Files Included :
1 Time Series Analysis and Forecasting with Python.mp4 (10.51 MB)
2 Course Introduction.mp4 (17.24 MB)
4 Diogo’s Introduction and Background.mp4 (28 MB)
5 Unlimited Updates and Enhancements 2025.mp4 (27.86 MB)
1 Time Series Analysis Overview.mp4 (40.92 MB)
1 Game Plan for Introduction to Time Series Forecasting.mp4 (18.5 MB)
2 What is Time Series Data.mp4 (14.33 MB)
3 Python – Libraries and Data.mp4 (23.69 MB)
4 Python – Time Series Index.mp4 (74.37 MB)
5 Python – Exploratory Data Analysis.mp4 (52.74 MB)
6 Python – Data Visualization.mp4 (45.22 MB)
7 Python – Data Manipulation.mp4 (79.38 MB)
8 Seasonal Decomposition.mp4 (26.94 MB)
9 Python – Seasonal Plots.mp4 (51.02 MB)
10 Python – Seasonal Decomposition.mp4 (74.18 MB)
11 Auto-Correlation.mp4 (10.67 MB)
12 Python – Auto-correlation.mp4 (41.69 MB)
13 Partial Auto-Correlation.mp4 (15.38 MB)
14 Python – Partial Auto-Correlation.mp4 (28.95 MB)
15 Python – Building a Useful Function Script.mp4 (37.64 MB)
16 Can you predict stock prices.mp4 (20.46 MB)
17 What did we learn in this section.mp4 (14.99 MB)
18 CASE STUDY Forecasting Gone Wrong.mp4 (63.16 MB)
19 Will you help me.mp4 (13.7 MB)
1 Game Plan For Exponential Smoothing and Holt-Winters.mp4 (21.72 MB)
2 CASE STUDY BRIEFING Customer Complaints.mp4 (16.87 MB)
3 Python – Set Up.mp4 (62.15 MB)
4 Python – Data Processing.mp4 (40.09 MB)
5 Python – Exploratory Data Analysis.mp4 (58.85 MB)
6 Training and Test Set in Time Series.mp4 (15.73 MB)
7 Python – Training and Test Set.mp4 (14.29 MB)
8 Simple Exponential Smoothing.mp4 (23.57 MB)
9 Python – Simple Exponential Smoothing.mp4 (51.72 MB)
10 Double Exponential Smoothing.mp4 (17.44 MB)
11 Python – Double Exponential Smoothing.mp4 (57.24 MB)
12 Triple Exponential Smoothing aka Holt-Winters.mp4 (25.7 MB)
13 Python – Triple Exponential Smoothing aka Holt-Winters.mp4 (35.89 MB)
14 Measuring Errors for Time Series Forecasting.mp4 (33.97 MB)
15 Python – MAE, RMSE, MAPE.mp4 (91.3 MB)
16 Python – Predicting The Future.mp4 (51.6 MB)
17 Python – Daily Data.mp4 (91.49 MB)
18 Python – Working on the Useful Code Script.mp4 (25.35 MB)
19 Holt-Winter Pros and Cons.mp4 (16.2 MB)
1 Project Presentation Air miles.mp4 (11.59 MB)
2 Python Solutions Setting up and EDA.mp4 (146.25 MB)
3 Python Solutions Model building and Assessment.mp4 (84.24 MB)
1 Game Plan for ARIMA, SARIMA and SARIMAX.mp4 (20.24 MB)
2 CASE STUDY BRIEFING Predicting Daily Revenues.mp4 (25.36 MB)
3 Python – Setting Up.mp4 (94.32 MB)
4 ARIMA.mp4 (19.31 MB)
5 Auto-Regressive.mp4 (24.43 MB)
6 Integrated.mp4 (27.33 MB)
7 Python – Stationarity with ChatGPT.mp4 (65.86 MB)
8 Moving Average.mp4 (15.41 MB)
9 Python – ARIMA.mp4 (90.23 MB)
10 AIC and BIC.mp4 (26.53 MB)
11 SARIMA.mp4 (19.18 MB)
12 Python – SARIMA.mp4 (61.47 MB)
13 SARIMAX.mp4 (17.07 MB)
14 Python – SARIMAX.mp4 (82.01 MB)
15 Cross-Validation for Time Series.mp4 (17.94 MB)
16 Python – Cross-Validation.mp4 (100.92 MB)
17 Parameter Tuning.mp4 (16.04 MB)
18 Python – Setting the Parameters.mp4 (49.34 MB)
19 Python – Parameter Tuning.mp4 (151.32 MB)
20 Python – Parameter Tuning Results.mp4 (30.49 MB)
21 Python – Predicting The Future Set Up.mp4 (38.03 MB)
22 Python – Predicting The Future.mp4 (34.64 MB)
23 SARIMAX Pros and Cons.mp4 (15.27 MB)
1 Modern Time Series Forecasting Overview.mp4 (28.98 MB)
1 Game Plan for Facebook Prophet.mp4 (24.99 MB)
2 Structural Time Series and Prophet.mp4 (55.37 MB)
3 CASE STUDY BRIEFING Bike Sharing.mp4 (29.26 MB)
4 Python – Directory and Libraries.mp4 (106.17 MB)
5 Python – Preparing Data.mp4 (135.17 MB)
6 Python – Exploratory Data Analysis.mp4 (139.52 MB)
7 Dynamic Holidays.mp4 (20.98 MB)
8 Python – Holidays.mp4 (144.83 MB)
9 Prophet Model Parameters.mp4 (26.83 MB)
10 Python – Prophet Model.mp4 (90.46 MB)
11 Python – Regressor Coefficients with ChatGPT.mp4 (148.44 MB)
12 Python – Cross-Validation.mp4 (97.63 MB)
13 Python – Performance Metrics.mp4 (98.97 MB)
14 Python – Fixing 2012-10-29 with ChatGPT.mp4 (243.12 MB)
15 Python – Feature Engineering.mp4 (187.87 MB)
16 Python – Parameter Tuning Set Up.mp4 (51.3 MB)
17 Python – Parameter Tuning.mp4 (77.7 MB)
18 Python – Parameter Tuning Outcome.mp4 (65.62 MB)
19 Python – Predicting The Future Set Up.mp4 (109.62 MB)
20 Python – Tuned Prophet Model.mp4 (38.46 MB)
21 Python – Forecasting.mp4 (121.09 MB)
22 Python – Prophet Data Visualization with ChatGPT.mp4 (115.38 MB)
23 Prophet Pros and Cons.mp4 (12.64 MB)
1 Project Introduction.mp4 (61.03 MB)
2 Python – Challenge Solutions Part 1.mp4 (192.48 MB)
3 Python – Challenge Solutions Part 2.mp4 (366.63 MB)
4 Python – Challenge Solutions Part 3.mp4 (72.77 MB)
1 Game Plan for Linkedin Silverkite.mp4 (16.15 MB)
2 LinkedIn Silverkite.mp4 (8.24 MB)
3 Linkedin Silverkite versus Facebook Prophet.mp4 (20.7 MB)
5 Python – Directory and Libraries.mp4 (129.23 MB)
6 Python – Loading and Preparing Data.mp4 (72.37 MB)
7 Python – Metadata.mp4 (66.6 MB)
8 Model Components.mp4 (34.3 MB)
9 Growth terms.mp4 (18.63 MB)
10 Python – Growth terms.mp4 (42.07 MB)
11 Types of Seasonality.mp4 (29.14 MB)
12 Python – Seasonality.mp4 (37.58 MB)
13 Python – Available Countries and Holidays.mp4 (131.38 MB)
14 Python – Changepoints.mp4 (36.35 MB)
15 Lagged Regressors.mp4 (18.43 MB)
16 Python – Regressors, Lagged Regressors and Autoregression.mp4 (52.04 MB)
17 Fitting the data.mp4 (22.04 MB)
18 Ridge.mp4 (41.67 MB)
19 Gradient Boosting – Boosting.mp4 (33.76 MB)
20 Gradient Boosting – Feature Sampling.mp4 (16.39 MB)
21 Python – Custom Elements and Silverkite Model.mp4 (73.53 MB)
22 Python – Silverkite Cross-Validation.mp4 (241.82 MB)
23 Python – Parameter Tuning Results.mp4 (103.61 MB)
24 Python – Visualization and Forecast.mp4 (127.5 MB)
25 Linkedin Silverkite Pros and Cons.mp4 (15.36 MB)
1 Deep Learning for Time Series Forecasting Overview.mp4 (22.48 MB)
1 Game Plan for LSTM.mp4 (58.69 MB)
2 Simple Neural Network.mp4 (42.53 MB)
3 Recurrent Neural Networks (RNN).mp4 (21.88 MB)
4 LSTM.mp4 (35.48 MB)
5 Python – Directory and Libraries.mp4 (144.22 MB)
6 Python – EDA.mp4 (59.41 MB)
7 Python – Time Series Objects.mp4 (50.01 MB)
8 Python – Time Variables.mp4 (87.91 MB)
9 Python – Scaling.mp4 (72 MB)
10 LSTM parameters.mp4 (21.34 MB)
11 Activation Functions.mp4 (28.34 MB)
12 Python – LSTM Model.mp4 (165.64 MB)
13 Python – Cross-Validation.mp4 (66.69 MB)
14 Python – Cross-Validation Performance.mp4 (166.85 MB)
15 Python – Parameter Grid.mp4 (80.3 MB)
16 Python – Parameter Tuning Round 1.mp4 (98.7 MB)
17 Python – Parameter Tuning Round 1 Part 2.mp4 (102.96 MB)
18 Python – Parameter Tuning Round 2.mp4 (180.52 MB)
19 Python – Parameter Tuning Final Results.mp4 (75.97 MB)
20 Python – Tuned LSTM Model.mp4 (104.89 MB)
21 Python – Predicting The Future.mp4 (59.11 MB)
22 Multiple Time Series Forecasting.mp4 (68.31 MB)
23 M4 Data set.mp4 (33.31 MB)
24 Python – Preparing Script and Loading Data.mp4 (153.66 MB)
25 Python – Preprocessing Data.mp4 (61.53 MB)
26 Python – Preprocessing Time.mp4 (71.3 MB)
27 Python – Visualization + Hourly Seasonality.mp4 (159.06 MB)
28 Python – Daily Seasonality.mp4 (57.16 MB)
29 Python – Time Covariates, Scaling and Time Steps.mp4 (52.93 MB)
30 Python – LSTM Model and Cross-Validation with Multiple Series.mp4 (39.64 MB)
31 Python – CV Results.mp4 (141.23 MB)
32 Python – CV Visualization.mp4 (85.08 MB)
33 Python – Parameter Tuning round 1.mp4 (107.68 MB)
34 Python – Parameter Tuning round 2.mp4 (64.58 MB)
35 Python – Predicting the future.mp4 (197.27 MB)
36 LSTM Pros and Cons.mp4 (12.67 MB)
1 Game Plan for TFT.mp4 (24.33 MB)
2 Introduction to Temporal Fusion Transformers.mp4 (65.01 MB)
3 Case Study Briefing – Electricity Pricing.mp4 (19.17 MB)
4 Python – Starter File.mp4 (121.73 MB)
5 TFT Model Architecture.mp4 (140.14 MB)
6 Covariates Past, Future and Static.mp4 (15.73 MB)
7 Python – Series, Time and Static Covariates.mp4 (114.05 MB)
8 Python – Past Covariates.mp4 (28.24 MB)
9 Python – Future Covariates.mp4 (119.91 MB)
10 Python – Scaling.mp4 (38.05 MB)
11 TFT Model Parameters.mp4 (29.79 MB)
12 Python – TFT Model.mp4 (138.68 MB)
13 Python – Cross-Validation.mp4 (63.11 MB)
14 Python – Cross-Validation Results.mp4 (74.7 MB)
15 Python – Visualizing the Cross-Validation Results.mp4 (56.66 MB)
16 Random vs Complete Parameter Tuning.mp4 (34.07 MB)
17 Python – Parameter Grid.mp4 (104.05 MB)
18 Python – Parameter Tuning.mp4 (89.05 MB)
19 Python – Parameter Tuning Results and Storing.mp4 (84.19 MB)
20 Python – Tuned TFT Model.mp4 (83.67 MB)
21 Python – Forecasting and Visualization.mp4 (87.62 MB)
22 Python – Interpretability.mp4 (87.88 MB)
23 TFT – Pros and Cons.mp4 (16.45 MB)
24 TFT Key Takeaways.mp4 (17.26 MB)
1 Project Presentation Multiple Series with TFT.mp4 (23 MB)
2 Python Solutions – TFT Model.mp4 (295.04 MB)
3 Python Solutions – Cross-Validation.mp4 (33.19 MB)
4 Python Solutions – Parameter Tuning.mp4 (149.76 MB)
5 Python Solutions – Predict The Future.mp4 (100.39 MB)
1 Game plan for N-BEATS.mp4 (30.75 MB)
2 Introduction to N-BEATS.mp4 (47.85 MB)
3 N-BEATS Architecture.mp4 (60.91 MB)
4 Python – Setup.mp4 (88.04 MB)
5 Python – Series.mp4 (102.28 MB)
6 Python – Past Covariates.mp4 (28.79 MB)
7 Python – Scaling.mp4 (36.1 MB)
8 N-BEATS Model Parameters.mp4 (46.68 MB)
9 Python – N-BEATS Model.mp4 (80.84 MB)
10 Python – Cross-Validation.mp4 (38.91 MB)
11 Python – Cross-Validation Results and Visualization.mp4 (218.93 MB)
12 Python – Parameters.mp4 (84.27 MB)
13 Python – Parameter Tuning.mp4 (59.52 MB)
14 Python – Best Parameters.mp4 (103.64 MB)
15 Python – Tuned N-Beats model.mp4 (74.07 MB)
16 Python – Predicting the future.mp4 (78.31 MB)
17 N-Beats Pros and Cons.mp4 (28.23 MB)
18 What did we learn with N-Beats.mp4 (22.97 MB)
1 Advanced Content for Time Series Forecasting Overview.mp4 (10.29 MB)
1 Game Plan for Amazon Chronos.mp4 (16.55 MB)
2 Introduction to Amazon Chronos.mp4 (48.76 MB)
3 Amazon Chronos Architecture.mp4 (60.19 MB)
4 Python – Setup.mp4 (70.34 MB)
5 Python – Dates.mp4 (120.31 MB)
6 Amazon Chronos Parameters.mp4 (30.21 MB)
7 Python – Amazon Chronos Model.mp4 (136.07 MB)
8 Python – Cross-Validation part 1.mp4 (166.92 MB)
9 Python – Cross-Validation part 2.mp4 (148.17 MB)
10 Python – Cross-Validation part 3.mp4 (141.45 MB)
11 Python – Parameter Tuning.mp4 (166.28 MB)
12 Python – Tuned Amazon Chronos Model.mp4 (132.28 MB)
13 Python – Visualizing the Forecast.mp4 (98.28 MB)
14 Amazon Chronos Pros and Cons.mp4 (20.8 MB)
15 What did we learn with Amazon Chronos.mp4 (10.14 MB)
1 Game Plan for Amazon AutoGluon.mp4 (40.68 MB)
2 Introduction to Amazon AutoGluon and Presets.mp4 (58.38 MB)
3 Python – Libraries and Data.mp4 (58.53 MB)
4 Python – Data Processing.mp4 (102.59 MB)
5 Python – Amazon AutoGluon model.mp4 (113.19 MB)
6 Python – Amazon AutoGluon model outcome.mp4 (94.37 MB)
7 Python – Amazon AutoGluon with Covariates.mp4 (73.21 MB)
8 Python – Amazon AutoGluon Final Model Outcome.mp4 (154.28 MB)
9 Python – Interpretability.mp4 (119.93 MB)
10 Amazon AutoGluon Recap Key Learning.mp4 (27.22 MB)
1 Project Presentation Build an Automated Time Series Forecasting Model.mp4 (46.57 MB)
2 Python – Build an Automated Time Series Forecasting Model Part 1.mp4 (138.35 MB)
3 Python – Build an Automated Time Series Forecasting Model Part 2.mp4 (228.3 MB)
4 Python – Build an Automated Time Series Forecasting Model Part 3.mp4 (80.71 MB)
5 Python – Build an Automated Time Series Forecasting Model Part 4.mp4 (200.63 MB)
6 Python – Build an Automated Time Series Forecasting Model Part 5.mp4 (230.47 MB)
7 Python – Build an Automated Time Series Forecasting Model Part 6.mp4 (188.03 MB)
8 Python – Build an Automated Time Series Forecasting Model Part 7.mp4 (105.57 MB)
1 Python for Data Analysis Overview.mp4 (29.23 MB)
3 Setting up Google Colab.mp4 (86.97 MB)
4 Setting up Jupyter Notebook.mp4 (175.05 MB)
1 Game Plan for Python – Essentials.mp4 (10.44 MB)
2 Print Function.mp4 (19.55 MB)
3 Python – Print Function.mp4 (47.17 MB)
8 Python Solutions Print Function.mp4 (35.34 MB)
9 Input Function.mp4 (11.01 MB)
10 Python Input Function.mp4 (26.52 MB)
11 Python Solutions Input Function.mp4 (15.78 MB)
12 CHALLENGE Your Superhero Name.mp4 (21.79 MB)
13 Variable Types.mp4 (15.96 MB)
14 Python Variable Types.mp4 (35 MB)
16 Python Solutions Variable Types.mp4 (28.93 MB)
17 Arithmetic Operators.mp4 (22.24 MB)
18 Python Arithmetic Operators.mp4 (28.42 MB)
21 Python Solutions Arithmetic Operators.mp4 (61.22 MB)
22 Comparison Operators.mp4 (16.53 MB)
23 Python Comparison Operators.mp4 (15.2 MB)
27 Python Solutions Comparison Operators.mp4 (11.84 MB)
28 CHALLENGE Split Bill Calculator.mp4 (72.63 MB)
29 If-else Conditions.mp4 (24.39 MB)
30 Python If-else Conditions.mp4 (28.95 MB)
32 Python Solutions If-else conditions.mp4 (49.23 MB)
33 CHALLENGE Berghain Club Bouncer.mp4 (88.44 MB)
34 CHALLENGE Your Monthly Savings Plan.mp4 (138.17 MB)
35 Wrap up Python Essentials.mp4 (12.61 MB)
37 Atomic Habits, by James Clear.mp4 (86.25 MB)
1 Game Plan for Python Intermediate.mp4 (17.2 MB)
2 While Loops.mp4 (11.33 MB)
3 Python While Loops.mp4 (32 MB)
5 Python Solutions Countdown Timer.mp4 (18.59 MB)
6 Lists.mp4 (20.8 MB)
7 Python – Lists.mp4 (40.99 MB)
9 Python Solutions Expense Report.mp4 (22.81 MB)
11 Python Solutions Fibonacci Numbers.mp4 (23.99 MB)
12 Randomization.mp4 (22.31 MB)
13 Python Randomization.mp4 (45.2 MB)
15 Python Solutions Pick My Next Movie.mp4 (40.29 MB)
16 CHALLENGE Read My Mind.mp4 (138.19 MB)
17 Dictionaries.mp4 (10.47 MB)
18 Python Dictionaries.mp4 (29.09 MB)
19 EXERCISE Magical Pet Dictionary.mp4 (54.57 MB)
20 CHALLENGE The Budgeting Mastermind.mp4 (144.05 MB)
21 For Loops.mp4 (11.9 MB)
22 Python For Loops.mp4 (18.64 MB)
23 EXERCISE Sum of Numbers.mp4 (50.21 MB)
24 EXERCISE Count the Number of Characters.mp4 (40.27 MB)
25 CHALLENGE Treasure Hunter.mp4 (111.09 MB)
26 Functions.mp4 (22.01 MB)
27 Python Functions.mp4 (40.76 MB)
29 Python Solutions Adding Numbers.mp4 (13.06 MB)
31 Python Solutions Counting Vowels.mp4 (22.07 MB)
33 Pythol Solutions Fahrenheit to Celsius.mp4 (54.9 MB)
34 CHALLENGE Recipe Converter.mp4 (161.78 MB)
35 Wrap Up Python Intermediate.mp4 (17.63 MB)
37 Limitless, by Jim Kwik.mp4 (48.41 MB)
1 Project Presentation Virtual Escape Game.mp4 (28.27 MB)
2 Python – Virtual Escape Game Solutions part 1.mp4 (112.23 MB)
3 Python – Virtual Escape Game Solutions part 2.mp4 (113.59 MB)
4 Python – Solving with ChatGPT.mp4 (216.28 MB)
1 Game Plan for Pandas.mp4 (10.27 MB)
2 Pandas Overview.mp4 (29.96 MB)
3 Python Importing and Exporting Data.mp4 (77.6 MB)
4 Python Sorting and Filtering Data with Pandas.mp4 (80.3 MB)
9 Python Solutions Sorting and Filtering Data with Pandas.mp4 (54.88 MB)
10 Python Data Cleaning and Preparation.mp4 (101.48 MB)
14 Python Solutions Data Cleaning and Preparation.mp4 (44.4 MB)
15 Python Data Manipulation.mp4 (68.91 MB)
20 Python Solutions Data Manipulation.mp4 (134.98 MB)
21 Python Data Analysis.mp4 (69.57 MB)
25 Python Solutions Data Analysis.mp4 (105.09 MB)
26 Python Data Visualization with Pandas.mp4 (71.94 MB)
27 EXERCISE Data Visualization with Pandas.mp4 (60.63 MB)
28 Wrap Up Pandas.mp4 (16.81 MB)
1 Challenge Presentation Pandas.mp4 (16.58 MB)
2 Python – Importing Data.mp4 (35.87 MB)
3 Python – Sorting and Filtering Data.mp4 (55.14 MB)
4 Python – Data Cleaning and Preparation.mp4 (129.37 MB)
5 Python – Data Manipulation.mp4 (110.44 MB)
6 Python – Data Analysis.mp4 (72.03 MB)
7 Python – Data Visualization with Pandas.mp4 (81.7 MB)]
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