12-16-2024, 06:38 PM
![[Image: 537661809_oip.jpg]](https://img100.pixhost.to/images/428/537661809_oip.jpg)
2.32 GB | 00:18:21 | mp4 | 1280X720 | 16:9
Genre:eLearning |Language:English
Files Included :
1 Course Overview.mp4 (3.13 MB)
01 What Is Data Science.mp4 (4.07 MB)
03 Hard-skills and Soft-skills.mp4 (1.2 MB)
04 Identifying the Hard-skills.mp4 (4.9 MB)
06 Identify Your Stakeholders.mp4 (3.07 MB)
08 Get to Know Your Stakeholders.mp4 (1.62 MB)
10 Asking the Right Questions.mp4 (2.45 MB)
11 Capturing Stakeholders Needs.mp4 (1.56 MB)
12 Assessing Stakehoders Needs.mp4 (2.57 MB)
13 Accessing the Data.mp4 (2.04 MB)
14 Project Gap Analysis.mp4 (2.17 MB)
15 Present the Proposal.mp4 (1.22 MB)
16 Accessing the Teams Reaction.mp4 (856.23 KB)
01 Access the Need of the Project to the Business.mp4 (1.18 MB)
02 High Risk Data Science Project Scope.mp4 (768.57 KB)
03 Low Risk Data Science Project Scope.mp4 (963.09 KB)
04 External vs Internal Facing Project Scope.mp4 (838.85 KB)
05 Defining Business Metrics.mp4 (7.27 MB)
06 Business Metrics Classifications.mp4 (3.99 MB)
07 Managing Technical Metrics.mp4 (4.65 MB)
08 Data Science Project Risks.mp4 (3.1 MB)
09 Data Science Project Lifecycle.mp4 (1.85 MB)
10 Quantifying the Risks for the Data Science Project.mp4 (6.78 MB)
1 Course Overview.mp4 (3.74 MB)
1 The Shared Responsibility Model.mp4 (5.4 MB)
2 Authentication and Authorization on Azure.mp4 (7.85 MB)
3 The Key Valet Pattern.mp4 (2.45 MB)
4 Access Keys and SAS.mp4 (8.93 MB)
5 Demo - Working with Tokens.mp4 (9.29 MB)
6 Module Summary.mp4 (1.16 MB)
1 Data Availability Concepts.mp4 (5.56 MB)
2 Availability on Blob Storage.mp4 (4.34 MB)
3 Azure SQL High Availability.mp4 (8.75 MB)
4 Azure SQL Datawarehouse Availability.mp4 (1.4 MB)
5 Cosmos DB Availability.mp4 (5.45 MB)
6 Availability on Other Azure Services.mp4 (1.65 MB)
7 High Quality Datasets.mp4 (3.81 MB)
8 Azure Availability Features.mp4 (14.59 MB)
9 Module Summary.mp4 (1.05 MB)
1 Ethical and Legal Compliance.mp4 (6.56 MB)
2 Encryption in Azure.mp4 (2.09 MB)
4 Module Summary.mp4 (1.19 MB)
1 Course Overview.mp4 (2.5 MB)
1 Overview.mp4 (1.39 MB)
2 The Use Case - Media Insights Solution.mp4 (2.67 MB)
3 Available Data Sources.mp4 (2.67 MB)
4 Bring in the SME.mp4 (2.1 MB)
5 Exploratory Data Analysis Tools.mp4 (1.83 MB)
6 The Format of the Data.mp4 (2.65 MB)
7 Summary.mp4 (1.49 MB)
1 Overview.mp4 (1.28 MB)
2 The Problem with the Internal Data.mp4 (2.45 MB)
3 Your New Data Broker.mp4 (2.91 MB)
4 The Budget Barrier and Solution.mp4 (3.28 MB)
5 Personally Identifiable Information (PII).mp4 (3.43 MB)
6 Ethical and Legal Barriers to Data Use.mp4 (2.89 MB)
7 Summary.mp4 (1.43 MB)
1 Overview.mp4 (1.6 MB)
2 A New Problem to Be Solved.mp4 (3.33 MB)
3 Synthetic Training Data.mp4 (5.33 MB)
4 The Complete Media Insights Solution.mp4 (3.32 MB)
5 Testing for Validity.mp4 (3.33 MB)
6 Correlation vs Causation.mp4 (3.66 MB)
7 The Big Ask.mp4 (2.19 MB)
8 Summary.mp4 (1.63 MB)
1 Course Overview.mp4 (2.84 MB)
1 Intro.mp4 (1.86 MB)
2 Data.mp4 (13.95 MB)
3 Discovering Data.mp4 (7.49 MB)
4 Azure Data Catalog.mp4 (9.07 MB)
5 Azure Data Catalog Demo.mp4 (10.62 MB)
6 Azure Open Datasets.mp4 (2.41 MB)
7 Azure Open Datasets Demo.mp4 (9.5 MB)
1 Intro.mp4 (981.94 KB)
2 Extracting and Loading.mp4 (8.2 MB)
3 Azure Data Factory.mp4 (7.66 MB)
4 Azure Data Factory Demo.mp4 (21.01 MB)
5 HD Insights.mp4 (6.27 MB)
6 HD Insights Demo.mp4 (32.78 MB)
7 Review.mp4 (1.5 MB)
1 Course Overview.mp4 (2.96 MB)
1 Intro.mp4 (1.55 MB)
2 Data Structures.mp4 (14.7 MB)
3 R Demo.mp4 (17.16 MB)
4 Python Demo.mp4 (15.51 MB)
5 Large Data Sets.mp4 (8.7 MB)
6 SQL Data Sampling.mp4 (8.44 MB)
7 Bad Data.mp4 (10.67 MB)
8 Handling Bad Data.mp4 (6.58 MB)
9 Review.mp4 (793.33 KB)
1 Intro.mp4 (669.31 KB)
2 Aggregation.mp4 (6.93 MB)
3 Azure Notebooks Demo.mp4 (6.77 MB)
4 Data Labeling.mp4 (5.96 MB)
5 Multiple Data Sets.mp4 (3 MB)
6 Review.mp4 (1.39 MB)
1 Course Overview.mp4 (3.19 MB)
1 Introduction.mp4 (1.85 MB)
2 Introduction to Data Science.mp4 (12.09 MB)
3 Identifying Constraints.mp4 (8.71 MB)
4 Tools.mp4 (23.12 MB)
1 Introduction.mp4 (1015.36 KB)
2 Provisioning an Environment.mp4 (10.82 MB)
3 Creating a DSVM.mp4 (10.07 MB)
4 Version Management.mp4 (4.25 MB)
5 Environment Management.mp4 (4.47 MB)
1 Overview.mp4 (1.14 MB)
2 Running a Test Experiment.mp4 (7.38 MB)
3 Iris Demo.mp4 (21.12 MB)
4 Saving Work.mp4 (6.54 MB)
5 Azure Backup Services Demo.mp4 (13.53 MB)
6 Course Review.mp4 (1.71 MB)
1 Course Overview.mp4 (4.58 MB)
1 Module Overview.mp4 (4.65 MB)
2 Data Science Overview.mp4 (5.83 MB)
5 Azure Data Explorer Features.mp4 (2.79 MB)
7 ADX Pricing.mp4 (3.22 MB)
8 Summary.mp4 (1.12 MB)
1 Module Overview.mp4 (1.15 MB)
3 Create ADX Cluster Using PowerShell.mp4 (12.22 MB)
7 Summary.mp4 (1.16 MB)
1 Module Overview.mp4 (2.14 MB)
3 Schema Mapping in KQL.mp4 (1.28 MB)
9 Summary.mp4 (1.55 MB)
1 Module Overview.mp4 (1.05 MB)
2 KQL Schema Mapping for Data Ingestion.mp4 (5.47 MB)
3 Data Ingestion in Azure.mp4 (2.98 MB)
4 EventHubs Overview.mp4 (1.69 MB)
5 EventGrids Overview.mp4 (3.14 MB)
8 Summary.mp4 (1.44 MB)
1 Module Overview.mp4 (1.84 MB)
2 Managing ADX Database Permissions.mp4 (3.74 MB)
4 Scaling the ADX Cluster.mp4 (3.13 MB)
7 Demo - Scaling the ADX Cluster.mp4 (17.04 MB)
8 Summary.mp4 (1.59 MB)
1 Course Overview.mp4 (3.68 MB)
1 Introduction.mp4 (3.94 MB)
5 Prerequisites.mp4 (566.96 KB)
9 Summary.mp4 (1.17 MB)
8 Summary.mp4 (1.54 MB)
13 Summary.mp4 (1.1 MB)
01 Introduction.mp4 (1.42 MB)
02 Reasons Why Data Is Missing.mp4 (2.01 MB)
03 Demo - Listwise Deletion.mp4 (8.81 MB)
04 Problems in Deleting Rows.mp4 (3.59 MB)
05 Demo - Using Indicator Variables.mp4 (6.22 MB)
06 Replace with Mean, Median, and Mode.mp4 (2.73 MB)
08 Demo - Replace with MICE.mp4 (6 MB)
09 How MICE Works.mp4 (2.2 MB)
10 Summary.mp4 (784.75 KB)
1 Introduction.mp4 (1.17 MB)
9 Summary.mp4 (1.39 MB)
8 Summary.mp4 (1.4 MB)
8 Summary.mp4 (1.32 MB)
1 Course Overview.mp4 (3.66 MB)
01 Module Overview.mp4 (3.23 MB)
02 Is This Course for You.mp4 (2.25 MB)
03 Skills Recommended for This Course.mp4 (1.72 MB)
04 Measures of Central Tendency.mp4 (2.25 MB)
05 Measures of Variability.mp4 (3.59 MB)
06 Modality and Skewness.mp4 (3.09 MB)
07 Kurtosis.mp4 (1.65 MB)
08 Gaussian Distributions.mp4 (9.47 MB)
09 Calculating the Mean, Median, and Mode.mp4 (6.11 MB)
10 Summary.mp4 (3.48 MB)
1 Introduction.mp4 (1.75 MB)
2 Machine Learning Process Distilled.mp4 (4.14 MB)
3 Outlier Detection and Imputation.mp4 (2.97 MB)
4 Demo - Outlier Detection in Python.mp4 (11.92 MB)
5 Demo - Imputation in Python.mp4 (7.64 MB)
6 Standardization and Normalization.mp4 (2.67 MB)
8 Summary.mp4 (1.69 MB)
01 Module Overview.mp4 (2.4 MB)
02 Common Scaling Approaches.mp4 (3.17 MB)
04 Binning.mp4 (2.09 MB)
05 Demo - Binning.mp4 (3.27 MB)
06 Heteroscedasticity.mp4 (1.48 MB)
08 Z-score.mp4 (1.94 MB)
09 Demo - Z-score.mp4 (4.1 MB)
10 Summary.mp4 (2.59 MB)
1 Module Overview.mp4 (1.87 MB)
2 Data Types in Statistics.mp4 (1.75 MB)
3 Data Measurement Scales.mp4 (4.23 MB)
4 Problems with Categorical Data.mp4 (2.09 MB)
5 One-hot Encoding.mp4 (1.11 MB)
6 Demo - Label and One-hot Encoding.mp4 (3.06 MB)
7 Demo - Label Encoding and XGBoost.mp4 (4.28 MB)
8 Summary.mp4 (2.13 MB)
1 Course Overview.mp4 (2.92 MB)
5 Dataset Exploration Demo.mp4 (13.12 MB)
6 Takeaway.mp4 (1.35 MB)
1 What Is Feature Extraction.mp4 (2.13 MB)
2 Performing Feature Extraction.mp4 (15.05 MB)
3 Creating and Using Feature Extraction Algorithms.mp4 (3.26 MB)
4 Performing Feature Extraction on Unstructured Text.mp4 (17.35 MB)
5 Demo - Human Face or Not Human Face.mp4 (14.55 MB)
6 Takeaway.mp4 (823.83 KB)
1 Performing Feature Normalization.mp4 (4.98 MB)
2 Understanding Feature Normalization.mp4 (2.77 MB)
3 Clip Values Demo.mp4 (8.95 MB)
4 Group Data into Bins Demo.mp4 (7.62 MB)
5 Normalize Data Demo.mp4 (9.36 MB)
6 Principal Component Analysis Demo.mp4 (7.7 MB)
7 Encoding Features Demo.mp4 (9.51 MB)
8 Takeaway.mp4 (1.28 MB)
1 Performing Feature Selection.mp4 (2.28 MB)
2 Understanding Feature Selection.mp4 (2.5 MB)
3 Fliter Based Feature Selection Demo.mp4 (6.87 MB)
4 Fisher Linear Discriminant Analysis Demo.mp4 (12.66 MB)
5 Permutation Feature Importance Demo.mp4 (8.32 MB)
6 Compute Linear Correlation Demo.mp4 (12.72 MB)
7 Takeaway.mp4 (1.7 MB)
1 Final Takeaway.mp4 (2.54 MB)
1 Course Overview.mp4 (3.37 MB)
01 Module Overview.mp4 (3.49 MB)
02 Prerequisites.mp4 (4.41 MB)
03 Demo - Configure AMLS.mp4 (9.41 MB)
04 Preprocessing and NLP.mp4 (3.01 MB)
05 Tokenization and Cleaning.mp4 (5.3 MB)
07 Demo - NLTK Tokenizers.mp4 (8.5 MB)
08 Demo - Token Cleaning.mp4 (3.38 MB)
09 Stopword Removal.mp4 (2.09 MB)
10 Demo - Stopword Removal.mp4 (9.99 MB)
11 Frequency Filtering.mp4 (1.94 MB)
12 Demo - Frequency Filtering.mp4 (10.26 MB)
13 Stemming.mp4 (2.15 MB)
14 Demo - Stemming.mp4 (5.08 MB)
15 Parts-of-speech Tagging.mp4 (1.99 MB)
16 Demo - Parts-of-speech.mp4 (3.71 MB)
17 Lemmatization.mp4 (2.06 MB)
18 Demo - Lemmatization.mp4 (4.26 MB)
19 N-grams.mp4 (2.94 MB)
20 Demo - N-grams.mp4 (7.01 MB)
21 Module Summary.mp4 (3.38 MB)
01 Module Overview.mp4 (3.25 MB)
02 Encoding Text as Numbers.mp4 (6.1 MB)
04 Demo - Bag-of-words.mp4 (7.01 MB)
05 Demo - Bag-of-n-grams.mp4 (4.37 MB)
06 TF-IDF Encoding.mp4 (2.91 MB)
07 Demo - TF-IDF Encoding.mp4 (7.89 MB)
08 Word Embeddings.mp4 (4.46 MB)
10 Feature Hashing.mp4 (5.99 MB)
11 Demo - The Hashing Trick.mp4 (11.43 MB)
14 BERT.mp4 (6 MB)
16 Summary.mp4 (2.27 MB)
1 Course Overview.mp4 (3.1 MB)
1 Overview.mp4 (2.24 MB)
2 Introduction to Computer Vision.mp4 (12.45 MB)
3 Approaches to Computer Vision.mp4 (8.59 MB)
4 Azure Services for Computer Vision.mp4 (7.73 MB)
5 Launching a Notebook Instance.mp4 (12.88 MB)
6 Summary.mp4 (1.72 MB)
1 Overview.mp4 (1.72 MB)
2 Image Processing Techniques.mp4 (10.32 MB)
3 SIFT Introduction.mp4 (13.85 MB)
5 HOG Introduction.mp4 (16.57 MB)
7 Summary.mp4 (1.54 MB)
1 Overview.mp4 (1.94 MB)
2 Neural Network Overview.mp4 (9.36 MB)
4 Working with MNIST.mp4 (19.47 MB)
6 Summary.mp4 (1.61 MB)
1 Course Overview.mp4 (2.52 MB)
1 Introduction and Module Overview.mp4 (7.95 MB)
2 Feature Set Complexity.mp4 (2.62 MB)
3 Sources of Model Error.mp4 (4.47 MB)
6 Demo.mp4 (17.56 MB)
7 Summary.mp4 (1.81 MB)
1 Introduction and Module Overview.mp4 (4.77 MB)
2 Reasons For Feature Elimination.mp4 (2.04 MB)
3 Univariate Techniques.mp4 (6.12 MB)
4 How Statistical Tests Work.mp4 (6.36 MB)
5 Bivariate Techniques.mp4 (7.41 MB)
6 Multivariate Techniques.mp4 (4.71 MB)
7 Demo.mp4 (12.77 MB)
8 Summary.mp4 (1.62 MB)
1 Introduction and Module Overview.mp4 (4.77 MB)
2 PCA.mp4 (4.95 MB)
3 How PCA Works.mp4 (19.31 MB)
4 KPCA.mp4 (5.47 MB)
5 PCA Limitations.mp4 (4.32 MB)
6 Demo.mp4 (9.36 MB)
7 Summary.mp4 (2.5 MB)
1 Introduction and Module Overview.mp4 (2.39 MB)
2 How Can You Process Categorical or Text Feature Sets.mp4 (7.33 MB)
3 LDA.mp4 (8.97 MB)
4 Dictionary Learning.mp4 (5.25 MB)
5 t-SNE.mp4 (3.42 MB)
6 Demo.mp4 (8.46 MB)
7 Summary.mp4 (1.48 MB)
1 Introduction and Module Overview.mp4 (2.57 MB)
2 k-means Model Stacking.mp4 (4.04 MB)
3 How k-means Works.mp4 (6.27 MB)
4 Autoencoders.mp4 (5.59 MB)
5 Manifold Learning.mp4 (4.13 MB)
6 Demo.mp4 (8.46 MB)
7 Summary.mp4 (1.96 MB)
1 Course Overview.mp4 (3.32 MB)
1 Overview of Microsoft Azure Machine Learning service.mp4 (10.54 MB)
2 Creating and Deleting Workspace.mp4 (17.79 MB)
3 Setting up Environments.mp4 (16.67 MB)
1 Creating and Registering Microsoft AzureML Datastore.mp4 (29.86 MB)
2 Data Preprocessing with Microsoft AzureML.mp4 (37.57 MB)
3 Microsoft AzureML Datasets.mp4 (13.43 MB)
1 Setting up Compute Target.mp4 (15.79 MB)
2 Metrics Logging in AzureML.mp4 (16.27 MB)
3 Setting up Run Object.mp4 (8.9 MB)
4 Training Script and Estimators in AzureML.mp4 (22.32 MB)
5 Distributed Training in AzureML.mp4 (11.18 MB)
1 Hyperparameter Tuning - Theory.mp4 (12.19 MB)
2 Hyperparameter Tuning - Demo.mp4 (21.22 MB)
3 Automated Machine Learning Experiment Using Python SDK.mp4 (31.83 MB)
4 Automated Machine Learning Experiment Using Visual Interface.mp4 (16.38 MB)
1 Course Overview.mp4 (2 MB)
1 Overview.mp4 (2.06 MB)
2 Preliminary Terminology.mp4 (4.34 MB)
3 Scoring and Evaluating an Azure ML Pipeline.mp4 (6.32 MB)
4 Demo - Inspecting an Azure ML Pipeline.mp4 (18.32 MB)
5 Demo - Scoring and Evaluating the Pipeline Model.mp4 (12.54 MB)
6 Summary.mp4 (1.8 MB)
1 Overview.mp4 (1.01 MB)
2 Detecting and Preventing Overfitting.mp4 (3.93 MB)
3 Azure Automated Machine Learning.mp4 (2.24 MB)
4 Demo - Creating an Automated ML Experiment.mp4 (17.85 MB)
5 Demo - Interpreting the Experiment Results.mp4 (4.05 MB)
6 Summary.mp4 (1.73 MB)
1 Overview.mp4 (620.24 KB)
2 Microsofts Guiding Principles for Responsible AI.mp4 (3.77 MB)
3 Unintended Bias and Interpretability.mp4 (4.22 MB)
4 Setting Up an Experiment in a Jupyter Notebook.mp4 (12.26 MB)
5 Demo - Touring the Azure Python Interpretability SDK.mp4 (14.4 MB)
6 Summary.mp4 (1.84 MB)
1 Course Overview.mp4 (2.97 MB)
1 Intro.mp4 (1.52 MB)
2 Azure Machine Learning.mp4 (4.04 MB)
3 Creating Azure Machine Learning.mp4 (7.22 MB)
4 Deploying Models.mp4 (3.35 MB)
5 Creating and Deploying.mp4 (37.04 MB)
6 Review.mp4 (640.58 KB)
1 Intro.mp4 (766.98 KB)
2 Tracking Models.mp4 (4.85 MB)
3 Continuous Deployment.mp4 (3.86 MB)
4 Creating Pipelines.mp4 (48.85 MB)
5 Review.mp4 (537.51 KB)
1 Intro.mp4 (700.17 KB)
2 Performance Analytics.mp4 (1.37 MB)
3 Long Term Planning.mp4 (2.84 MB)
4 Application Insights.mp4 (8.33 MB)
5 Review.mp4 (1.31 MB)
1 Course Overview.mp4 (3.72 MB)
1 Module Overview.mp4 (3.8 MB)
2 Data Science Overview.mp4 (8.2 MB)
3 Understanding the Modeling Process.mp4 (5.64 MB)
4 Model Training.mp4 (4.71 MB)
5 Model Evaluation.mp4 (4.51 MB)
6 Microsofts Team Data Science Process.mp4 (8.42 MB)
7 Data Science Services and Tools in Azure.mp4 (3.35 MB)
8 Specialized Roles in Data Science.mp4 (3.48 MB)
9 Summary.mp4 (1.39 MB)
1 Module Overview.mp4 (1.68 MB)
2 Understanding the Azure Databricks Ecosystem.mp4 (7.26 MB)
3 Understanding Apache Spark and Notebook.mp4 (9.51 MB)
4 Demo - Configuring and Working with Azure Databricks.mp4 (27.76 MB)
5 Demo - Azure Databricks with Azure Data Lake Storage Gen2.mp4 (60.46 MB)
8 Summary.mp4 (928.72 KB)
1 Module Overview.mp4 (1.31 MB)
2 Model Training Process.mp4 (7.13 MB)
3 Model Training Techniques.mp4 (4.33 MB)
7 Summary.mp4 (975.53 KB)
1 Module Overview.mp4 (1.26 MB)
2 Communicating Knowledge and Insights.mp4 (3.31 MB)
3 Demo - Communicating Insights using Power BI.mp4 (23.35 MB)
4 Demo - Communicating Insights using MatPlotLib.mp4 (28.48 MB)
5 Summary.mp4 (2.17 MB)]
Screenshot
![[Image: IEfAdaKX_o.jpg]](https://images2.imgbox.com/7e/53/IEfAdaKX_o.jpg)
1 Course Overview.mp4 (3.13 MB)
01 What Is Data Science.mp4 (4.07 MB)
03 Hard-skills and Soft-skills.mp4 (1.2 MB)
04 Identifying the Hard-skills.mp4 (4.9 MB)
06 Identify Your Stakeholders.mp4 (3.07 MB)
08 Get to Know Your Stakeholders.mp4 (1.62 MB)
10 Asking the Right Questions.mp4 (2.45 MB)
11 Capturing Stakeholders Needs.mp4 (1.56 MB)
12 Assessing Stakehoders Needs.mp4 (2.57 MB)
13 Accessing the Data.mp4 (2.04 MB)
14 Project Gap Analysis.mp4 (2.17 MB)
15 Present the Proposal.mp4 (1.22 MB)
16 Accessing the Teams Reaction.mp4 (856.23 KB)
01 Access the Need of the Project to the Business.mp4 (1.18 MB)
02 High Risk Data Science Project Scope.mp4 (768.57 KB)
03 Low Risk Data Science Project Scope.mp4 (963.09 KB)
04 External vs Internal Facing Project Scope.mp4 (838.85 KB)
05 Defining Business Metrics.mp4 (7.27 MB)
06 Business Metrics Classifications.mp4 (3.99 MB)
07 Managing Technical Metrics.mp4 (4.65 MB)
08 Data Science Project Risks.mp4 (3.1 MB)
09 Data Science Project Lifecycle.mp4 (1.85 MB)
10 Quantifying the Risks for the Data Science Project.mp4 (6.78 MB)
1 Course Overview.mp4 (3.74 MB)
1 The Shared Responsibility Model.mp4 (5.4 MB)
2 Authentication and Authorization on Azure.mp4 (7.85 MB)
3 The Key Valet Pattern.mp4 (2.45 MB)
4 Access Keys and SAS.mp4 (8.93 MB)
5 Demo - Working with Tokens.mp4 (9.29 MB)
6 Module Summary.mp4 (1.16 MB)
1 Data Availability Concepts.mp4 (5.56 MB)
2 Availability on Blob Storage.mp4 (4.34 MB)
3 Azure SQL High Availability.mp4 (8.75 MB)
4 Azure SQL Datawarehouse Availability.mp4 (1.4 MB)
5 Cosmos DB Availability.mp4 (5.45 MB)
6 Availability on Other Azure Services.mp4 (1.65 MB)
7 High Quality Datasets.mp4 (3.81 MB)
8 Azure Availability Features.mp4 (14.59 MB)
9 Module Summary.mp4 (1.05 MB)
1 Ethical and Legal Compliance.mp4 (6.56 MB)
2 Encryption in Azure.mp4 (2.09 MB)
4 Module Summary.mp4 (1.19 MB)
1 Course Overview.mp4 (2.5 MB)
1 Overview.mp4 (1.39 MB)
2 The Use Case - Media Insights Solution.mp4 (2.67 MB)
3 Available Data Sources.mp4 (2.67 MB)
4 Bring in the SME.mp4 (2.1 MB)
5 Exploratory Data Analysis Tools.mp4 (1.83 MB)
6 The Format of the Data.mp4 (2.65 MB)
7 Summary.mp4 (1.49 MB)
1 Overview.mp4 (1.28 MB)
2 The Problem with the Internal Data.mp4 (2.45 MB)
3 Your New Data Broker.mp4 (2.91 MB)
4 The Budget Barrier and Solution.mp4 (3.28 MB)
5 Personally Identifiable Information (PII).mp4 (3.43 MB)
6 Ethical and Legal Barriers to Data Use.mp4 (2.89 MB)
7 Summary.mp4 (1.43 MB)
1 Overview.mp4 (1.6 MB)
2 A New Problem to Be Solved.mp4 (3.33 MB)
3 Synthetic Training Data.mp4 (5.33 MB)
4 The Complete Media Insights Solution.mp4 (3.32 MB)
5 Testing for Validity.mp4 (3.33 MB)
6 Correlation vs Causation.mp4 (3.66 MB)
7 The Big Ask.mp4 (2.19 MB)
8 Summary.mp4 (1.63 MB)
1 Course Overview.mp4 (2.84 MB)
1 Intro.mp4 (1.86 MB)
2 Data.mp4 (13.95 MB)
3 Discovering Data.mp4 (7.49 MB)
4 Azure Data Catalog.mp4 (9.07 MB)
5 Azure Data Catalog Demo.mp4 (10.62 MB)
6 Azure Open Datasets.mp4 (2.41 MB)
7 Azure Open Datasets Demo.mp4 (9.5 MB)
1 Intro.mp4 (981.94 KB)
2 Extracting and Loading.mp4 (8.2 MB)
3 Azure Data Factory.mp4 (7.66 MB)
4 Azure Data Factory Demo.mp4 (21.01 MB)
5 HD Insights.mp4 (6.27 MB)
6 HD Insights Demo.mp4 (32.78 MB)
7 Review.mp4 (1.5 MB)
1 Course Overview.mp4 (2.96 MB)
1 Intro.mp4 (1.55 MB)
2 Data Structures.mp4 (14.7 MB)
3 R Demo.mp4 (17.16 MB)
4 Python Demo.mp4 (15.51 MB)
5 Large Data Sets.mp4 (8.7 MB)
6 SQL Data Sampling.mp4 (8.44 MB)
7 Bad Data.mp4 (10.67 MB)
8 Handling Bad Data.mp4 (6.58 MB)
9 Review.mp4 (793.33 KB)
1 Intro.mp4 (669.31 KB)
2 Aggregation.mp4 (6.93 MB)
3 Azure Notebooks Demo.mp4 (6.77 MB)
4 Data Labeling.mp4 (5.96 MB)
5 Multiple Data Sets.mp4 (3 MB)
6 Review.mp4 (1.39 MB)
1 Course Overview.mp4 (3.19 MB)
1 Introduction.mp4 (1.85 MB)
2 Introduction to Data Science.mp4 (12.09 MB)
3 Identifying Constraints.mp4 (8.71 MB)
4 Tools.mp4 (23.12 MB)
1 Introduction.mp4 (1015.36 KB)
2 Provisioning an Environment.mp4 (10.82 MB)
3 Creating a DSVM.mp4 (10.07 MB)
4 Version Management.mp4 (4.25 MB)
5 Environment Management.mp4 (4.47 MB)
1 Overview.mp4 (1.14 MB)
2 Running a Test Experiment.mp4 (7.38 MB)
3 Iris Demo.mp4 (21.12 MB)
4 Saving Work.mp4 (6.54 MB)
5 Azure Backup Services Demo.mp4 (13.53 MB)
6 Course Review.mp4 (1.71 MB)
1 Course Overview.mp4 (4.58 MB)
1 Module Overview.mp4 (4.65 MB)
2 Data Science Overview.mp4 (5.83 MB)
5 Azure Data Explorer Features.mp4 (2.79 MB)
7 ADX Pricing.mp4 (3.22 MB)
8 Summary.mp4 (1.12 MB)
1 Module Overview.mp4 (1.15 MB)
3 Create ADX Cluster Using PowerShell.mp4 (12.22 MB)
7 Summary.mp4 (1.16 MB)
1 Module Overview.mp4 (2.14 MB)
3 Schema Mapping in KQL.mp4 (1.28 MB)
9 Summary.mp4 (1.55 MB)
1 Module Overview.mp4 (1.05 MB)
2 KQL Schema Mapping for Data Ingestion.mp4 (5.47 MB)
3 Data Ingestion in Azure.mp4 (2.98 MB)
4 EventHubs Overview.mp4 (1.69 MB)
5 EventGrids Overview.mp4 (3.14 MB)
8 Summary.mp4 (1.44 MB)
1 Module Overview.mp4 (1.84 MB)
2 Managing ADX Database Permissions.mp4 (3.74 MB)
4 Scaling the ADX Cluster.mp4 (3.13 MB)
7 Demo - Scaling the ADX Cluster.mp4 (17.04 MB)
8 Summary.mp4 (1.59 MB)
1 Course Overview.mp4 (3.68 MB)
1 Introduction.mp4 (3.94 MB)
5 Prerequisites.mp4 (566.96 KB)
9 Summary.mp4 (1.17 MB)
8 Summary.mp4 (1.54 MB)
13 Summary.mp4 (1.1 MB)
01 Introduction.mp4 (1.42 MB)
02 Reasons Why Data Is Missing.mp4 (2.01 MB)
03 Demo - Listwise Deletion.mp4 (8.81 MB)
04 Problems in Deleting Rows.mp4 (3.59 MB)
05 Demo - Using Indicator Variables.mp4 (6.22 MB)
06 Replace with Mean, Median, and Mode.mp4 (2.73 MB)
08 Demo - Replace with MICE.mp4 (6 MB)
09 How MICE Works.mp4 (2.2 MB)
10 Summary.mp4 (784.75 KB)
1 Introduction.mp4 (1.17 MB)
9 Summary.mp4 (1.39 MB)
8 Summary.mp4 (1.4 MB)
8 Summary.mp4 (1.32 MB)
1 Course Overview.mp4 (3.66 MB)
01 Module Overview.mp4 (3.23 MB)
02 Is This Course for You.mp4 (2.25 MB)
03 Skills Recommended for This Course.mp4 (1.72 MB)
04 Measures of Central Tendency.mp4 (2.25 MB)
05 Measures of Variability.mp4 (3.59 MB)
06 Modality and Skewness.mp4 (3.09 MB)
07 Kurtosis.mp4 (1.65 MB)
08 Gaussian Distributions.mp4 (9.47 MB)
09 Calculating the Mean, Median, and Mode.mp4 (6.11 MB)
10 Summary.mp4 (3.48 MB)
1 Introduction.mp4 (1.75 MB)
2 Machine Learning Process Distilled.mp4 (4.14 MB)
3 Outlier Detection and Imputation.mp4 (2.97 MB)
4 Demo - Outlier Detection in Python.mp4 (11.92 MB)
5 Demo - Imputation in Python.mp4 (7.64 MB)
6 Standardization and Normalization.mp4 (2.67 MB)
8 Summary.mp4 (1.69 MB)
01 Module Overview.mp4 (2.4 MB)
02 Common Scaling Approaches.mp4 (3.17 MB)
04 Binning.mp4 (2.09 MB)
05 Demo - Binning.mp4 (3.27 MB)
06 Heteroscedasticity.mp4 (1.48 MB)
08 Z-score.mp4 (1.94 MB)
09 Demo - Z-score.mp4 (4.1 MB)
10 Summary.mp4 (2.59 MB)
1 Module Overview.mp4 (1.87 MB)
2 Data Types in Statistics.mp4 (1.75 MB)
3 Data Measurement Scales.mp4 (4.23 MB)
4 Problems with Categorical Data.mp4 (2.09 MB)
5 One-hot Encoding.mp4 (1.11 MB)
6 Demo - Label and One-hot Encoding.mp4 (3.06 MB)
7 Demo - Label Encoding and XGBoost.mp4 (4.28 MB)
8 Summary.mp4 (2.13 MB)
1 Course Overview.mp4 (2.92 MB)
5 Dataset Exploration Demo.mp4 (13.12 MB)
6 Takeaway.mp4 (1.35 MB)
1 What Is Feature Extraction.mp4 (2.13 MB)
2 Performing Feature Extraction.mp4 (15.05 MB)
3 Creating and Using Feature Extraction Algorithms.mp4 (3.26 MB)
4 Performing Feature Extraction on Unstructured Text.mp4 (17.35 MB)
5 Demo - Human Face or Not Human Face.mp4 (14.55 MB)
6 Takeaway.mp4 (823.83 KB)
1 Performing Feature Normalization.mp4 (4.98 MB)
2 Understanding Feature Normalization.mp4 (2.77 MB)
3 Clip Values Demo.mp4 (8.95 MB)
4 Group Data into Bins Demo.mp4 (7.62 MB)
5 Normalize Data Demo.mp4 (9.36 MB)
6 Principal Component Analysis Demo.mp4 (7.7 MB)
7 Encoding Features Demo.mp4 (9.51 MB)
8 Takeaway.mp4 (1.28 MB)
1 Performing Feature Selection.mp4 (2.28 MB)
2 Understanding Feature Selection.mp4 (2.5 MB)
3 Fliter Based Feature Selection Demo.mp4 (6.87 MB)
4 Fisher Linear Discriminant Analysis Demo.mp4 (12.66 MB)
5 Permutation Feature Importance Demo.mp4 (8.32 MB)
6 Compute Linear Correlation Demo.mp4 (12.72 MB)
7 Takeaway.mp4 (1.7 MB)
1 Final Takeaway.mp4 (2.54 MB)
1 Course Overview.mp4 (3.37 MB)
01 Module Overview.mp4 (3.49 MB)
02 Prerequisites.mp4 (4.41 MB)
03 Demo - Configure AMLS.mp4 (9.41 MB)
04 Preprocessing and NLP.mp4 (3.01 MB)
05 Tokenization and Cleaning.mp4 (5.3 MB)
07 Demo - NLTK Tokenizers.mp4 (8.5 MB)
08 Demo - Token Cleaning.mp4 (3.38 MB)
09 Stopword Removal.mp4 (2.09 MB)
10 Demo - Stopword Removal.mp4 (9.99 MB)
11 Frequency Filtering.mp4 (1.94 MB)
12 Demo - Frequency Filtering.mp4 (10.26 MB)
13 Stemming.mp4 (2.15 MB)
14 Demo - Stemming.mp4 (5.08 MB)
15 Parts-of-speech Tagging.mp4 (1.99 MB)
16 Demo - Parts-of-speech.mp4 (3.71 MB)
17 Lemmatization.mp4 (2.06 MB)
18 Demo - Lemmatization.mp4 (4.26 MB)
19 N-grams.mp4 (2.94 MB)
20 Demo - N-grams.mp4 (7.01 MB)
21 Module Summary.mp4 (3.38 MB)
01 Module Overview.mp4 (3.25 MB)
02 Encoding Text as Numbers.mp4 (6.1 MB)
04 Demo - Bag-of-words.mp4 (7.01 MB)
05 Demo - Bag-of-n-grams.mp4 (4.37 MB)
06 TF-IDF Encoding.mp4 (2.91 MB)
07 Demo - TF-IDF Encoding.mp4 (7.89 MB)
08 Word Embeddings.mp4 (4.46 MB)
10 Feature Hashing.mp4 (5.99 MB)
11 Demo - The Hashing Trick.mp4 (11.43 MB)
14 BERT.mp4 (6 MB)
16 Summary.mp4 (2.27 MB)
1 Course Overview.mp4 (3.1 MB)
1 Overview.mp4 (2.24 MB)
2 Introduction to Computer Vision.mp4 (12.45 MB)
3 Approaches to Computer Vision.mp4 (8.59 MB)
4 Azure Services for Computer Vision.mp4 (7.73 MB)
5 Launching a Notebook Instance.mp4 (12.88 MB)
6 Summary.mp4 (1.72 MB)
1 Overview.mp4 (1.72 MB)
2 Image Processing Techniques.mp4 (10.32 MB)
3 SIFT Introduction.mp4 (13.85 MB)
5 HOG Introduction.mp4 (16.57 MB)
7 Summary.mp4 (1.54 MB)
1 Overview.mp4 (1.94 MB)
2 Neural Network Overview.mp4 (9.36 MB)
4 Working with MNIST.mp4 (19.47 MB)
6 Summary.mp4 (1.61 MB)
1 Course Overview.mp4 (2.52 MB)
1 Introduction and Module Overview.mp4 (7.95 MB)
2 Feature Set Complexity.mp4 (2.62 MB)
3 Sources of Model Error.mp4 (4.47 MB)
6 Demo.mp4 (17.56 MB)
7 Summary.mp4 (1.81 MB)
1 Introduction and Module Overview.mp4 (4.77 MB)
2 Reasons For Feature Elimination.mp4 (2.04 MB)
3 Univariate Techniques.mp4 (6.12 MB)
4 How Statistical Tests Work.mp4 (6.36 MB)
5 Bivariate Techniques.mp4 (7.41 MB)
6 Multivariate Techniques.mp4 (4.71 MB)
7 Demo.mp4 (12.77 MB)
8 Summary.mp4 (1.62 MB)
1 Introduction and Module Overview.mp4 (4.77 MB)
2 PCA.mp4 (4.95 MB)
3 How PCA Works.mp4 (19.31 MB)
4 KPCA.mp4 (5.47 MB)
5 PCA Limitations.mp4 (4.32 MB)
6 Demo.mp4 (9.36 MB)
7 Summary.mp4 (2.5 MB)
1 Introduction and Module Overview.mp4 (2.39 MB)
2 How Can You Process Categorical or Text Feature Sets.mp4 (7.33 MB)
3 LDA.mp4 (8.97 MB)
4 Dictionary Learning.mp4 (5.25 MB)
5 t-SNE.mp4 (3.42 MB)
6 Demo.mp4 (8.46 MB)
7 Summary.mp4 (1.48 MB)
1 Introduction and Module Overview.mp4 (2.57 MB)
2 k-means Model Stacking.mp4 (4.04 MB)
3 How k-means Works.mp4 (6.27 MB)
4 Autoencoders.mp4 (5.59 MB)
5 Manifold Learning.mp4 (4.13 MB)
6 Demo.mp4 (8.46 MB)
7 Summary.mp4 (1.96 MB)
1 Course Overview.mp4 (3.32 MB)
1 Overview of Microsoft Azure Machine Learning service.mp4 (10.54 MB)
2 Creating and Deleting Workspace.mp4 (17.79 MB)
3 Setting up Environments.mp4 (16.67 MB)
1 Creating and Registering Microsoft AzureML Datastore.mp4 (29.86 MB)
2 Data Preprocessing with Microsoft AzureML.mp4 (37.57 MB)
3 Microsoft AzureML Datasets.mp4 (13.43 MB)
1 Setting up Compute Target.mp4 (15.79 MB)
2 Metrics Logging in AzureML.mp4 (16.27 MB)
3 Setting up Run Object.mp4 (8.9 MB)
4 Training Script and Estimators in AzureML.mp4 (22.32 MB)
5 Distributed Training in AzureML.mp4 (11.18 MB)
1 Hyperparameter Tuning - Theory.mp4 (12.19 MB)
2 Hyperparameter Tuning - Demo.mp4 (21.22 MB)
3 Automated Machine Learning Experiment Using Python SDK.mp4 (31.83 MB)
4 Automated Machine Learning Experiment Using Visual Interface.mp4 (16.38 MB)
1 Course Overview.mp4 (2 MB)
1 Overview.mp4 (2.06 MB)
2 Preliminary Terminology.mp4 (4.34 MB)
3 Scoring and Evaluating an Azure ML Pipeline.mp4 (6.32 MB)
4 Demo - Inspecting an Azure ML Pipeline.mp4 (18.32 MB)
5 Demo - Scoring and Evaluating the Pipeline Model.mp4 (12.54 MB)
6 Summary.mp4 (1.8 MB)
1 Overview.mp4 (1.01 MB)
2 Detecting and Preventing Overfitting.mp4 (3.93 MB)
3 Azure Automated Machine Learning.mp4 (2.24 MB)
4 Demo - Creating an Automated ML Experiment.mp4 (17.85 MB)
5 Demo - Interpreting the Experiment Results.mp4 (4.05 MB)
6 Summary.mp4 (1.73 MB)
1 Overview.mp4 (620.24 KB)
2 Microsofts Guiding Principles for Responsible AI.mp4 (3.77 MB)
3 Unintended Bias and Interpretability.mp4 (4.22 MB)
4 Setting Up an Experiment in a Jupyter Notebook.mp4 (12.26 MB)
5 Demo - Touring the Azure Python Interpretability SDK.mp4 (14.4 MB)
6 Summary.mp4 (1.84 MB)
1 Course Overview.mp4 (2.97 MB)
1 Intro.mp4 (1.52 MB)
2 Azure Machine Learning.mp4 (4.04 MB)
3 Creating Azure Machine Learning.mp4 (7.22 MB)
4 Deploying Models.mp4 (3.35 MB)
5 Creating and Deploying.mp4 (37.04 MB)
6 Review.mp4 (640.58 KB)
1 Intro.mp4 (766.98 KB)
2 Tracking Models.mp4 (4.85 MB)
3 Continuous Deployment.mp4 (3.86 MB)
4 Creating Pipelines.mp4 (48.85 MB)
5 Review.mp4 (537.51 KB)
1 Intro.mp4 (700.17 KB)
2 Performance Analytics.mp4 (1.37 MB)
3 Long Term Planning.mp4 (2.84 MB)
4 Application Insights.mp4 (8.33 MB)
5 Review.mp4 (1.31 MB)
1 Course Overview.mp4 (3.72 MB)
1 Module Overview.mp4 (3.8 MB)
2 Data Science Overview.mp4 (8.2 MB)
3 Understanding the Modeling Process.mp4 (5.64 MB)
4 Model Training.mp4 (4.71 MB)
5 Model Evaluation.mp4 (4.51 MB)
6 Microsofts Team Data Science Process.mp4 (8.42 MB)
7 Data Science Services and Tools in Azure.mp4 (3.35 MB)
8 Specialized Roles in Data Science.mp4 (3.48 MB)
9 Summary.mp4 (1.39 MB)
1 Module Overview.mp4 (1.68 MB)
2 Understanding the Azure Databricks Ecosystem.mp4 (7.26 MB)
3 Understanding Apache Spark and Notebook.mp4 (9.51 MB)
4 Demo - Configuring and Working with Azure Databricks.mp4 (27.76 MB)
5 Demo - Azure Databricks with Azure Data Lake Storage Gen2.mp4 (60.46 MB)
8 Summary.mp4 (928.72 KB)
1 Module Overview.mp4 (1.31 MB)
2 Model Training Process.mp4 (7.13 MB)
3 Model Training Techniques.mp4 (4.33 MB)
7 Summary.mp4 (975.53 KB)
1 Module Overview.mp4 (1.26 MB)
2 Communicating Knowledge and Insights.mp4 (3.31 MB)
3 Demo - Communicating Insights using Power BI.mp4 (23.35 MB)
4 Demo - Communicating Insights using MatPlotLib.mp4 (28.48 MB)
5 Summary.mp4 (2.17 MB)]
Screenshot
![[Image: signature.png]](https://softwarez.info/images/avsg/signature.png)
