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Python for Time Series Data Analysis

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6.14 GB | 26min 53s | mp4 | 1920X1080 | 16:9
Genre:eLearning |Language:English

Files Included :
1 - Course Overview PLEASE DO NOT SKIP THIS LECTURE.mp4 (32.55 MB)
2 - Course Curriculum Overview.mp4 (11.57 MB)
4 - Installing Anaconda Python Distribution and Jupyter.mp4 (117.08 MB)
5 - NumPy Section Overview.mp4 (3.4 MB)
6 - NumPy Arrays Part One.mp4 (69.65 MB)
7 - NumPy Arrays Part Two.mp4 (61.63 MB)
8 - NumPy Indexing and Selection.mp4 (35.55 MB)
9 - NumPy Operations.mp4 (44.62 MB)
10 - NumPy Exercises.mp4 (16.3 MB)
11 - NumPy Exercise Solutions.mp4 (54.97 MB)
12 - Introduction to Pandas.mp4 (3.16 MB)
13 - Series.mp4 (30.75 MB)
14 - DataFrames Part One.mp4 (99.34 MB)
15 - DataFrames Part Two.mp4 (36.72 MB)
16 - Missing Data with Pandas.mp4 (21.03 MB)
17 - Group By Operations.mp4 (26.41 MB)
18 - Common Operations.mp4 (27.56 MB)
19 - Data Input and Output.mp4 (76.97 MB)
20 - Pandas Exercises.mp4 (24.3 MB)
21 - Pandas Exercises Solutions.mp4 (133.02 MB)
22 - Overview of Capabilities of Data Visualization with Pandas.mp4 (4.29 MB)
23 - Visualizing Data with Pandas.mp4 (113.8 MB)
24 - Customizing Plots created with Pandas.mp4 (56.5 MB)
25 - Pandas Data Visualization Exercise.mp4 (23.81 MB)
26 - Pandas Data Visualization Exercise Solutions.mp4 (50.47 MB)
27 - Overview of Time Series with Pandas.mp4 (3.13 MB)
28 - DateTime Index.mp4 (53.2 MB)
29 - DateTime Index Part Two.mp4 (80.31 MB)
30 - Time Resampling.mp4 (56.69 MB)
31 - Time Shifting.mp4 (31.15 MB)
32 - Rolling and Expanding.mp4 (52.03 MB)
33 - Visualizing Time Series Data.mp4 (70.19 MB)
34 - Visualizing Time Series Data Part Two.mp4 (102.74 MB)
35 - Time Series Exercises Set One.mp4 (8.44 MB)
36 - Time Series Exercises Set One Solutions.mp4 (22.66 MB)
37 - Time Series with Pandas Project Exercise Set Two.mp4 (50.84 MB)
38 - Time Series with Pandas Project Exercise Set Two Solutions.mp4 (112.01 MB)
39 - Introduction to Time Series Analysis with Statsmodels.mp4 (3.84 MB)
40 - Introduction to Statsmodels Library.mp4 (67.19 MB)
41 - ETS Decomposition.mp4 (60.72 MB)
42 - EWMA Theory.mp4 (20.65 MB)
43 - EWMA Exponentially Weighted Moving Average.mp4 (90.59 MB)
44 - Holt Winters Methods Theory.mp4 (34.78 MB)
45 - Holt Winters Methods Code Along Part One.mp4 (65.5 MB)
46 - Holt Winters Methods Code Along Part Two.mp4 (98.14 MB)
47 - Statsmodels Time Series Exercises.mp4 (34.13 MB)
48 - Statsmodels Time Series Exercise Solutions.mp4 (48.05 MB)
49 - Introduction to General Forecasting Section.mp4 (17.44 MB)
50 - Introduction to Forecasting Models Part One.mp4 (69.07 MB)
51 - Evaluating Forecast Predictions.mp4 (50.79 MB)
52 - Introduction to Forecasting Models Part Two.mp4 (69.24 MB)
53 - ACF and PACF Theory.mp4 (23.77 MB)
54 - ACF and PACF Code Along.mp4 (108.9 MB)
55 - ARIMA Overview.mp4 (82.01 MB)
56 - Autoregression AR Overview.mp4 (24.67 MB)
57 - Autoregression AR with Statsmodels.mp4 (140.97 MB)
58 - Descriptive Statistics and Tests Part One.mp4 (29.19 MB)
59 - Descriptive Statistics and Tests Part Two.mp4 (232.73 MB)
60 - Descriptive Statistics and Tests Part Three.mp4 (48.6 MB)
61 - ARIMA Theory Overview.mp4 (24.11 MB)
62 - Choosing ARIMA Orders Part One.mp4 (30.43 MB)
63 - Choosing ARIMA Orders Part Two.mp4 (150.72 MB)
64 - ARMA and ARIMA AutoRegressive Integrated Moving Average Part One.mp4 (89.64 MB)
65 - ARMA and ARIMA AutoRegressive Integrated Moving Average Part Two.mp4 (283.31 MB)
66 - SARIMA Seasonal Autoregressive Integrated Moving Average.mp4 (140.07 MB)
67 - SARIMAX Seasonal Autoregressive Integrated Moving Average Exogenous PART ONE.mp4 (43.34 MB)
68 - SARIMAX Seasonal Autoregressive Integrated Moving Average Exogenous PART TWO.mp4 (202.53 MB)
69 - SARIMAX Seasonal Autoregressive Integrated Moving Average Exogenous PART 3.mp4 (156.07 MB)
70 - Vector AutoRegression VAR.mp4 (25.19 MB)
71 - VAR Code Along.mp4 (108.56 MB)
72 - VAR Code Along Part Two.mp4 (163.89 MB)
73 - Vector AutoRegression Moving Average VARMA.mp4 (6.72 MB)
74 - Vector AutoRegression Moving Average VARMA Code Along.mp4 (121.82 MB)
75 - Forecasting Exercises.mp4 (20.7 MB)
76 - Forecasting Exercises Solutions.mp4 (66.87 MB)
77 - Introduction to Deep Learning Section.mp4 (12.59 MB)
78 - Perceptron Model.mp4 (11.73 MB)
79 - Introduction to Neural Networks.mp4 (24.18 MB)
80 - Keras Basics.mp4 (136.43 MB)
81 - Recurrent Neural Network Overview.mp4 (19.43 MB)
82 - LSTMS and GRU.mp4 (25.32 MB)
83 - Keras and RNN Project Part One.mp4 (97.38 MB)
84 - Keras and RNN Project Part Two.mp4 (75.99 MB)
85 - Keras and RNN Project Part Three.mp4 (203 MB)
86 - Keras and RNN Exercise.mp4 (20.09 MB)
87 - Keras and RNN Exercise Solutions.mp4 (114.58 MB)
89 - BONUS Multivariate Time Series with RNN.mp4 (234.13 MB)
90 - Overview of Facebooks Prophet Library.mp4 (15.4 MB)
91 - Facebooks Prophet Library.mp4 (111.68 MB)
92 - Facebook Prophet Evaluation.mp4 (158.76 MB)
93 - Facebook Prophet Trend.mp4 (35.24 MB)
94 - Facebook Prophet Seasonality.mp4 (46.51 MB)]
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