Pluralsight Path. Machine Learning Literacy. Practical Application (2021)

5. Machine Learning for Retail (Janani Ravi, 2021)/exercise.7z

3. Foundations of Statistics and Probability for Machine Learning (Janani Ravi, 2021)/4. Performing Regression Analysis/5. Demo - Regression Analysis Using a Single Predictor.mp4

2. Approaches to Data Enabled Decision Making (Janani Ravi, 2021)/2. Introducing Data-driven Decision Making/4. Steps in Data-driven Decision Making.mp4

3. Foundations of Statistics and Probability for Machine Learning (Janani Ravi, 2021)/3. Interpreting Data Using Statistical Test/8. Demo - Paired Samples t-test.mp4

4. Machine Learning for Financial Services (Janani Ravi, 2021)/exercise.7z

6. Machine Learning for Healthcare (Janani Ravi, 2021)/2. Exploring Applications of Machine Learning in Healthcare/8. Convolutional Neural Networks to Work with Images.mp4

6. Machine Learning for Healthcare (Janani Ravi, 2021)/5. Applying Machine Learning Techniques to Healthcare Data/5. Demo - Predicting Liver Disease - Performing Classification.mp4

3. Foundations of Statistics and Probability for Machine Learning (Janani Ravi, 2021)/2. Understanding Descriptive Statistics and Probability Distributions/12. Demo - Skewness and Kurtosis.mp4

2. Approaches to Data Enabled Decision Making (Janani Ravi, 2021)/4. Applying Data-driven Decision Making/4. Case Study BADIR Framework - Winery and Wedding Event Company.mp4

6. Machine Learning for Healthcare (Janani Ravi, 2021)/5. Applying Machine Learning Techniques to Healthcare Data/3. Demo - Predicting Blood Pressure - Performing Regression.mp4

2. Approaches to Data Enabled Decision Making (Janani Ravi, 2021)/4. Applying Data-driven Decision Making/1. Case Study - Hospitality Industry.mp4

2. Approaches to Data Enabled Decision Making (Janani Ravi, 2021)/3. Exploring Decision Frameworks/6. Porters Five Forces Framework.mp4

1. Key Concepts Machine Learning (Janani Ravi, 2021)/4. Applying Machine Learning to Complex Data/6. Applying Machine Learning to Speech Data.mp4

5. Machine Learning for Retail (Janani Ravi, 2021)/2. Exploring Applications of Machine Learning in Retail/09. Machine Learning for Visual Search.mp4

3. Foundations of Statistics and Probability for Machine Learning (Janani Ravi, 2021)/3. Interpreting Data Using Statistical Test/6. Demo - Two Sample t-test Part I.mp4

6. Machine Learning for Healthcare (Janani Ravi, 2021)/4. Case Study - Diagnosis Using Medical Imaging/1. Diagnosis Using Medical Imaging - Background and Context.mp4

2. Approaches to Data Enabled Decision Making (Janani Ravi, 2021)/3. Exploring Decision Frameworks/1. Data-enabled Decision Theory.mp4

6. Machine Learning for Healthcare (Janani Ravi, 2021)/3. Case Study - Disease Detection Using Machine Learning/1. Chronic Disease Detection - Background and Context.mp4

3. Foundations of Statistics and Probability for Machine Learning (Janani Ravi, 2021)/4. Performing Regression Analysis/6. Demo - Preprocessing Data for Multiple Regression.mp4

2. Approaches to Data Enabled Decision Making (Janani Ravi, 2021)/4. Applying Data-driven Decision Making/2. Case Study - Digital Gaming Platform.mp4

5. Machine Learning for Retail (Janani Ravi, 2021)/4. Case Study - Optimizing Supply Planning Using Machine Learning/3. Dynamic Vehicle Routing - Three Stage Workflow and Results.mp4

7. Machine Learning for Marketing (Janani Ravi, 2021)/5. Applying Machine Learning Techniques to Marketing Data/3. Demo - Data Preparation and Cleaning.mp4

4. Machine Learning for Financial Services (Janani Ravi, 2021)/4. Case Study - Extracting Insights for Fraud Detection/4. Fraud Detection - Methodology and Results.mp4

6. Machine Learning for Healthcare (Janani Ravi, 2021)/5. Applying Machine Learning Techniques to Healthcare Data/2. Demo - Predicting Blood Pressure - Exploring the Dataset.mp4

5. Machine Learning for Retail (Janani Ravi, 2021)/4. Case Study - Optimizing Supply Planning Using Machine Learning/2. Dynamic Vehicle Routing - Background and Context.mp4

1. Key Concepts Machine Learning (Janani Ravi, 2021)/3. Identifying Problems Solved Using Machine Learning/2. Supervised vs. Unsupervised Learning.mp4

1. Key Concepts Machine Learning (Janani Ravi, 2021)/3. Identifying Problems Solved Using Machine Learning/6. Identifying Characteristics of Good ML Problems.mp4

2. Approaches to Data Enabled Decision Making (Janani Ravi, 2021)/3. Exploring Decision Frameworks/3. Goal Programming and Analytic Hierarchy Process.mp4

7. Machine Learning for Marketing (Janani Ravi, 2021)/exercise.7z

4. Machine Learning for Financial Services (Janani Ravi, 2021)/3. Case Study - Quantifying Risk and Return of Investment Opportunities/2. Modeling Returns and Risk.mp4

1. Key Concepts Machine Learning (Janani Ravi, 2021)/4. Applying Machine Learning to Complex Data/2. Applying Machine Learning to Text Data.mp4

4. Machine Learning for Financial Services (Janani Ravi, 2021)/5. Applying Machine Learning Techniques to Financial Data/4. Demo - Fraud Detection - Data Exploration and Preparation Part II.mp4

7. Machine Learning for Marketing (Janani Ravi, 2021)/2. Exploring Applications of Machine Learning in Marketing/9. Challenges and Risks of Using ML in Marketing.mp4

1. Key Concepts Machine Learning (Janani Ravi, 2021)/2. Introducing Machine Learning Concept/3. What Is Machine Learning.mp4

7. Machine Learning for Marketing (Janani Ravi, 2021)/2. Exploring Applications of Machine Learning in Marketing/7. Use Cases of ML in Marketing - Customer Lifetime Value Prediction.mp4

7. Machine Learning for Marketing (Janani Ravi, 2021)/4. Case Study - Price Optimization Using Dynamic Pricing/2. Dynamic Pricing - Input Data and Process Engineering.mp4

2. Approaches to Data Enabled Decision Making (Janani Ravi, 2021)/2. Introducing Data-driven Decision Making/6. Examples of Data-driven Decision Making.mp4

2. Approaches to Data Enabled Decision Making (Janani Ravi, 2021)/3. Exploring Decision Frameworks/4. Data-to-Decisions with the BADIR Framework.mp4

6. Machine Learning for Healthcare (Janani Ravi, 2021)/4. Case Study - Diagnosis Using Medical Imaging/2. Diagnosis Using Medical Imaging - Data and Models.mp4

5. Machine Learning for Retail (Janani Ravi, 2021)/3. Case Study - Optimizing Product Prices Using Machine Learning/4. Price Optimization - Price Elasticity, Linear Programming, and Results.mp4

5. Machine Learning for Retail (Janani Ravi, 2021)/2. Exploring Applications of Machine Learning in Retail/03. Digital Trends in Retail.mp4

2. Approaches to Data Enabled Decision Making (Janani Ravi, 2021)/2. Introducing Data-driven Decision Making/3. Data-inspired, Data-informed, Data-driven.mp4

4. Machine Learning for Financial Services (Janani Ravi, 2021)/2. Exploring Applications of Machine Learning in Financial Services/03. Data and Analytics Trends in Finance.mp4

3. Foundations of Statistics and Probability for Machine Learning (Janani Ravi, 2021)/3. Interpreting Data Using Statistical Test/1. Steps in Hypothesis Testing.mp4

4. Machine Learning for Financial Services (Janani Ravi, 2021)/2. Exploring Applications of Machine Learning in Financial Services/10. Challenges of ML in Finance.mp4

6. Machine Learning for Healthcare (Janani Ravi, 2021)/2. Exploring Applications of Machine Learning in Healthcare/9. Challenges in Applying ML to Healthcare.mp4

2. Approaches to Data Enabled Decision Making (Janani Ravi, 2021)/4. Applying Data-driven Decision Making/3. Case Study - Financial Services.mp4

6. Machine Learning for Healthcare (Janani Ravi, 2021)/5. Applying Machine Learning Techniques to Healthcare Data/4. Demo - Predicting Liver Disease - Data Exploration.mp4

6. Machine Learning for Healthcare (Janani Ravi, 2021)/3. Case Study - Disease Detection Using Machine Learning/2. Chronic Disease Prediction - Data and Data Preprocessing.mp4

4. Machine Learning for Financial Services (Janani Ravi, 2021)/3. Case Study - Quantifying Risk and Return of Investment Opportunities/5. Stock Correlation Coefficient Prediction - Methodology a.mp4