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Time-series-Analysis-in-Python

File Name
Size
01 Introduction/001 What does the course cover.en.srt
6.9 kB
01 Introduction/001 What does the course cover.mp4
47 MB
02 Setting Up the Environment/002 Setting up the environment - Do not skip please.en.srt
1.3 kB
02 Setting Up the Environment/002 Setting up the environment - Do not skip please.mp4
6.0 MB
02 Setting Up the Environment/003 Why Python and Jupyter.en.srt
6.4 kB
02 Setting Up the Environment/003 Why Python and Jupyter.mp4
25 MB
02 Setting Up the Environment/004 Installing Anaconda.en.srt
4.7 kB
02 Setting Up the Environment/004 Installing Anaconda.mp4
27 MB
02 Setting Up the Environment/005 Jupyter Dashboard - Part 1.en.srt
3.3 kB
02 Setting Up the Environment/005 Jupyter Dashboard - Part 1.mp4
9.8 MB
02 Setting Up the Environment/006 Jupyter Dashboard - Part 2.en.srt
6.6 kB
02 Setting Up the Environment/006 Jupyter Dashboard - Part 2.mp4
20 MB
02 Setting Up the Environment/007 Installing the Necessary Packages.en.srt
1.9 kB
02 Setting Up the Environment/007 Installing the Necessary Packages.mp4
7.8 MB
02 Setting Up the Environment/008 Installing Packages - Exercise.html
1.2 kB
02 Setting Up the Environment/009 Installing Packages - Exercise Solution.html
1.5 kB
03 Introduction to Time Series in Python/010 Introduction to Time-Series Data.en.srt
5.5 kB
03 Introduction to Time Series in Python/010 Introduction to Time-Series Data.mp4
47 MB
03 Introduction to Time Series in Python/011 Notation for Time Series Data.en.srt
1.7 kB
03 Introduction to Time Series in Python/011 Notation for Time Series Data.mp4
12 MB
03 Introduction to Time Series in Python/012 Peculiarities of Time Series Data.en.srt
3.8 kB
03 Introduction to Time Series in Python/012 Peculiarities of Time Series Data.mp4
27 MB
03 Introduction to Time Series in Python/013 IndexE8.csv
291 kB
03 Introduction to Time Series in Python/013 Loading the Data.en.srt
2.7 kB
03 Introduction to Time Series in Python/013 Loading the Data.mp4
10 MB
03 Introduction to Time Series in Python/014 Examining the Data.en.srt
6.8 kB
03 Introduction to Time Series in Python/014 Examining the Data.mp4
40 MB
03 Introduction to Time Series in Python/015 Plotting the Data.en.srt
6.1 kB
03 Introduction to Time Series in Python/015 Plotting the Data.mp4
21 MB
03 Introduction to Time Series in Python/016 The QQ Plot.en.srt
3.4 kB
03 Introduction to Time Series in Python/016 The QQ Plot.mp4
16 MB
03 Introduction to Time Series in Python/external-assets-links.txt
349 B
04 Creating a Time Series Object in Python/017 Transforming String inputs into DateTime Values.en.srt
6.1 kB
04 Creating a Time Series Object in Python/017 Transforming String inputs into DateTime Values.mp4
28 MB
04 Creating a Time Series Object in Python/018 Using Date as an Index.en.srt
3.7 kB
04 Creating a Time Series Object in Python/018 Using Date as an Index.mp4
17 MB
04 Creating a Time Series Object in Python/019 Setting the Frequency.en.srt
3.1 kB
04 Creating a Time Series Object in Python/019 Setting the Frequency.mp4
13 MB
04 Creating a Time Series Object in Python/020 Filling Missing Values.en.srt
7.1 kB
04 Creating a Time Series Object in Python/020 Filling Missing Values.mp4
30 MB
04 Creating a Time Series Object in Python/021 Adding and Removing Columns in a Data Frame.en.srt
4.4 kB
04 Creating a Time Series Object in Python/021 Adding and Removing Columns in a Data Frame.mp4
16 MB
04 Creating a Time Series Object in Python/022 Splitting Up the Data.en.srt
5.2 kB
04 Creating a Time Series Object in Python/022 Splitting Up the Data.mp4
21 MB
04 Creating a Time Series Object in Python/023 Appendix Updating the Dataset.html
8.7 kB
04 Creating a Time Series Object in Python/023 Section-4-Appendix-Updating-the-Dataset.pdf
236 kB
04 Creating a Time Series Object in Python/external-assets-links.txt
522 B
05 Working with Time Series in Python/024 Warning-Messages.pdf
152 kB
05 Working with Time Series in Python/024 White Noise.en.srt
8.1 kB
05 Working with Time Series in Python/024 White Noise.mp4
46 MB
05 Working with Time Series in Python/025 Random Walk.en.srt
6.4 kB
05 Working with Time Series in Python/025 Random Walk.mp4
32 MB
05 Working with Time Series in Python/025 RandWalk.csv
164 kB
05 Working with Time Series in Python/026 Stationarity.en.srt
3.1 kB
05 Working with Time Series in Python/026 Stationarity.mp4
22 MB
05 Working with Time Series in Python/027 Determining Weak Form Stationarity.en.srt
7.5 kB
05 Working with Time Series in Python/027 Determining Weak Form Stationarity.mp4
34 MB
05 Working with Time Series in Python/028 Seasonality.en.srt
6.3 kB
05 Working with Time Series in Python/028 Seasonality.mp4
34 MB
05 Working with Time Series in Python/029 Correlation Between Past and Present Values.en.srt
2.2 kB
05 Working with Time Series in Python/029 Correlation Between Past and Present Values.mp4
14 MB
05 Working with Time Series in Python/030 The Autocorrelation Function (ACF).en.srt
7.7 kB
05 Working with Time Series in Python/030 The Autocorrelation Function (ACF).mp4
31 MB
05 Working with Time Series in Python/030 The-ACF.pdf
62 kB
05 Working with Time Series in Python/031 The Partial Autocorrelation Function (PACF).en.srt
6.3 kB
05 Working with Time Series in Python/031 The Partial Autocorrelation Function (PACF).mp4
27 MB
05 Working with Time Series in Python/031 The-PACF.pdf
64 kB
05 Working with Time Series in Python/external-assets-links.txt
388 B
06 Picking the Correct Model/032 Picking the Correct Model.en.srt
3.3 kB
06 Picking the Correct Model/032 Picking the Correct Model.mp4
23 MB
07 Modeling Autoregression The AR Model/033 The Autoregressive (AR) Model.en.srt
6.3 kB
07 Modeling Autoregression The AR Model/033 The Autoregressive (AR) Model.mp4
45 MB
07 Modeling Autoregression The AR Model/034 Course-Notes-The-AR-Model.pdf
425 kB
07 Modeling Autoregression The AR Model/034 Examining the ACF and PACF of Prices.en.srt
6.1 kB
07 Modeling Autoregression The AR Model/034 Examining the ACF and PACF of Prices.mp4
33 MB
07 Modeling Autoregression The AR Model/035 Fitting an AR(1) Model for Index Prices.en.srt
5.9 kB
07 Modeling Autoregression The AR Model/035 Fitting an AR(1) Model for Index Prices.mp4
32 MB
07 Modeling Autoregression The AR Model/036 Fitting Higher-Lag AR Models for Prices.en.srt
12 kB
07 Modeling Autoregression The AR Model/036 Fitting Higher-Lag AR Models for Prices.mp4
63 MB
07 Modeling Autoregression The AR Model/037 Using Returns Instead of Prices.en.srt
7.5 kB
07 Modeling Autoregression The AR Model/037 Using Returns Instead of Prices.mp4
31 MB
07 Modeling Autoregression The AR Model/038 Examining the ACF and PACF of Returns.en.srt
2.7 kB
07 Modeling Autoregression The AR Model/038 Examining the ACF and PACF of Returns.mp4
16 MB
07 Modeling Autoregression The AR Model/039 Fitting an AR(1) Model for Index Returns.en.srt
3.1 kB
07 Modeling Autoregression The AR Model/039 Fitting an AR(1) Model for Index Returns.mp4
13 MB
07 Modeling Autoregression The AR Model/040 Fitting Higher-Lag AR Models for Returns.en.srt
4.3 kB
07 Modeling Autoregression The AR Model/040 Fitting Higher-Lag AR Models for Returns.mp4
27 MB
07 Modeling Autoregression The AR Model/041 Normalizing Values.en.srt
6.7 kB
07 Modeling Autoregression The AR Model/041 Normalizing Values.mp4
33 MB
07 Modeling Autoregression The AR Model/042 Model Selection for Normalized Returns (AR).en.srt
3.1 kB
07 Modeling Autoregression The AR Model/042 Model Selection for Normalized Returns (AR).mp4
20 MB
07 Modeling Autoregression The AR Model/043 Examining the AR Model Residuals.en.srt
7.0 kB
07 Modeling Autoregression The AR Model/043 Examining the AR Model Residuals.mp4
29 MB
07 Modeling Autoregression The AR Model/044 Unexpected Shocks from Past Periods.en.srt
2.0 kB
07 Modeling Autoregression The AR Model/044 Unexpected Shocks from Past Periods.mp4
17 MB
07 Modeling Autoregression The AR Model/external-assets-links.txt
668 B
08 Adjusting to Shocks The MA Model/045 8.1.1-MA-Inf-AR-1.pdf
169 kB
08 Adjusting to Shocks The MA Model/045 8.1.1.AR-Inf-MA-1.pdf
166 kB
08 Adjusting to Shocks The MA Model/045 The Moving Average (MA) Model.en.srt
6.5 kB
08 Adjusting to Shocks The MA Model/045 The Moving Average (MA) Model.mp4
30 MB
08 Adjusting to Shocks The MA Model/046 Course-Notes-The-MA-Model.pdf
136 kB
08 Adjusting to Shocks The MA Model/046 Fitting an MA(1) Model for Returns.en.srt
4.9 kB
08 Adjusting to Shocks The MA Model/046 Fitting an MA(1) Model for Returns.mp4
22 MB
08 Adjusting to Shocks The MA Model/047 Fitting Higher-Lag MA Models for Returns.en.srt
9.2 kB
08 Adjusting to Shocks The MA Model/047 Fitting Higher-Lag MA Models for Returns.mp4
56 MB
08 Adjusting to Shocks The MA Model/048 Examining the MA Model Residuals for Returns.en.srt
6.8 kB
08 Adjusting to Shocks The MA Model/048 Examining the MA Model Residuals for Returns.mp4
34 MB
08 Adjusting to Shocks The MA Model/049 Model Selection for Normalized Returns (MA).en.srt
4.3 kB
08 Adjusting to Shocks The MA Model/049 Model Selection for Normalized Returns (MA).mp4
19 MB
08 Adjusting to Shocks The MA Model/050 Fitting an MA(1) Model for Prices.en.srt
5.8 kB
08 Adjusting to Shocks The MA Model/050 Fitting an MA(1) Model for Prices.mp4
28 MB
08 Adjusting to Shocks The MA Model/051 Past Values and Past Errors.en.srt
3.2 kB
08 Adjusting to Shocks The MA Model/051 Past Values and Past Errors.mp4
20 MB
08 Adjusting to Shocks The MA Model/external-assets-links.txt
282 B
09 Past Values and Past Errors The ARMA Model/052 Course-Notes-The-ARMA-Model.pdf
147 kB
09 Past Values and Past Errors The ARMA Model/052 The Autoregressive Moving Average (ARMA) Model.en.srt
3.9 kB
09 Past Values and Past Errors The ARMA Model/052 The Autoregressive Moving Average (ARMA) Model.mp4
28 MB
09 Past Values and Past Errors The ARMA Model/053 Fitting a Simple ARMA Model for Returns.en.srt
5.4 kB
09 Past Values and Past Errors The ARMA Model/053 Fitting a Simple ARMA Model for Returns.mp4
28 MB
09 Past Values and Past Errors The ARMA Model/054 Fitting a Higher-Lag ARMA Model for Returns - Part 1.en.srt
6.9 kB
09 Past Values and Past Errors The ARMA Model/054 Fitting a Higher-Lag ARMA Model for Returns - Part 1.mp4
40 MB
09 Past Values and Past Errors The ARMA Model/055 Fitting a Higher-Lag ARMA Model for Returns - Part 2.en.srt
7.0 kB
09 Past Values and Past Errors The ARMA Model/055 Fitting a Higher-Lag ARMA Model for Returns - Part 2.mp4
38 MB
09 Past Values and Past Errors The ARMA Model/056 Fitting a Higher-Lag ARMA Model for Returns - Part 3.en.srt
6.7 kB
09 Past Values and Past Errors The ARMA Model/056 Fitting a Higher-Lag ARMA Model for Returns - Part 3.mp4
44 MB
09 Past Values and Past Errors The ARMA Model/057 Examining the ARMA Model Residuals of Returns.en.srt
8.7 kB
09 Past Values and Past Errors The ARMA Model/057 Examining the ARMA Model Residuals of Returns.mp4
51 MB
09 Past Values and Past Errors The ARMA Model/058 ARMA for Prices.en.srt
9.7 kB
09 Past Values and Past Errors The ARMA Model/058 ARMA for Prices.mp4
56 MB
09 Past Values and Past Errors The ARMA Model/059 ARMA Models and Non-Stationary Data.en.srt
2.9 kB
09 Past Values and Past Errors The ARMA Model/059 ARMA Models and Non-Stationary Data.mp4
15 MB
09 Past Values and Past Errors The ARMA Model/external-assets-links.txt
284 B
10 Modeling Non-Stationary Data The ARIMA Model/060 Course-Notes-The-ARIMA-Model.pdf
166 kB
10 Modeling Non-Stationary Data The ARIMA Model/060 The Autoregressive Integrated Moving Average (ARIMA) Model.en.srt
7.5 kB
10 Modeling Non-Stationary Data The ARIMA Model/060 The Autoregressive Integrated Moving Average (ARIMA) Model.mp4
47 MB
10 Modeling Non-Stationary Data The ARIMA Model/061 Fitting a Simple ARIMA Model for Prices.en.srt
7.3 kB
10 Modeling Non-Stationary Data The ARIMA Model/061 Fitting a Simple ARIMA Model for Prices.mp4
39 MB
10 Modeling Non-Stationary Data The ARIMA Model/062 Fitting a Higher-Lag ARIMA Model for Prices - Part 1.en.srt
7.3 kB
10 Modeling Non-Stationary Data The ARIMA Model/062 Fitting a Higher-Lag ARIMA Model for Prices - Part 1.mp4
42 MB
10 Modeling Non-Stationary Data The ARIMA Model/063 Fitting a Higher-Lag ARIMA Model for Prices - Part 2.en.srt
7.2 kB
10 Modeling Non-Stationary Data The ARIMA Model/063 Fitting a Higher-Lag ARIMA Model for Prices - Part 2.mp4
44 MB
10 Modeling Non-Stationary Data The ARIMA Model/064 Higher Levels of Integration.en.srt
5.3 kB
10 Modeling Non-Stationary Data The ARIMA Model/064 Higher Levels of Integration.mp4
24 MB
10 Modeling Non-Stationary Data The ARIMA Model/065 Using ARIMA Models for Returns.en.srt
4.7 kB
10 Modeling Non-Stationary Data The ARIMA Model/065 Using ARIMA Models for Returns.mp4
24 MB
10 Modeling Non-Stationary Data The ARIMA Model/066 Course-Notes-The-ARMAX-Model.pdf
131 kB
10 Modeling Non-Stationary Data The ARIMA Model/066 Outside Factors and the ARIMAX Model.en.srt
5.1 kB
10 Modeling Non-Stationary Data The ARIMA Model/066 Outside Factors and the ARIMAX Model.mp4
24 MB
10 Modeling Non-Stationary Data The ARIMA Model/066 The-ARIMAX-Model.pdf
128 kB
10 Modeling Non-Stationary Data The ARIMA Model/067 Course-Notes-The-SARIMAX-Model.pdf
209 kB
10 Modeling Non-Stationary Data The ARIMA Model/067 Seasonal Models - SARIMAX.en.srt
10 kB
10 Modeling Non-Stationary Data The ARIMA Model/067 Seasonal Models - SARIMAX.mp4
47 MB
10 Modeling Non-Stationary Data The ARIMA Model/068 Predicting Stability.en.srt
2.4 kB
10 Modeling Non-Stationary Data The ARIMA Model/068 Predicting Stability.mp4
17 MB
10 Modeling Non-Stationary Data The ARIMA Model/external-assets-links.txt
323 B
11 Measuring Volatility The ARCH Model/069 Course-Notes-The-ARCH-Model.pdf
138 kB
11 Measuring Volatility The ARCH Model/069 The Autoregressive Conditional Heteroscedasticity (ARCH) Model.en.srt
6.8 kB
11 Measuring Volatility The ARCH Model/069 The Autoregressive Conditional Heteroscedasticity (ARCH) Model.mp4
43 MB
11 Measuring Volatility The ARCH Model/070 Volatility.en.srt
4.1 kB
11 Measuring Volatility The ARCH Model/070 Volatility.mp4
28 MB
11 Measuring Volatility The ARCH Model/071 A More Detailed Look of the ARCH Model.en.srt
8.3 kB
11 Measuring Volatility The ARCH Model/071 A More Detailed Look of the ARCH Model.mp4
43 MB
11 Measuring Volatility The ARCH Model/072 arch-model.pdf
62 kB
11 Measuring Volatility The ARCH Model/072 The arch_model Method.en.srt
9.7 kB
11 Measuring Volatility The ARCH Model/072 The arch_model Method.mp4
56 MB
11 Measuring Volatility The ARCH Model/073 The Simple ARCH Model.en.srt
8.5 kB
11 Measuring Volatility The ARCH Model/073 The Simple ARCH Model.mp4
53 MB
11 Measuring Volatility The ARCH Model/074 Higher-Lag ARCH Models.en.srt
3.9 kB
11 Measuring Volatility The ARCH Model/074 Higher-Lag ARCH Models.mp4
28 MB
11 Measuring Volatility The ARCH Model/075 An ARMA Equivalent of the ARCH Model.en.srt
1.9 kB
11 Measuring Volatility The ARCH Model/075 An ARMA Equivalent of the ARCH Model.mp4
12 MB
11 Measuring Volatility The ARCH Model/external-assets-links.txt
297 B
12 An ARMA Equivalent of the ARCH The GARCH Model/076 Course-Notes-The-GARCH-Model.pdf
147 kB
12 An ARMA Equivalent of the ARCH The GARCH Model/076 The Generalized Autoregressive Conditional Heteroskedasticity (GARCH) Model.en.srt
4.3 kB
12 An ARMA Equivalent of the ARCH The GARCH Model/076 The Generalized Autoregressive Conditional Heteroskedasticity (GARCH) Model.mp4
24 MB
12 An ARMA Equivalent of the ARCH The GARCH Model/077 The ARMA and the GARCH.en.srt
3.0 kB
12 An ARMA Equivalent of the ARCH The GARCH Model/077 The ARMA and the GARCH.mp4
18 MB
12 An ARMA Equivalent of the ARCH The GARCH Model/078 The Simple GARCH Model.en.srt
4.3 kB
12 An ARMA Equivalent of the ARCH The GARCH Model/078 The Simple GARCH Model.mp4
26 MB
12 An ARMA Equivalent of the ARCH The GARCH Model/079 Higher-Lag GARCH Models.en.srt
4.8 kB
12 An ARMA Equivalent of the ARCH The GARCH Model/079 Higher-Lag GARCH Models.mp4
30 MB
12 An ARMA Equivalent of the ARCH The GARCH Model/080 An Alternative to the Model Selection Process.en.srt
1.5 kB
12 An ARMA Equivalent of the ARCH The GARCH Model/080 An Alternative to the Model Selection Process.mp4
13 MB
12 An ARMA Equivalent of the ARCH The GARCH Model/external-assets-links.txt
285 B
13 Auto ARIMA/081 Auto ARIMA.en.srt
6.5 kB
13 Auto ARIMA/081 Auto ARIMA.mp4
43 MB
13 Auto ARIMA/082 Preparing Python for Model Selection.en.srt
1.9 kB
13 Auto ARIMA/082 Preparing Python for Model Selection.mp4
11 MB
13 Auto ARIMA/083 The Default Best Fit.en.srt
7.8 kB
13 Auto ARIMA/083 The Default Best Fit.mp4
41 MB
13 Auto ARIMA/084 Basic Auto ARIMA Arguments.en.srt
13 kB
13 Auto ARIMA/084 Basic Auto ARIMA Arguments.mp4
87 MB
13 Auto ARIMA/085 Advanced Auto ARIMA Arguments.en.srt
5.8 kB
13 Auto ARIMA/085 Advanced Auto ARIMA Arguments.mp4
41 MB
13 Auto ARIMA/086 The Goal Behind Modelling.en.srt
1.3 kB
13 Auto ARIMA/086 The Goal Behind Modelling.mp4
11 MB
13 Auto ARIMA/external-assets-links.txt
407 B
14 Forecasting/087 Introduction to Forecasting.en.srt
9.6 kB
14 Forecasting/087 Introduction to Forecasting.mp4
51 MB
14 Forecasting/088 Simple Forecasting Returns with AR and MA.en.srt
5.3 kB
14 Forecasting/088 Simple Forecasting Returns with AR and MA.mp4
29 MB
14 Forecasting/089 Intermediate (MAX Model) Forecasting.en.srt
8.0 kB
14 Forecasting/089 Intermediate (MAX Model) Forecasting.mp4
40 MB
14 Forecasting/090 Advanced (Seasonal) Forecasting.en.srt
5.3 kB
14 Forecasting/090 Advanced (Seasonal) Forecasting.mp4
25 MB
14 Forecasting/091 Auto ARIMA Forecasting.en.srt
6.2 kB
14 Forecasting/091 Auto ARIMA Forecasting.mp4
28 MB
14 Forecasting/092 Pitfalls of Forecasting.en.srt
8.5 kB
14 Forecasting/092 Pitfalls of Forecasting.mp4
48 MB
14 Forecasting/093 Forecasting Volatility.en.srt
7.0 kB
14 Forecasting/093 Forecasting Volatility.mp4
37 MB
14 Forecasting/094 Forecasting Appendix Multivariate Forecasting.en.srt
10 kB
14 Forecasting/094 Forecasting Appendix Multivariate Forecasting.mp4
58 MB
14 Forecasting/external-assets-links.txt
274 B
15 Business Case/095 Business Case - A Look Into the Automobile Industry.en.srt
38 kB
15 Business Case/095 Business Case - A Look Into the Automobile Industry.mp4
186 MB
15 Business Case/external-assets-links.txt
286 B