyter Dashboard - Part 2.en.srt	6.8 KB
006 Jupyter Dashboard - Part 2.mp4	21.0 MB
007 Installing the Necessary Packages.en.srt	1.9 KB
007 Installing the Necessary Packages.mp4	8.2 MB
008 Installing Packages - Exercise.html	1.2 KB
009 Installing Packages - Exercise Solution.html	1.5 KB
/03 Introduction to Time Series in Python/
010 Introduction to Time-Series Data.en.srt	5.7 KB
010 Introduction to Time-Series Data.mp4	49.5 MB
011 Notation for Time Series Data.en.srt	1.7 KB
011 Notation for Time Series Data.mp4	12.8 MB
012 Peculiarities of Time Series Data.en.srt	3.9 KB
012 Peculiarities of Time Series Data.mp4	28.1 MB
013 IndexE8.csv	297.7 KB
013 Loading the Data.en.srt	2.8 KB
013 Loading the Data.mp4	10.7 MB
014 Examining the Data.en.srt	6.9 KB
014 Examining the Data.mp4	41.8 MB
015 Plotting the Data.en.srt	6.2 KB
015 Plotting the Data.mp4	22.3 MB
016 The QQ Plot.en.srt	3.5 KB
016 The QQ Plot.mp4	17.1 MB
external-assets-links.txt	0.3 KB
/04 Creating a Time Series Object in Python/
017 Transforming String inputs into DateTime Values.en.srt	6.2 KB
017 Transforming String inputs into DateTime Values.mp4	29.3 MB
018 Using Date as an Index.en.srt	3.8 KB
018 Using Date as an Index.mp4	17.4 MB
019 Setting the Frequency.en.srt	3.2 KB
019 Setting the Frequency.mp4	14.1 MB
020 Filling Missing Values.en.srt	7.3 KB
020 Filling Missing Values.mp4	31.4 MB
021 Adding and Removing Columns in a Data Frame.en.srt	4.5 KB
021 Adding and Removing Columns in a Data Frame.mp4	17.0 MB
022 Splitting Up the Data.en.srt	5.3 KB
022 Splitting Up the Data.mp4	22.0 MB
023 Appendix Updating the Dataset.html	8.9 KB
023 Section-4-Appendix-Updating-the-Dataset.pdf	241.1 KB
external-assets-links.txt	0.5 KB
/05 Working with Time Series in Python/
024 Warning-Messages.pdf	155.1 KB
024 White Noise.en.srt	8.3 KB
024 White Noise.mp4	48.6 MB
025 RandWalk.csv	167.9 KB
025 Random Walk.en.srt	6.5 KB
025 Random Walk.mp4	34.0 MB
026 Stationarity.en.srt	3.2 KB
026 Stationarity.mp4	22.6 MB
027 Determining Weak Form Stationarity.en.srt	7.6 KB
027 Determining Weak Form Stationarity.mp4	35.5 MB
028 Seasonality.en.srt	6.5 KB
028 Seasonality.mp4	35.9 MB
029 Correlation Between Past and Present Values.en.srt	2.3 KB
029 Correlation Between Past and Present Values.mp4	14.8 MB
030 The Autocorrelation Function (ACF).en.srt	7.9 KB
030 The Autocorrelation Function (ACF).mp4	32.1 MB
030 The-ACF.pdf	63.5 KB
031 The Partial Autocorrelation Function (PACF).en.srt	6.4 KB
031 The Partial Autocorrelation Function (PACF).mp4	28.5 MB
031 The-PACF.pdf	65.1 KB
external-assets-links.txt	0.4 KB
/06 Picking the Correct Model/
032 Picking the Correct Model.en.srt	3.4 KB
032 Picking the Correct Model.mp4	24.1 MB
/07 Modeling Autoregression The AR Model/
033 The Autoregressive (AR) Model.en.srt	6.4 KB
033 The Autoregressive (AR) Model.mp4	47.5 MB
034 Course-Notes-The-AR-Model.pdf	435.6 KB
034 Examining the ACF and PACF of Prices.en.srt	6.2 KB
034 Examining the ACF and PACF of Prices.mp4	34.7 MB
035 Fitting an AR(1) Model for Index Prices.en.srt	6.0 KB
035 Fitting an AR(1) Model for Index Prices.mp4	33.2 MB
036 Fitting Higher-Lag AR Models for Prices.en.srt	11.7 KB
036 Fitting Higher-Lag AR Models for Prices.mp4	66.2 MB
037 Using Returns Instead of Prices.en.srt	7.7 KB
037 Using Returns Instead of Prices.mp4	32.9 MB
038 Examining the ACF and PACF of Returns.en.srt	2.8 KB
038 Examining the ACF and PACF of Returns.mp4	16.4 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	14.0 MB
040 Fitting Higher-Lag AR Models for Returns.en.srt	4.4 KB
040 Fitting Higher-Lag AR Models for Returns.mp4	28.2 MB
041 Normalizing Values.en.srt	6.9 KB
041 Normalizing Values.mp4	34.7 MB
042 Model Selection for Normalized Returns (AR).en.srt	3.1 KB
042 Model Selection for Normalized Returns (AR).mp4	20.8 MB
043 Examining the AR Model Residuals.en.srt	7.2 KB
043 Examining the AR Model Residuals.mp4	30.2 MB
044 Unexpected Shocks from Past Periods.en.srt	2.0 KB
044 Unexpected Shocks from Past Periods.mp4	17.6 MB
external-assets-links.txt	0.7 KB
/08 Adjusting to Shocks The MA Model/
045 8.1.1-MA-Inf-AR-1.pdf	173.2 KB
045 8.1.1.AR-Inf-MA-1.pdf	170.4 KB
045 The Moving Average (MA) Model.en.srt	6.6 KB
045 The Moving Average (MA) Model.mp4	30.9 MB
046 Course-Notes-The-MA-Model.pdf	139.3 KB
046 Fitting an MA(1) Model for Returns.en.srt	5.0 KB
046 Fitting an MA(1) Model for Returns.mp4	22.6 MB
047 Fitting Higher-Lag MA Models for Returns.en.srt	9.5 KB
047 Fitting Higher-Lag MA Models for Returns.mp4	58.6 MB
048 Examining the MA Model Residuals for Returns.en.srt	7.0 KB
048 Examining the MA Model Residuals for Returns.mp4	35.1 MB
049 Model Selection for Normalized Returns (MA).en.srt	4.4 KB
049 Model Selection for Normalized Returns (MA).mp4	20.0 MB
050 Fitting an MA(1) Model for Prices.en.srt	5.9 KB
050 Fitting an MA(1) Model for Prices.mp4	29.7 MB
051 Past Values and Past Errors.en.srt	3.3 KB
051 Past Values and Past Errors.mp4	21.5 MB
external-assets-links.txt	0.3 KB
/09 Past Values and Past Errors The ARMA Model/
052 Course-Notes-The-ARMA-Model.pdf	150.6 KB
052 The Autoregressive Moving Average (ARMA) Model.en.srt	4.0 KB
052 The Autoregressive Moving Average (ARMA) Model.mp4	29.7 MB
053 Fitting a Simple ARMA Model for Returns.en.srt	5.5 KB
053 Fitting a Simple ARMA Model for Returns.mp4	29.8 MB
054 Fitting a Higher-Lag ARMA Model for Returns - Part 1.en.srt	7.1 KB
054 Fitting a Higher-Lag ARMA Model for Returns - Part 1.mp4	41.5 MB
055 Fitting a Higher-Lag ARMA Model for Returns - Part 2.en.srt	7.2 KB
055 Fitting a Higher-Lag ARMA Model for Returns - Part 2.mp4	40.0 MB
056 Fitting a Higher-Lag ARMA Model for Returns - Part 3.en.srt	6.9 KB
056 Fitting a Higher-Lag ARMA Model for Returns - Part 3.mp4	45.9 MB
057 Examining the ARMA Model Residuals of Returns.en.srt	8.9 KB
057 Examining the ARMA Model Residuals of Returns.mp4	53.8 MB
058 ARMA for Prices.en.srt	9.9 KB
058 ARMA for Prices.mp4	58.7 MB
059 ARMA Models and Non-Stationary Data.en.srt	3.0 KB
059 ARMA Models and Non-Stationary Data.mp4	15.6 MB
external-assets-links.txt	0.3 KB
/10 Modeling Non-Stationary Data The ARIMA Model/
060 Course-Notes-The-ARIMA-Model.pdf	170.4 KB
060 The Autoregressive Integrated Moving Average (ARIMA) Model.en.srt	7.7 KB
060 The Autoregressive Integrated Moving Average (ARIMA) Model.mp4	49.2 MB
061 Fitting a Simple ARIMA Model for Prices.en.srt	7.4 KB
061 Fitting a Simple ARIMA Model for Prices.mp4	41.1 MB
062 Fitting a Higher-Lag ARIMA Model for Prices - Part 1.en.srt	7.5 KB
062 Fitting a Higher-Lag ARIMA Model for Prices - Part 1.mp4	43.9 MB
063 Fitting a Higher-Lag ARIMA Model for Prices - Part 2.en.srt	7.4 KB
063 Fitting a Higher-Lag ARIMA Model for Prices - Part 2.mp4	45.8 MB
064 Higher Levels of Integration.en.srt	5.4 KB
064 Higher Levels of Integration.mp4	25.6 MB
065 Using ARIMA Models for Returns.en.srt	4.8 KB
065 Using ARIMA Models for Returns.mp4	25.6 MB
066 Course-Notes-The-ARMAX-Model.pdf	134.0 KB
066 Outside Factors and the ARIMAX Model.en.srt	5.2 KB
066 Outside Factors and the ARIMAX Model.mp4	25.4 MB
066 The-ARIMAX-Model.pdf	130.9 KB
067 Course-Notes-The-SARIMAX-Model.pdf	214.3 KB
067 Seasonal Models - SARIMAX.en.srt	10.4 KB
067 Seasonal Models - SARIMAX.mp4	49.2 MB
068 Predicting Stability.en.srt	2.5 KB
068 Predicting Stability.mp4	17.8 MB
external-assets-links.txt	0.3 KB
/11 Measuring Volatility The ARCH Model/
069 Course-Notes-The-ARCH-Model.pdf	141.5 KB
069 The Autoregressive Conditional Heteroscedasticity (ARCH) Model.en.srt	6.9 KB
069 The Autoregressive Conditional Heteroscedasticity (ARCH) Model.mp4	45.1 MB
070 Volatility.en.srt	4.2 KB
070 Volatility.mp4	29.5 MB
071 A More Detailed Look of the ARCH Model.en.srt	8.5 KB
071 A More Detailed Look of the ARCH Model.mp4	45.5 MB
072 The arch_model Method.en.srt	10.0 KB
072 The arch_model Method.mp4	58.6 MB
072 arch-model.pdf	63.3 KB
073 The Simple ARCH Model.en.srt	8.7 KB
073 The Simple ARCH Model.mp4	55.5 MB
074 Higher-Lag ARCH Models.en.srt	4.0 KB
074 Higher-Lag ARCH Models.mp4	29.8 MB
075 An ARMA Equivalent of the ARCH Model.en.srt	1.9 KB
075 An ARMA Equivalent of the ARCH Model.mp4	13.0 MB
external-assets-links.txt	0.3 KB
/12 An ARMA Equivalent of the ARCH The GARCH Model/
076 Course-Notes-The-GARCH-Model.pdf	151.0 KB
076 The Generalized Autoregressive Conditional Heteroskedasticity (GARCH) Model.en.srt	4.4 KB
076 The Generalized Autoregressive Conditional Heteroskedasticity (GARCH) Model.mp4	25.6 MB
077 The ARMA and the GARCH.en.srt	3.0 KB
077 The ARMA and the GARCH.mp4	19.0 MB
078 The Simple GARCH Model.en.srt	4.4 KB
078 The Simple GARCH Model.mp4	26.7 MB
079 Higher-Lag GARCH Models.en.srt	4.9 KB
079 Higher-Lag GARCH Models.mp4	31.2 MB
080 An Alternative to the Model Selection Process.en.srt	1.5 KB
080 An Alternative to the Model Selection Process.mp4	14.0 MB
external-assets-links.txt	0.3 KB
/13 Auto ARIMA/
081 Auto ARIMA.en.srt	6.6 KB
081 Auto ARIMA.mp4	45.2 MB
082 Preparing Python for Model Selection.en.srt	1.9 KB
082 Preparing Python for Model Selection.mp4	12.0 MB
083 The Default Best Fit.en.srt	8.0 KB
083 The Default Best Fit.mp4	43.1 MB
084 Basic Auto ARIMA Arguments.en.srt	13.7 KB
084 Basic Auto ARIMA Arguments.mp4	91.7 MB
085 Advanced Auto ARIMA Arguments.en.srt	6.0 KB
085 Advanced Auto ARIMA Arguments.mp4	42.8 MB
086 The Goal Behind Modelling.en.srt	1.3 KB
086 The Goal Behind Modelling.mp4	11.2 MB
external-assets-links.txt	0.4 KB
/14 Forecasting/
087 Introduction to Forecasting.en.srt	9.8 KB
087 Introduction to Forecasting.mp4	53.7 MB
088 Simple Forecasting Returns with AR and MA.en.srt	5.4 KB
088 Simple Forecasting Returns with AR and MA.mp4	30.2 MB
089 Intermediate (MAX Model) Forecasting.en.srt	8.2 KB
089 Intermediate (MAX Model) Forecasting.mp4	41.9 MB
090 Advanced (Seasonal) Forecasting.en.srt	5.5 KB
090 Advanced (Seasonal) Forecasting.mp4	26.1 MB
091 Auto ARIMA Forecasting.en.srt	6.4 KB
091 Auto ARIMA Forecasting.mp4	29.8 MB
092 Pitfalls of Forecasting.en.srt	8.7 KB
092 Pitfalls of Forecasting.mp4	50.2 MB
093 Forecasting Volatility.en.srt	7.2 KB
093 Forecasting Volatility.mp4	38.4 MB
094 Forecasting Appendix Multivariate Forecasting.en.srt	10.3 KB
094 Forecasting Appendix Multivariate Forecasting.mp4	60.5 MB
external-assets-links.txt	0.3 KB
/15 Business Case/
095 Business Case - A Look Into the Automobile Industry.en.srt	38.5 KB
095 Business Case - A Look Into the Automobile Industry.mp4	195.3 MB
external-assets-links.txt	0.3 KB
/
Readme.txt	1.0 KB
[GigaCourse.com].url	0.0 KB
Total files 219