Pluralsight Path. Data Analytics Literacy (2021)

D1. Interpreting Data with Advanced Statistical Models (Axel Sirota, 2019)/exercise.7z

A2. Combining and Shaping Data (Janani Ravi, 2020)/3. Combining and Shaping Data Using Spreadsheets/02. Load Data and Join Tables.mp4

D2. Building, Training, and Validating Models in Microsoft Azure (Bismark Adomako, 2020)/exercise.7z

A1. Representing, Processing, and Preparing Data (Janani Ravi, 2019)/3. Preparing Data for Analysis Using Spreadsheets and Python/2. Excel - Working with Duplicates and Missing Values.mp4

A2. Combining and Shaping Data (Janani Ravi, 2020)/4. Combining and Shaping Data Using SQL/5. Loading Data Using Azure Data Factory Pipelines.mp4

D2. Building, Training, and Validating Models in Microsoft Azure (Bismark Adomako, 2020)/4. Identifying Features from Raw Data/2. Selecting Data Granularity.mp4

D1. Interpreting Data with Advanced Statistical Models (Axel Sirota, 2019)/6. The Problem of Correct Classification/3. Demo - Classify with Logistic Regression.mp4

A2. Combining and Shaping Data (Janani Ravi, 2020)/3. Combining and Shaping Data Using Spreadsheets/09. Calculating Cumulative Sum and Ranks on Partitioned Data.mp4

B2. Experimental Design for Data Analysis (Janani Ravi, 2019)/3. Building and Training a Machine Learning Model/7. Building and Training a Regression Model in Python.mp4

A2. Combining and Shaping Data (Janani Ravi, 2020)/3. Combining and Shaping Data Using Spreadsheets/05. Convert CSV Data to Table Format.mp4

A2. Combining and Shaping Data (Janani Ravi, 2020)/exercise.7z

B2. Experimental Design for Data Analysis (Janani Ravi, 2019)/4. Understanding and Overcoming Common Problems in Data Modeling/6. Building Training and Evaluating a Classification Model.mp4

B2. Experimental Design for Data Analysis (Janani Ravi, 2019)/3. Building and Training a Machine Learning Model/6. Building and Training a Regression Model for Price Prediction.mp4

A2. Combining and Shaping Data (Janani Ravi, 2020)/6. Integrating Data from Disparate Sources into a Data Warehouse/08. Transform Data Using a Spark Activity.mp4

C2. Communicating Data Insights (Janani Ravi, 2020)/5. Integrating Data in a Multi-cloud Environment/6. Loading Data from S3 Buckets to the SQL Data Warehouse.mp4

D1. Interpreting Data with Advanced Statistical Models (Axel Sirota, 2019)/8. The Subtle Art of Not Needing Labels - Unsupervised Learning/5. Demo - Breast Cancer at a Glance.mp4

B1. Summarizing Data and Deducing Probabilities (Janani Ravi, 2021)/3. Performing Exploratory Data Analysis in Spreadsheets/03. Descriptive Statistics for Univariate Data.mp4

A2. Combining and Shaping Data (Janani Ravi, 2020)/6. Integrating Data from Disparate Sources into a Data Warehouse/05. Loading Data from GCP Cloud Storage Buckets to the Azure SQL Data Warehous.mp4

D2. Building, Training, and Validating Models in Microsoft Azure (Bismark Adomako, 2020)/5. Building the Model/7. Deploying the Model.mp4

A2. Combining and Shaping Data (Janani Ravi, 2020)/3. Combining and Shaping Data Using Spreadsheets/04. Join Tables Using Power Query.mp4

B2. Experimental Design for Data Analysis (Janani Ravi, 2019)/4. Understanding and Overcoming Common Problems in Data Modeling/5. Preparing and Processing Data.mp4

B1. Summarizing Data and Deducing Probabilities (Janani Ravi, 2021)/3. Performing Exploratory Data Analysis in Spreadsheets/06. Performing Analysis Using Bucketing and Pivot Charts.mp4

A1. Representing, Processing, and Preparing Data (Janani Ravi, 2019)/3. Preparing Data for Analysis Using Spreadsheets and Python/3. Excel - Identifying and Eliminating Outliers Using Z-scores.mp4

A1. Representing, Processing, and Preparing Data (Janani Ravi, 2019)/5. Loading and Processing Data Using Relational Databases/6. Load Data Using Azure Data Factory.mp4

A2. Combining and Shaping Data (Janani Ravi, 2020)/3. Combining and Shaping Data Using Spreadsheets/07. Pivot Tables for Summary Statistics.mp4

A2. Combining and Shaping Data (Janani Ravi, 2020)/5. Combining and Shaping Data Using Python/10. Handling Imbalanced Data with Scikit Learn.mp4

B1. Summarizing Data and Deducing Probabilities (Janani Ravi, 2021)/5. Understanding and Applying Bayes Rule/5. Calculating a Priori Probabilities of Survival on the Titanic.mp4

C2. Communicating Data Insights (Janani Ravi, 2020)/5. Integrating Data in a Multi-cloud Environment/5. Loading Data from Blob Storage to SQL Warehouse Using Azure Data Factory.mp4

D2. Building, Training, and Validating Models in Microsoft Azure (Bismark Adomako, 2020)/5. Building the Model/6. Tuning Hyperparameters and Interpreting the Model.mp4

B2. Experimental Design for Data Analysis (Janani Ravi, 2019)/6. Tuning Hyperparameters Using Cross Validation Scores/4. Hyperparameter Tuning a Decision Forest Classifier.mp4

D2. Building, Training, and Validating Models in Microsoft Azure (Bismark Adomako, 2020)/5. Building the Model/4. Building and Registering the Model.mp4

A2. Combining and Shaping Data (Janani Ravi, 2020)/6. Integrating Data from Disparate Sources into a Data Warehouse/03. Creating an Azure SQL Data Warehouse and Uploading Files to Azure Blob Sto.mp4

A1. Representing, Processing, and Preparing Data (Janani Ravi, 2019)/3. Preparing Data for Analysis Using Spreadsheets and Python/6. Python - Working with Missing Values on Real World Data.mp4

B2. Experimental Design for Data Analysis (Janani Ravi, 2019)/3. Building and Training a Machine Learning Model/5. Preprocessing and Preparing Data.mp4

C1. Interpreting Data with Statistical Models (Axel Sirota, 2020)/5. Analyzing Experiments with ANOVA/8. Demo - Revisiting Selecting the Best Coffee Video.mp4

A1. Representing, Processing, and Preparing Data (Janani Ravi, 2019)/5. Loading and Processing Data Using Relational Databases/2. Creating an Azure SQL Database.mp4

B2. Experimental Design for Data Analysis (Janani Ravi, 2019)/5. Leveraging Different Validation Strategies in Data Modeling/06. K-fold Cross-validation in scikit-learn.mp4

C2. Communicating Data Insights (Janani Ravi, 2020)/6. Integrating Data in a Hybrid Environment/3. Configuring a Self-hosted Integration Runtime.mp4

B2. Experimental Design for Data Analysis (Janani Ravi, 2019)/5. Leveraging Different Validation Strategies in Data Modeling/04. Cross-validation Using Azure ML Studio.mp4

C2. Communicating Data Insights (Janani Ravi, 2020)/6. Integrating Data in a Hybrid Environment/5. Visualizing Data Using Power BI.mp4

A1. Representing, Processing, and Preparing Data (Janani Ravi, 2019)/6. Representing Insights Obtained from Data/07. Visualizing Insights Using Azure Data Studio.mp4

C1. Interpreting Data with Statistical Models (Axel Sirota, 2020)/2. Thinking Like a Statistician/7. Demo - Making Our First Statistical Test.mp4

D2. Building, Training, and Validating Models in Microsoft Azure (Bismark Adomako, 2020)/3. Sourcing and Transforming Data Relevant to a Hypothesis/5. Data Transformation Using Azure Machine Lear.mp4

D2. Building, Training, and Validating Models in Microsoft Azure (Bismark Adomako, 2020)/6. Monitoring and Managing the Performance of a Model/3. Retraining Model with Automated Machine Learning.mp4

C2. Communicating Data Insights (Janani Ravi, 2020)/3. Communicating Insights from Business Data/09. Drawing Funnel Charts.mp4

A1. Representing, Processing, and Preparing Data (Janani Ravi, 2019)/5. Loading and Processing Data Using Relational Databases/5. Uploading Data to Blob Storage and Creating a Data Factory.mp4

D1. Interpreting Data with Advanced Statistical Models (Axel Sirota, 2019)/4. Predicting Linear Relationships with Regression/7. Demo - Evaluate a Regression Model.mp4

D2. Building, Training, and Validating Models in Microsoft Azure (Bismark Adomako, 2020)/6. Monitoring and Managing the Performance of a Model/5. Monitoring Data Drift.mp4

B1. Summarizing Data and Deducing Probabilities (Janani Ravi, 2021)/4. Summarizing Data and Deducing Probabilities Using Python/4. Calculating Descriptive Statistics Using Python Libraries.mp4

C2. Communicating Data Insights (Janani Ravi, 2020)/2. Communicating Insights from Statistical Data/07. Box Plots and Violin Plots.mp4