Mastering Time Series Forecasting using Python in 3 Weeks

Mastering Time Series Forecasting using Python in 3 Weeks

Software
Size
4 GB
Seeders
5
Leechers
0
Files
99
Category
Software
Added
04/11/21 at 8:10am GMT+1
Infohash
e7e60a20459705e14fc0d9fc2bcb3b63d930fe43

Description


Description



Welcome to Mastering Time Series Forecasting using Python in Python



Time series analysis and forecasting is one of the areas of Data Science and has a wide variety of applications in the industries in the current world. Many industries looking for a Data Scientist with these skills. This course covers all types of modeling techniques for forecasting and analysis.



We start with programming in Python which is the essential skill required and then we will exploring the fundamental time series theory to help you understand the modeling that comes afterward.



Then throughout the course, we will work with a number of Python libraries, providing you with complete training. We will use the powerful time-series functionality built into pandas, as well as other fundamental libraries such as NumPy, matplotlib, statsmodels, Sklearn, and ARCH.



With these tools we will master the most widely used models out there:



– Additive Model



– Multiplicative Model



· AR (autoregressive model)



· Simple Moving Average



– Weighted Moving Average



– Exponential Moving Average



· ARMA (autoregressive-moving-average model)



· ARIMA (autoregressive integrated moving average model)



—————– Coming Soon————————–



. SARIMA (seasonal autoregressive integrated moving average model)



. SARIMAX (seasonal autoregressive integrated moving average model with exogenous variables)



We know that time series is one of those topics that always leaves some doubts.



Until now.



This course is exactly what you need to comprehend the time series once and for all. Not only that, but you will also get a ton of additional materials – notebooks files, course notes – everything is included.

Who this course is for:



   Anyone who are interested to do time series analysis and forecasting

   Want to do advanced real time forecasting



Requirements



   Basics knowledge in Statistics

   Basic understand on Python

   Should have Gmail Account and should able to open Google Drive



Last Updated 3/2021

File list
  • Mastering Time Series Forecasting using Python in 3 Weeks
  • .pad/0 43 B
  • .pad/1 16 B
  • TutsNode.com.txt 63 B
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/1. Introduction/2. Time Series Components.srt 4.3 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/1. Introduction/3. Download the Resources.html 29 B
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/10. Auto Regressive Methods/1. Auto Regressive Methods.srt 5.7 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/10. Auto Regressive Methods/3. Setting Up for Model Building.srt 7.8 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/10. Auto Regressive Methods/4. Data Preprocessing.srt 13.8 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/10. Auto Regressive Methods/5. ACF & PACF.srt 8.7 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/10. Auto Regressive Methods/6. Making Data Stationary.srt 6.7 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/10. Auto Regressive Methods/7. Training AR Model.srt 7.1 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/10. Auto Regressive Methods/8. Fitted and Forecasting values with AR Model.srt 9.2 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/10. Auto Regressive Methods/9. AR Model Evaluation.srt 5.1 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/11. Smoothing Methods (Moving Average)/10. Weighted Moving Average in Python.mp4 90.6 MB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/11. Smoothing Methods (Moving Average)/10. Weighted Moving Average in Python.srt 18.4 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/11. Smoothing Methods (Moving Average)/11. Exponential Moving Average.srt 5.6 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/11. Smoothing Methods (Moving Average)/12. Exponential Moving Average in Python.srt 10.7 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/11. Smoothing Methods (Moving Average)/3. Naive Forecasting Model.srt 4.8 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/11. Smoothing Methods (Moving Average)/4. Naive Forecasting Model in Python - part 1.srt 12.9 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/11. Smoothing Methods (Moving Average)/5. Naive Forecasting Model in Python - part 2.srt 14.5 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/11. Smoothing Methods (Moving Average)/7. Simple Moving Average in Python.srt 10 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/11. Smoothing Methods (Moving Average)/8. Simple Moving Average order (q) in Python.srt 10 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/12. Non Seasonal ARIMA models/11. ARMA - Visualizing Prediction Results.srt 6 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/12. Non Seasonal ARIMA models/12. ARMA - Convert Stationary to Non - Stationary Data.srt 4.9 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/12. Non Seasonal ARIMA models/13. ARIMA.srt 8.5 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/12. Non Seasonal ARIMA models/14. ARIMA Visualize the output.srt 4.1 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/12. Non Seasonal ARIMA models/3. Downloads Data.html 24 B
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/12. Non Seasonal ARIMA models/3.1 us_airline_carrier_passenger.csv 4 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/12. Non Seasonal ARIMA models/4. ARMA - Load Data.srt 5.8 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/12. Non Seasonal ARIMA models/5. ARMA - Split the Data into train and test sets.srt 6.5 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/12. Non Seasonal ARIMA models/7. ARMA - Augmented Dickey Fuller test for stationary.srt 5.4 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/12. Non Seasonal ARIMA models/9. ARMA - ACF & PACF , Train ARMA(p,q).srt 6.4 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/1. Download the Resources.html 47 B
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/1.1 Python.zip 9.9 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/10. List.srt 20.1 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/11. List Methods.srt 7.7 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/12. Tuple.srt 6.5 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/13. Sets.srt 4.7 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/14. Dictionaries.srt 12.4 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/16. concatenate & repeat operator.srt 3.8 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/17. User Defined Functions.srt 10.2 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/18. Control Statements (if else).srt 8.5 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/19. Range & Zip.srt 5.6 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/2. Install Anaconda Python.srt 4.3 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/20. For Loop.srt 5.8 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/3. Open Jupyter Notebook.srt 6.8 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/4. Markdown.mp4 117.6 MB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/4. Markdown.srt 24.3 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/5. Print Statements.srt 9 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/6. Escape and Insert keys.srt 12.7 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/7. Variables & Assignments.srt 3.1 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/8. Data Types.srt 2.9 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/2. Python Essentials/9. Data Type Casting.srt 5.7 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/3. Numpy/1. Arrays.srt 7.4 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/3. Numpy/10. Beta Random Distribution.srt 9 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/3. Numpy/11. Generate custom array.srt 5.6 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/3. Numpy/12. Save Arrays in npy, npz and txt.srt 10.6 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/3. Numpy/13. Arithmetic Operations.srt 6.1 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/3. Numpy/14. Arithmetic Operations - part2.srt 9.1 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/3. Numpy/15. Arithmetic Operations - part3.srt 18.1 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/3. Numpy/2. Shape, size, ndim.srt 6.5 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/3. Numpy/3. Array Creation - arange.srt 6.2 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/3. Numpy/6. ones & ones_like.srt 2.5 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/3. Numpy/7. Random (Uniform & Gaussian Distribution).srt 12.6 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/3. Numpy/8. Poisson Random Distribution.srt 4.9 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/3. Numpy/9. Gamma Random Distribution.srt 8.1 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/4. Setting Google Colab/1. Install Google Colab to your mail id.srt 8 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/4. Setting Google Colab/2. Integrate Google Drive to Colab to Load Data.srt 10 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/5. Time Series Visualizations/1. Download the Resources.html 714 B
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/5. Time Series Visualizations/10. Heatmaps.srt 3.8 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/5. Time Series Visualizations/2. Types of Charts for Time Series.srt 1.2 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/5. Time Series Visualizations/3. Setting up Google Colab.srt 8.2 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/5. Time Series Visualizations/4. Load the Data.srt 4.6 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/5. Time Series Visualizations/5. Line Chart.srt 7.2 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/5. Time Series Visualizations/6. Hue the Line Chart.srt 7.3 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/5. Time Series Visualizations/8. Bar Plot.srt 7.6 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/5. Time Series Visualizations/9. Proposition and Stacked Bar, Area Chart.srt 13.2 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/6. Linear Regression/10. Model Evaluation - Python.srt 10.5 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/6. Linear Regression/2. Intuition of Linear Regression.srt 10.8 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/6. Linear Regression/4. EDA - Quantitative Technique.srt 12.7 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/6. Linear Regression/5. EDA - Graphical Technique.srt 7.9 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/6. Linear Regression/6. Simple Linear Regression - Python.srt 15.4 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/6. Linear Regression/7. Simple Linear Regression - Sklearn (Python).srt 11 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/6. Linear Regression/8. Simple Linear Regression - Statsmodels (Python).srt 12.4 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/6. Linear Regression/9. Model Evaluation - R^2, ANOVA.srt 5.8 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/7. Regression for Time Series Forecasting/1. Regression with Time.srt 5.3 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/7. Regression for Time Series Forecasting/3. Data Preprocessing in Python.srt 13.5 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/7. Regression for Time Series Forecasting/4. Splitting Data into Training and Testing Sets in Python.srt 7.4 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/7. Regression for Time Series Forecasting/6. Forecasting with Confidence Interval and Visualizations in Python.mp4 120.7 MB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/7. Regression for Time Series Forecasting/6. Forecasting with Confidence Interval and Visualizations in Python.srt 24.2 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/8. Additive Time Series Model with Statsmodels/1. Additive Model.srt 12 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/8. Additive Time Series Model with Statsmodels/3. Data Analysis in Python.srt 10.7 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/8. Additive Time Series Model with Statsmodels/4. Creating Seasonal Features.srt 4.4 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/8. Additive Time Series Model with Statsmodels/5. Splitting Data into Training and Testing Sets.srt 5.7 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/8. Additive Time Series Model with Statsmodels/7. Additive Model Forecasting and Visualizations.srt 8.1 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/9. Multiplicative Time Series Model/1. Multiplicative Model.srt 13 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/9. Multiplicative Time Series Model/3. Step-1 Trend Model.srt 10.6 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/9. Multiplicative Time Series Model/6. Fitted values and Forecasting with Multiplicative Model.srt 9.1 KB
  • [TutsNode.com] - Mastering Time Series Forecasting using Python in 3 Weeks/9. Multiplicative Time Series Model/8. Visualizing Forecasted Data.srt 6 KB

Rating
Not rated yet
Log in to rate

Comments

No comments yet.


Similar torrents
NameSizeDate
3.8 GB04/01/2113