Files Included :
1 Course Overview.mp4 (4.7 MB)
1 Introduction.mp4 (14.9 MB)
2 What Is Data Preparation.mp4 (1.94 MB)
3 Ingesting CSV and Excel Files.mp4 (10.97 MB)
4 Ingesting JSON and XML Files.mp4 (7.55 MB)
5 Demo - Ingestion.mp4 (28.71 MB)
6 Summary.mp4 (1.01 MB)
1 Introduction.mp4 (12.06 MB)
2 Folder Monitoring.mp4 (9.63 MB)
3 Task Scheduling.mp4 (6.11 MB)
4 Demo - Using the File Watcher API.mp4 (25.96 MB)
5 Demo - Using the Quartz Scheduler Library.mp4 (24.66 MB)
6 Selenium.mp4 (5.67 MB)
7 Demo - Using the Selenium IDE.mp4 (6.55 MB)
8 Demo - Coding for Selenium.mp4 (26.96 MB)
9 Summary.mp4 (1.05 MB)
1 Introduction.mp4 (11.71 MB)
2 Lambdas and Streams.mp4 (8.77 MB)
3 Regular Expressions Overview.mp4 (7.47 MB)
4 Using Regular Expressions in Java.mp4 (8.49 MB)
5 Demo - Data Cleaning Pipeline.mp4 (19.62 MB)
6 Summary.mp4 (640.11 KB)
1 Introduction.mp4 (7.55 MB)
2 Data Transformation Basics.mp4 (7.45 MB)
3 Scaling, Data Skew, and Data Bias.mp4 (9.83 MB)
4 Demo - Data Transformation Pipeline.mp4 (34.37 MB)
5 Summary.mp4 (818.19 KB)
1 Introduction.mp4 (13.88 MB)
2 Distributed Data Pipelines.mp4 (5.59 MB)
3 Beam SDK Concepts.mp4 (6.89 MB)
4 Beam SDK Engines and GCP Dataflow.mp4 (9.45 MB)
5 Demo - Developing Beam SDK Pipelines.mp4 (34.22 MB)
6 Demo - Deploying Beam SDK Pipelines to GCP Dataflow.mp4 (13.52 MB)
7 Summary.mp4 (954.93 KB)
8 Wrap Up.mp4 (2.8 MB)
1 Course Overview.mp4 (3.85 MB)
1 Version Check.mp4 (375.85 KB)
2 Introduction.mp4 (6.44 MB)
3 Demo - Weka Showcase.mp4 (10.44 MB)
4 Demo - Deeplearning4j (DL4J) Showcase.mp4 (14.78 MB)
5 Demo - Spark MLlib Showcase.mp4 (15.97 MB)
6 Summary.mp4 (2.59 MB)
1 Introduction.mp4 (7.52 MB)
2 Demo - Data Preparation and Loading with Programmatic Weka.mp4 (10.43 MB)
3 Demo - Data Preprocessing with Programmatic Weka.mp4 (4.1 MB)
4 Demo - Implementing K-means with Programmatic Weka.mp4 (3.61 MB)
5 Demo - Evaluation and Visualization with Programmatic Weka.mp4 (15.47 MB)
6 Demo - The Full Workflow in One Go with Weka GUI.mp4 (10.88 MB)
7 Summary.mp4 (1006.71 KB)
1 Introduction.mp4 (7.27 MB)
2 Demo - Data Preparation and Loading with DL4J (Part 1 - Setup).mp4 (12.16 MB)
4 Demo - Data Preprocessing with DL4J.mp4 (31.98 MB)
5 Demo - Implementing a Twitter Sentiment Classifier with DL4J.mp4 (20.44 MB)
6 Demo - Performance and Evaluation and Visualization with DL4J.mp4 (6.58 MB)
7 Summary.mp4 (1.12 MB)
1 Introduction.mp4 (8.35 MB)
2 Demo - Data Preparation and Loading with Spark MLlib.mp4 (12.09 MB)
3 Demo - Data Preprocessing with Spark MLlib.mp4 (18.44 MB)
4 Demo - Implementing an Image Classifier with Spark MLlib.mp4 (5.68 MB)
6 Summary.mp4 (943.38 KB)
1 Course Overview.mp4 (3.97 MB)
01 Version Check.mp4 (516.19 KB)
02 Prerequisites and Course Outline.mp4 (3.62 MB)
03 Introducing Weka.mp4 (3.98 MB)
04 Demo - Environment and Project Setup.mp4 (11.15 MB)
05 Demo - Exploring the Weka Workbench.mp4 (14.99 MB)
06 Demo - Loading and Exploring the Dataset.mp4 (14.73 MB)
07 Demo - Training and Evaluating a Regression Model.mp4 (18.08 MB)
08 Demo - Training and Evaluating a Multiple Regression Model.mp4 (24.79 MB)
09 Demo - Feature Selection and Ranking.mp4 (23.08 MB)
10 Demo - Processing and Saving Processed Data.mp4 (20.27 MB)
11 Demo - Evaluating a Model Using Cross Validation.mp4 (7.77 MB)
12 Demo - Regression Using Support Vector Machines and Multilayer Perceptrons.mp4 (11.86 MB)
13 Demo - Serializing and Visualizing a Decision Tree Model.mp4 (20.87 MB)
1 Demo - Feature Selection and Data Processing.mp4 (21.16 MB)
2 Demo - Building and Evaluating a Classification Model.mp4 (22.4 MB)
3 Demo - Building and Visualizing a Decision Tree Model.mp4 (14.72 MB)
4 Demo - Encoding Text Data in Numeric Form.mp4 (22.9 MB)
5 Demo - Performing Classification on Text Data.mp4 (23.74 MB)
1 Demo - Normalizing and Visualizing Data.mp4 (20.05 MB)
2 Demo - Performing K-means Clustering.mp4 (12.43 MB)
3 Demo - Visualizing Cluster Assignments.mp4 (24.84 MB)
4 Demo - Exploring and Visualizing Data.mp4 (9.96 MB)
5 Demo - Performing Hierarchical Clustering.mp4 (14.95 MB)
6 Demo - Performing EM Clustering.mp4 (10.26 MB)
7 Demo - Serializing Trained Model Parameters.mp4 (12.57 MB)
8 Demo - Deploying a Model Using SpringBoot.mp4 (21.85 MB)
9 Summary and Further Study.mp4 (2.58 MB)
1 Course Overview.mp4 (4.03 MB)
01 Version Check.mp4 (546.45 KB)
02 Prerequisites and Course Outline.mp4 (3.83 MB)
03 Introducing RapidMiner.mp4 (4.42 MB)
04 Demo - Download and Setup RapidMiner.mp4 (10.4 MB)
05 Demo - Setting up a Repository and Importing Data.mp4 (12.74 MB)
06 Demo - Exploring the Dataset.mp4 (19.09 MB)
07 Demo - Build and Evaluate a Linear Regression Model.mp4 (15.66 MB)
09 Demo - Perform Attribute Selection.mp4 (11.32 MB)
10 Demo - Evaluate a Model Using Cross-validation.mp4 (14.98 MB)
11 Demo - Assign Roles and Perform Attribute Selection.mp4 (16.53 MB)
12 Demo - Train a Model with Normalized Data.mp4 (18.55 MB)
01 Introducing JSAT.mp4 (5.31 MB)
02 Demo - Getting Set up with a Maven Project.mp4 (16.06 MB)
03 Demo - Loading and Exploring Data.mp4 (21.14 MB)
04 Demo - Building and Training a Regression Model.mp4 (16.35 MB)
05 Demo - Evaluating a Regression Model.mp4 (12.09 MB)
06 Demo - Training and Evaluating a Ridge Regression Model.mp4 (12.13 MB)
08 Demo - Building and Evaluating a Decision Tree Classification Model.mp4 (6.38 MB)
09 Demo - Performing Clustering and Evaluating Clustering Models.mp4 (21.06 MB)
10 Demo - Serializing and Deserializing Trained Models.mp4 (14.34 MB)
11 Demo - Making Predictions Using a Deployed Model.mp4 (15.34 MB)
01 Introducing DJL.mp4 (5.48 MB)
02 Brief Overview of Neural Networks.mp4 (5.11 MB)
03 Demo - Setting up the Maven Project and Dependencies.mp4 (5.27 MB)
05 Demo - Training the Image Classification Model.mp4 (8.96 MB)
06 Demo - Performing Predictions Using the Classification Model.mp4 (17.38 MB)
07 Brief Overview of Transfer Learning.mp4 (6.2 MB)
08 Demo - Using a Pretrained Model for Image Classification.mp4 (13.06 MB)
09 Demo - Using a Pretrained Model for Image Segmentation.mp4 (16.06 MB)
10 Introducing Google BERT.mp4 (2.3 MB)
11 Demo - Answering Questions with Google BERT.mp4 (11.74 MB)
12 Summary and Further Study.mp4 (2.5 MB)]
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