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[ CourseWikia.com ] PluralSight - TensorFlow Developer Certificate - Time Series, Sequences, And Predictions
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TensorFlow is a powerful open-source library for machine learning and numerical computation to develop and train deep learning models. This course will teach you how to analyze time series data and accurately forecast future events.
Forecasting key business metrics accurately is crucial for making smart decisions and planning for the future. In this course, TensorFlow Developer Certificate - Time Series, Sequences, and Predictions, you’ll gain the ability to build predictive models for time series data using deep learning.
First, you’ll explore how to structure time series problems and preprocess data for modeling.
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Course Overview/1. Course Overview.mp4
4.8 MB
~Get Your Files Here !/1. Course Overview/1. Course Overview.vtt
1.9 KB
~Get Your Files Here !/2. Understanding and Preparing Time Series Data/1. Intended Outcome and Prerequisites.mp4
5.8 MB
~Get Your Files Here !/2. Understanding and Preparing Time Series Data/1. Intended Outcome and Prerequisites.vtt
3.8 KB
~Get Your Files Here !/2. Understanding and Preparing Time Series Data/2. Defining Time Series and Sequences.mp4
11.5 MB
~Get Your Files Here !/2. Understanding and Preparing Time Series Data/2. Defining Time Series and Sequences.vtt
8.5 KB
~Get Your Files Here !/2. Understanding and Preparing Time Series Data/3. Demo - Time Series Visualization.mp4
9.1 MB
~Get Your Files Here !/2. Understanding and Preparing Time Series Data/3. Demo - Time Series Visualization.vtt
3.9 KB
~Get Your Files Here !/2. Understanding and Preparing Time Series Data/4. Data Preparation Techniques for Time Series Learning.mp4
5.6 MB
~Get Your Files Here !/2. Understanding and Preparing Time Series Data/4. Data Preparation Techniques for Time Series Learning.vtt
4.8 KB
~Get Your Files Here !/2. Understanding and Preparing Time Series Data/5. Demo - Time Series Data Preparation.mp4
11.5 MB
~Get Your Files Here !/2. Understanding and Preparing Time Series Data/5. Demo - Time Series Data Preparation.vtt
5 KB
~Get Your Files Here !/2. Understanding and Preparing Time Series Data/6. Addressing Sequence Bias in Time Series Analysis.mp4
4.5 MB
~Get Your Files Here !/2. Understanding and Preparing Time Series Data/6. Addressing Sequence Bias in Time Series Analysis.vtt
3.5 KB
~Get Your Files Here !/2. Understanding and Preparing Time Series Data/7. Demo - Techniques for Identifying and Reducing Sequenc.mp4
14.3 MB
~Get Your Files Here !/2. Understanding and Preparing Time Series Data/7. Demo - Techniques for Identifying and Reducing Sequenc.vtt
5.4 KB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/1. Overview of Error Metrics.mp4
5.6 MB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/1. Overview of Error Metrics.vtt
3.7 KB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/2. Understanding the Implications of Mean Absolute Error (M.mp4
2.8 MB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/2. Understanding the Implications of Mean Absolute Error (M.vtt
1.7 KB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/3. Techniques for Model Training and Hyperparameter Tuning.mp4
5.7 MB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/3. Techniques for Model Training and Hyperparameter Tuning.vtt
3.9 KB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/4. Demo - Implementing Model Training and Evaluation.mp4
11.9 MB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/4. Demo - Implementing Model Training and Evaluation.vtt
4.5 KB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/5. Implementing Recurrent Neural Networks (RNNs).mp4
4.7 MB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/5. Implementing Recurrent Neural Networks (RNNs).vtt
2.6 KB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/6. Demo - Building an RNN for Time Series Prediction.mp4
8.6 MB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/6. Demo - Building an RNN for Time Series Prediction.vtt
3.3 KB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/7. Implementing Convolutional Neural Networks (CNNs).mp4
5.1 MB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/7. Implementing Convolutional Neural Networks (CNNs).vtt
2.4 KB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/8. Demo - Implementing a CNN for Time Series Prediction.mp4
9.9 MB
~Get Your Files Here !/3. Training and Evaluating Time Series Models/8. Demo - Implementing a CNN for Time Series Prediction.vtt
3.2 KB
~Get Your Files Here !/4. Implementing Advanced Techniques for Time Series Analysis/1. Understanding Data Windowing in Time Seri.mp4
5 MB
~Get Your Files Here !/4. Implementing Advanced Techniques for Time Series Analysis/1. Understanding Data Windowing in Time Seri.vtt
3.5 KB
~Get Your Files Here !/4. Implementing Advanced Techniques for Time Series Analysis/2. Trailing and Centered Windows in Time Ser.mp4
2.9 MB
~Get Your Files Here !/4. Implementing Advanced Techniques for Time Series Analysis/2. Trailing and Centered Windows in Time Ser.vtt
2 KB
~Get Your Files Here !/4. Implementing Advanced Techniques for Time Series Analysis/3. Demo - Comparing Trailing Windows.mp4
8.5 MB
~Get Your Files Here !/4. Implementing Advanced Techniques for Time Series Analysis/3. Demo - Comparing Trailing Windows.vtt
2.6 KB
~Get Your Files Here !/4. Implementing Advanced Techniques for Time Series Analysis/4. Leveraging TensorFlow for Forecasting.mp4
3.7 MB
~Get Your Files Here !/4. Implementing Advanced Techniques for Time Series Analysis/4. Leveraging TensorFlow for Forecasting.vtt
2.2 KB
~Get Your Files Here !/4. Implementing Advanced Techniques for Time Series Analysis/5. Demo - Predictive Modelling with TensorFl.mp4
14.1 MB
~Get Your Files Here !/4. Implementing Advanced Techniques for Time Series Analysis/5. Demo - Predictive Modelling with TensorFl.vtt
4.2 KB
~Get Your Files Here !/4. Implementing Advanced Techniques for Time Series Analysis/6. Advanced Forecasting Techniques with Tens.mp4
5.2 MB
~Get Your Files Here !/4. Implementing Advanced Techniques for Time Series Analysis/6. Advanced Forecasting Techniques with Tens.vtt
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