Pluralsight Path Machine Learning Literacy Practical Application 2021

Pluralsight Path Machine Learning Literacy Practical Application 2021

Name	Pluralsight Path. Machine Learning Literacy. Practical Application (2021)	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	1.5 GB
Total Files	388
Last Seen	2025-06-01 00:02
Hash	D9B1C43AA444AC9DA060AC20C767ABAE7319FD71

/
~i.txt	1.1 KB
/1. Key Concepts Machine Learning (Janani Ravi, 2021)/
exercise.7z	6.3 MB
playlist.m3u	2.6 KB
~i.txt	2.2 KB
/1. Course Overview/
1. Course Overview.mp4	3.4 MB
1. Course Overview.vtt	2.7 KB
/.../2. Introducing Machine Learning Concept/
1. Version Check.mp4	576.9 KB
1. Version Check.vtt	0.0 KB
2. Prerequisites and Course Outline.mp4	3.0 MB
2. Prerequisites and Course Outline.vtt	3.1 KB
3. What Is Machine Learning.mp4	11.3 MB
3. What Is Machine Learning.vtt	10.7 KB
4. Rule-based Systems.mp4	6.4 MB
4. Rule-based Systems.vtt	5.9 KB
5. Rule-based Systems vs. ML-based Systems.mp4	9.4 MB
5. Rule-based Systems vs. ML-based Systems.vtt	8.6 KB
6. Traditional ML Models and Representation ML Models.mp4	10.1 MB
6. Traditional ML Models and Representation ML Models.vtt	8.9 KB
7. Traditional ML Models vs. Deep Learning ML Models.mp4	4.5 MB
7. Traditional ML Models vs. Deep Learning ML Models.vtt	3.2 KB
8. The Machine Learning Mindset.mp4	8.3 MB
8. The Machine Learning Mindset.vtt	7.7 KB
9. Examples of AI in the Real World.mp4	8.1 MB
9. Examples of AI in the Real World.vtt	7.3 KB
/.../3. Identifying Problems Solved Using Machine Learning/
1. Choosing the Right Machine Learning Solution.mp4	7.8 MB
1. Choosing the Right Machine Learning Solution.vtt	7.1 KB
2. Supervised vs. Unsupervised Learning.mp4	11.7 MB
2. Supervised vs. Unsupervised Learning.vtt	10.5 KB
3. Specialized ML Problems - Recommendation Systems.mp4	8.1 MB
3. Specialized ML Problems - Recommendation Systems.vtt	5.9 KB
4. Specialized ML Problems - Association Rules Learning.mp4	3.6 MB
4. Specialized ML Problems - Association Rules Learning.vtt	2.7 KB
5. Specialized ML Problems - Reinforcement Learning.mp4	3.8 MB
5. Specialized ML Problems - Reinforcement Learning.vtt	3.1 KB
6. Identifying Characteristics of Good ML Problems.mp4	11.7 MB
6. Identifying Characteristics of Good ML Problems.vtt	10.0 KB
7. Framing a Machine Learning Solution.mp4	8.7 MB
7. Framing a Machine Learning Solution.vtt	9.0 KB
/.../4. Applying Machine Learning to Complex Data/
1. Applying ML to Text, Image, and Speech Data.mp4	3.4 MB
1. Applying ML to Text, Image, and Speech Data.vtt	3.2 KB
2. Applying Machine Learning to Text Data.mp4	11.4 MB
2. Applying Machine Learning to Text Data.vtt	10.4 KB
3. Preprocessing Text Data.mp4	5.6 MB
3. Preprocessing Text Data.vtt	5.1 KB
4. Applying Machine Learning to Image Data.mp4	7.3 MB
4. Applying Machine Learning to Image Data.vtt	7.3 KB
5. The Intuition Behind CNNs.mp4	6.9 MB
5. The Intuition Behind CNNs.vtt	4.9 KB
6. Applying Machine Learning to Speech Data.mp4	13.1 MB
6. Applying Machine Learning to Speech Data.vtt	10.9 KB
/.../5. Formulating a Simple Machine Learning Solution/
1. Quick Overview of Linear Regression.mp4	7.1 MB
1. Quick Overview of Linear Regression.vtt	5.7 KB
2. The Machine Learning Workflow.mp4	4.8 MB
2. The Machine Learning Workflow.vtt	4.3 KB
3. Demo - Exploring and Understanding the Salary Dataset.mp4	8.9 MB
3. Demo - Exploring and Understanding the Salary Dataset.vtt	7.7 KB
4. Demo - Dealing with Outliers and Missing Values.mp4	8.5 MB
4. Demo - Dealing with Outliers and Missing Values.vtt	6.3 KB
5. Demo - Performing Simple Linear Regression.mp4	9.1 MB
5. Demo - Performing Simple Linear Regression.vtt	6.9 KB
6. Summary and Further Study.mp4	1.9 MB
6. Summary and Further Study.vtt	1.9 KB
/2. Approaches to Data Enabled Decision Making (Janani Ravi, 2021)/
exercise.7z	8.9 MB
playlist.m3u	1.6 KB
~i.txt	2.2 KB
/1. Course Overview/
1. Course Overview.mp4	3.2 MB
1. Course Overview.vtt	2.7 KB
/.../2. Introducing Data-driven Decision Making/
1. Prerequisites and Course Outline.mp4	2.6 MB
1. Prerequisites and Course Outline.vtt	2.8 KB
2. The Data Mindset.mp4	4.3 MB
2. The Data Mindset.vtt	4.0 KB
3. Data-inspired, Data-informed, Data-driven.mp4	10.8 MB
3. Data-inspired, Data-informed, Data-driven.vtt	8.6 KB
4. Steps in Data-driven Decision Making.mp4	14.1 MB
4. Steps in Data-driven Decision Making.vtt	11.4 KB
5. Evolution of a Data-driven Organization.mp4	10.3 MB
5. Evolution of a Data-driven Organization.vtt	8.9 KB
6. Examples of Data-driven Decision Making.mp4	11.1 MB
6. Examples of Data-driven Decision Making.vtt	8.3 KB
7. Benefits and Limitations of Data-driven Decision Making.mp4	9.7 MB
7. Benefits and Limitations of Data-driven Decision Making.vtt	9.4 KB
/.../3. Exploring Decision Frameworks/
1. Data-enabled Decision Theory.mp4	12.5 MB
1. Data-enabled Decision Theory.vtt	11.4 KB
2. Multiple Criteria Decision Making.mp4	6.5 MB
2. Multiple Criteria Decision Making.vtt	5.4 KB
3. Goal Programming and Analytic Hierarchy Process.mp4	11.6 MB
3. Goal Programming and Analytic Hierarchy Process.vtt	10.5 KB
4. Data-to-Decisions with the BADIR Framework.mp4	11.1 MB
4. Data-to-Decisions with the BADIR Framework.vtt	9.5 KB
5. The CRISP-DM Framework for Predictive Analytics.mp4	8.7 MB
5. The CRISP-DM Framework for Predictive Analytics.vtt	7.9 KB
6. Porters Five Forces Framework.mp4	13.1 MB
6. Porters Five Forces Framework.vtt	10.3 KB
7. Decision Making Frameworks of Successful People.mp4	8.0 MB
7. Decision Making Frameworks of Successful People.vtt	7.6 KB
/.../4. Applying Data-driven Decision Making/
1. Case Study - Hospitality Industry.mp4	13.2 MB
1. Case Study - Hospitality Industry.vtt	10.8 KB
2. Case Study - Digital Gaming Platform.mp4	12.4 MB
2. Case Study - Digital Gaming Platform.vtt	10.3 KB
3. Case Study - Financial Services.mp4	10.5 MB
3. Case Study - Financial Services.vtt	9.0 KB
4. Case Study BADIR Framework - Winery and Wedding Event Company.mp4	13.4 MB
4. Case Study BADIR Framework - Winery and Wedding Event Company.vtt	10.2 KB
5. Summary and Further Study.mp4	2.8 MB
5. Summary and Further Study.vtt	2.5 KB
/3. Foundations of Statistics and Probability for Machine Learning (Janani Ravi, 2021)/
exercise.7z	3.4 MB
playlist.m3u	2.6 KB
~i.txt	2.1 KB
/1. Course Overview/
1. Course Overview.mp4	3.2 MB
1. Course Overview.vtt	2.7 KB
/.../2. Understanding Descriptive Statistics and Probability Distributions/
01. Version Check.mp4	638.2 KB
01. Version Check.vtt	0.0 KB
02. Prerequisites and Course Outline.mp4	3.8 MB
02. Prerequisites and Course Outline.vtt	3.9 KB
03. Descriptive Statistics to Understand Data.mp4	5.6 MB
03. Descriptive Statistics to Understand Data.vtt	5.4 KB
04. Measures of Frequency and Central Tendency.mp4	9.8 MB
04. Measures of Frequency and Central Tendency.vtt	9.9 KB
05. Measures of Dispersion.mp4	5.6 MB
05. Measures of Dispersion.vtt	5.5 KB
06. Demo - Measures of Central Tendency.mp4	9.3 MB
06. Demo - Measures of Central Tendency.vtt	8.6 KB
07. Demo - Measures of Dispersion.mp4	7.4 MB
07. Demo - Measures of Dispersion.vtt	5.6 KB
08. Probability and the Gaussian Normal Distribution.mp4	5.9 MB
08. Probability and the Gaussian Normal Distribution.vtt	6.3 KB
09. Demo - Probability.mp4	5.1 MB
09. Demo - Probability.vtt	4.3 KB
10. Demo - Normal Distribution.mp4	8.3 MB
10. Demo - Normal Distribution.vtt	6.5 KB
11. Skewness and Kurtosis.mp4	7.0 MB
11. Skewness and Kurtosis.vtt	6.4 KB
12. Demo - Skewness and Kurtosis.mp4	13.6 MB
12. Demo - Skewness and Kurtosis.vtt	11.1 KB
/.../3. Interpreting Data Using Statistical Test/
1. Steps in Hypothesis Testing.mp4	10.6 MB
1. Steps in Hypothesis Testing.vtt	9.4 KB
2. Hypothesis Testing - Lady Tasting Tea.mp4	6.3 MB
2. Hypothesis Testing - Lady Tasting Tea.vtt	4.8 KB
3. Type I and Type II Errors.mp4	7.2 MB
3. Type I and Type II Errors.vtt	6.4 KB
4. Introducing t-tests.mp4	7.1 MB
4. Introducing t-tests.vtt	6.3 KB
5. Types of t-tests.mp4	9.0 MB
5. Types of t-tests.vtt	7.7 KB
6. Demo - Two Sample t-test Part I.mp4	12.7 MB
6. Demo - Two Sample t-test Part I.vtt	9.7 KB
7. Demo - Two Sample t-test Part II.mp4	4.9 MB
7. Demo - Two Sample t-test Part II.vtt	4.0 KB
8. Demo - Paired Samples t-test.mp4	14.0 MB
8. Demo - Paired Samples t-test.vtt	11.1 KB
/.../4. Performing Regression Analysis/
1. Connecting the Dots with Linear Regression.mp4	9.8 MB
1. Connecting the Dots with Linear Regression.vtt	8.5 KB
2. Setting up the Regression Problem.mp4	6.7 MB
2. Setting up the Regression Problem.vtt	5.7 KB
3. Interpreting the Results of Regression.mp4	6.0 MB
3. Interpreting the Results of Regression.vtt	5.8 KB
4. Demo - Exploring the Dataset.mp4	5.2 MB
4. Demo - Exploring the Dataset.vtt	3.9 KB
5. Demo - Regression Analysis Using a Single Predictor.mp4	14.2 MB
5. Demo - Regression Analysis Using a Single Predictor.vtt	10.0 KB
6. Demo - Preprocessing Data for Multiple Regression.mp4	12.4 MB
6. Demo - Preprocessing Data for Multiple Regression.vtt	9.4 KB
7. Demo - Regression Analysis Using Multiple Predictors.mp4	10.0 MB
7. Demo - Regression Analysis Using Multiple Predictors.vtt	6.5 KB
8. Summary and Further Study.mp4	1.7 MB
8. Summary and Further Study.vtt	2.0 KB
/4. Machine Learning for Financial Services (Janani Ravi, 2021)/
exercise.7z	13.9 MB
playlist.m3u	3.0 KB
~i.txt	2.0 KB
/1. Course Overview/
1. Course Overview.mp4	3.4 MB
1. Course Overview.vtt	2.9 KB
/.../2. Exploring Applications of Machine Learning in Financial Services/
01. Version Check.mp4	598.5 KB
01. Version Check.vtt	0.0 KB
02. Prerequisites and Course Outline.mp4	2.8 MB
02. Prerequisites and Course Outline.vtt	2.9 KB
03. Data and Analytics Trends in Finance.mp4	10.7 MB
03. Data and Analytics Trends in Finance.vtt	8.6 KB
04. Use Cases of ML in Finance - Investment Predictions.mp4	7.8 MB
04. Use Cases of ML in Finance - Investment Predictions.vtt	6.8 KB
05. Use Cases of ML in Finance - Loan Automation.mp4	5.5 MB
05. Use Cases of ML in Finance - Loan Automation.vtt	4.3 KB
06. Use Cases of ML in Finance - Process Automation.mp4	7.1 MB
06. Use Cases of ML in Finance - Process Automation.vtt	5.5 KB
07. Use Cases of ML in Finance - Robo Advisors.mp4	5.3 MB
07. Use Cases of ML in Finance - Robo Advisors.vtt	4.1 KB
08. Use Cases of ML in Finance - Fraud Detection.mp4	4.9 MB
08. Use Cases of ML in Finance - Fraud Detection.vtt	4.1 KB
09. Recurrent Neural Networks for Financial Data.mp4	9.9 MB
09. Recurrent Neural Networks for Financial Data.vtt	9.1 KB
10. Challenges of ML in Finance.mp4	10.6 MB
10. Challenges of ML in Finance.vtt	9.0 KB
/.../3. Case Study - Quantifying Risk and Return of Investment Opportunities/
1. Managing Portfolio Risk.mp4	3.9 MB
1. Managing Portfolio Risk.vtt	3.1 KB
2. Modeling Returns and Risk.mp4	11.6 MB
2. Modeling Returns and Risk.vtt	9.8 KB
3. Stock Correlation Prediction - Background and Context.mp4	7.0 MB
3. Stock Correlation Prediction - Background and Context.vtt	6.1 KB
4. Stock Correlation Prediction - Proposed Hybrid Model.mp4	6.8 MB
4. Stock Correlation Prediction - Proposed Hybrid Model.vtt	5.3 KB
5. Stock Correlation Coefficient Prediction - Methodology a.mp4	10.4 MB
5. Stock Correlation Coefficient Prediction - Methodology a.vtt	7.8 KB
/.../4. Case Study - Extracting Insights for Fraud Detection/
1. Fraud Detection - Background and Context.mp4	10.1 MB
1. Fraud Detection - Background and Context.vtt	8.3 KB
2. Fraud Detection - Transaction Features and Customer Features.mp4	3.8 MB
2. Fraud Detection - Transaction Features and Customer Features.vtt	3.2 KB
3. Fraud Detection - Snorkel Labeling.mp4	6.7 MB
3. Fraud Detection - Snorkel Labeling.vtt	5.1 KB
4. Fraud Detection - Methodology and Results.mp4	12.0 MB
4. Fraud Detection - Methodology and Results.vtt	9.8 KB
/.../5. Applying Machine Learning Techniques to Financial Data/
1. Classification Use Cases.mp4	2.7 MB
1. Classification Use Cases.vtt	2.2 KB
2. Accuracy, Precision, and Recall.mp4	7.0 MB
2. Accuracy, Precision, and Recall.vtt	6.2 KB
3. Demo - Fraud Detection - Data Exploration and Preparation Part I.mp4	8.4 MB
3. Demo - Fraud Detection - Data Exploration and Preparation Part I.vtt	7.3 KB
4. Demo - Fraud Detection - Data Exploration and Preparation Part II.mp4	11.3 MB
4. Demo - Fraud Detection - Data Exploration and Preparation Part II.vtt	9.3 KB
5. Demo - Fraud Detection - Classification Models.mp4	8.9 MB
5. Demo - Fraud Detection - Classification Models.vtt	6.7 KB
6. Demo - Fraud Detection - ROC Curves and AUC.mp4	7.2 MB
6. Demo - Fraud Detection - ROC Curves and AUC.vtt	5.1 KB
7. Summary, Resources Used, and Further Study.mp4	2.1 MB
7. Summary, Resources Used, and Further Study.vtt	2.0 KB
/5. Machine Learning for Retail (Janani Ravi, 2021)/
exercise.7z	39.2 MB
playlist.m3u	3.1 KB
~i.txt	2.3 KB
/1. Course Overview/
1. Course Overview.mp4	3.4 MB
1. Course Overview.vtt	3.0 KB
/.../2. Exploring Applications of Machine Learning in Retail/
01. Version Check.mp4	583.8 KB
01. Version Check.vtt	0.0 KB
02. Prerequisites and Course Outline.mp4	2.4 MB
02. Prerequisites and Course Outline.vtt	2.6 KB
03. Digital Trends in Retail.mp4	10.9 MB
03. Digital Trends in Retail.vtt	8.0 KB
04. Use Cases for ML in Retail - Predicting Customer Behavior.mp4	8.8 MB
04. Use Cases for ML in Retail - Predicting Customer Behavior.vtt	6.8 KB
05. Use Cases for ML in Retail - Visual Search and Voice Search.mp4	6.3 MB
05. Use Cases for ML in Retail - Visual Search and Voice Search.vtt	5.1 KB
06. Use Cases of ML in Retail - Virtual Assistants and Chatbots.mp4	4.6 MB
06. Use Cases of ML in Retail - Virtual Assistants and Chatbots.vtt	4.4 KB
07. Use Cases of ML in Retail - Price and Inventory Prediction.mp4	9.4 MB
07. Use Cases of ML in Retail - Price and Inventory Prediction.vtt	7.2 KB
08. Use Cases of ML in Retail - Behavior Tracking via Video Analytics.mp4	10.3 MB
08. Use Cases of ML in Retail - Behavior Tracking via Video Analytics.vtt	5.5 KB
09. Machine Learning for Visual Search.mp4	13.0 MB
09. Machine Learning for Visual Search.vtt	9.9 KB
10. Challenges Applying Machine Learning in Retail.mp4	8.9 MB
10. Challenges Applying Machine Learning in Retail.vtt	7.9 KB
/.../3. Case Study - Optimizing Product Prices Using Machine Learning/
1. Price Elasticity of Demand.mp4	7.5 MB
1. Price Elasticity of Demand.vtt	7.6 KB
2. Price Optimization - Background and Context.mp4	7.7 MB
2. Price Optimization - Background and Context.vtt	5.9 KB
3. Price Optimization - Data Sources, Feature Engineering, and Models.mp4	9.9 MB
3. Price Optimization - Data Sources, Feature Engineering, and Models.vtt	7.6 KB
4. Price Optimization - Price Elasticity, Linear Programming, and Results.mp4	11.0 MB
4. Price Optimization - Price Elasticity, Linear Programming, and Results.vtt	8.0 KB
/.../4. Case Study - Optimizing Supply Planning Using Machine Learning/
1. AI in The Supply Chain and Route Optimization.mp4	6.9 MB
1. AI in The Supply Chain and Route Optimization.vtt	6.1 KB
2. Dynamic Vehicle Routing - Background and Context.mp4	11.7 MB
2. Dynamic Vehicle Routing - Background and Context.vtt	9.2 KB
3. Dynamic Vehicle Routing - Three Stage Workflow and Results.mp4	12.3 MB
3. Dynamic Vehicle Routing - Three Stage Workflow and Results.vtt	9.4 KB
/.../5. Applying Machine Learning Techniques to Retail Data/
01. Association Rules Learning.mp4	4.7 MB
01. Association Rules Learning.vtt	3.7 KB
02. Frequent Itemsets and Support.mp4	5.8 MB
02. Frequent Itemsets and Support.vtt	5.2 KB
03. Confidence, Lift, and Conviction.mp4	3.9 MB
03. Confidence, Lift, and Conviction.vtt	3.1 KB
04. Apriori Algorithm.mp4	3.1 MB
04. Apriori Algorithm.vtt	2.3 KB
05. Demo - Data Cleaning and Preparation.mp4	8.9 MB
05. Demo - Data Cleaning and Preparation.vtt	6.9 KB
06. Demo - Data Exploration.mp4	9.0 MB
06. Demo - Data Exploration.vtt	6.4 KB
07. Demo - Transaction Encoding.mp4	7.1 MB
07. Demo - Transaction Encoding.vtt	4.9 KB
08. Demo - Frequent Itemsets and Association Rules Using Support.mp4	7.8 MB
08. Demo - Frequent Itemsets and Association Rules Using Support.vtt	5.3 KB
09. Demo - Frequent Itemsets and Association Rules Using Confidence and Lift.mp4	8.9 MB
09. Demo - Frequent Itemsets and Association Rules Using Confidence and Lift.vtt	4.9 KB
10. Demo - Recommending Top 5 Products.mp4	7.4 MB
10. Demo - Recommending Top 5 Products.vtt	4.5 KB
11. Summary, References, and Further Study.mp4	2.5 MB
11. Summary, References, and Further Study.vtt	2.3 KB
/6. Machine Learning for Healthcare (Janani Ravi, 2021)/
exercise.7z	8.0 MB
playlist.m3u	2.5 KB
~i.txt	2.2 KB
/1. Course Overview/
1. Course Overview.mp4	3.4 MB
1. Course Overview.vtt	2.9 KB
/.../2. Exploring Applications of Machine Learning in Healthcare/
1. Version Check.mp4	588.8 KB
1. Version Check.vtt	0.0 KB
2. Prerequisites and Course Outline.mp4	3.0 MB
2. Prerequisites and Course Outline.vtt	2.9 KB
3. AIML in Healthcare.mp4	7.2 MB
3. AIML in Healthcare.vtt	6.6 KB
4. Use Cases of ML in Healthcare - Epidemic Control.mp4	7.2 MB
4. Use Cases of ML in Healthcare - Epidemic Control.vtt	4.9 KB
5. Use Cases of ML in Healthcare - AI-assisted Robotic Surgery.mp4	8.4 MB
5. Use Cases of ML in Healthcare - AI-assisted Robotic Surgery.vtt	6.7 KB
6. Use Cases of ML in Healthcare - Predictive Analytics.mp4	7.3 MB
6. Use Cases of ML in Healthcare - Predictive Analytics.vtt	6.1 KB
7. Use Cases of ML in Healthcare - Automating Administrative Tasks.mp4	5.8 MB
7. Use Cases of ML in Healthcare - Automating Administrative Tasks.vtt	4.6 KB
8. Convolutional Neural Networks to Work with Images.mp4	13.9 MB
8. Convolutional Neural Networks to Work with Images.vtt	10.0 KB
9. Challenges in Applying ML to Healthcare.mp4	10.5 MB
9. Challenges in Applying ML to Healthcare.vtt	8.9 KB
/.../3. Case Study - Disease Detection Using Machine Learning/
1. Chronic Disease Detection - Background and Context.mp4	12.5 MB
1. Chronic Disease Detection - Background and Context.vtt	10.4 KB
2. Chronic Disease Prediction - Data and Data Preprocessing.mp4	10.4 MB
2. Chronic Disease Prediction - Data and Data Preprocessing.vtt	9.4 KB
3. Chronic Disease Prediction - Models and Negation Tagging.mp4	6.1 MB
3. Chronic Disease Prediction - Models and Negation Tagging.vtt	4.0 KB
4. Chronic Disease Prediction - Results and Model Interpretation.mp4	7.7 MB
4. Chronic Disease Prediction - Results and Model Interpretation.vtt	4.8 KB
/.../4. Case Study - Diagnosis Using Medical Imaging/
1. Diagnosis Using Medical Imaging - Background and Context.mp4	12.5 MB
1. Diagnosis Using Medical Imaging - Background and Context.vtt	9.6 KB
2. Diagnosis Using Medical Imaging - Data and Models.mp4	11.0 MB
2. Diagnosis Using Medical Imaging - Data and Models.vtt	9.3 KB
3. Diagnosis Using Medical Imaging - Results and Evaluation.mp4	7.1 MB
3. Diagnosis Using Medical Imaging - Results and Evaluation.vtt	6.1 KB
/.../5. Applying Machine Learning Techniques to Healthcare Data/
1. Classification and Regression.mp4	3.4 MB
1. Classification and Regression.vtt	2.9 KB
2. Demo - Predicting Blood Pressure - Exploring the Dataset.mp4	11.8 MB
2. Demo - Predicting Blood Pressure - Exploring the Dataset.vtt	10.5 KB
3. Demo - Predicting Blood Pressure - Performing Regression.mp4	13.4 MB
3. Demo - Predicting Blood Pressure - Performing Regression.vtt	10.8 KB
4. Demo - Predicting Liver Disease - Data Exploration.mp4	10.5 MB
4. Demo - Predicting Liver Disease - Data Exploration.vtt	8.6 KB
5. Demo - Predicting Liver Disease - Performing Classification.mp4	13.8 MB
5. Demo - Predicting Liver Disease - Performing Classification.vtt	10.8 KB
6. Summary, Resources Used, and Further Study.mp4	2.3 MB
6. Summary, Resources Used, and Further Study.vtt	2.2 KB
/7. Machine Learning for Marketing (Janani Ravi, 2021)/
exercise.7z	11.6 MB
playlist.m3u	2.7 KB
~i.txt	2.2 KB
/1. Course Overview/
1. Course Overview.mp4	3.8 MB
1. Course Overview.vtt	2.9 KB
/.../2. Exploring Applications of Machine Learning in Marketing/
1. Version Check.mp4	587.9 KB
1. Version Check.vtt	0.0 KB
2. Prerequisites and Course Outline.mp4	2.7 MB
2. Prerequisites and Course Outline.vtt	2.6 KB
3. Digital Trends in Marketing.mp4	10.1 MB
3. Digital Trends in Marketing.vtt	7.6 KB
4. Use Cases of ML in Marketing - Customer Segmentation.mp4	10.0 MB
4. Use Cases of ML in Marketing - Customer Segmentation.vtt	7.0 KB
5. Use Cases of ML in Marketing - Price Optimization.mp4	5.7 MB
5. Use Cases of ML in Marketing - Price Optimization.vtt	4.7 KB
6. Use Cases of ML in Marketing - Personalization.mp4	9.4 MB
6. Use Cases of ML in Marketing - Personalization.vtt	7.7 KB
7. Use Cases of ML in Marketing - Customer Lifetime Value Prediction.mp4	11.3 MB
7. Use Cases of ML in Marketing - Customer Lifetime Value Prediction.vtt	8.7 KB
8. An Overview of Recommendation Systems.mp4	7.3 MB
8. An Overview of Recommendation Systems.vtt	5.5 KB
9. Challenges and Risks of Using ML in Marketing.mp4	11.3 MB
9. Challenges and Risks of Using ML in Marketing.vtt	8.9 KB
/.../3. Case Study - Customer Segmentation and Discovery/
1. Customer Segmentation - Background and Context.mp4	8.8 MB
1. Customer Segmentation - Background and Context.vtt	6.6 KB
2. Customer Segmentation - Techniques and Steps.mp4	9.6 MB
2. Customer Segmentation - Techniques and Steps.vtt	7.4 KB
3. Customer Segmentation - Data and Feature Engineering.mp4	9.8 MB
3. Customer Segmentation - Data and Feature Engineering.vtt	8.5 KB
4. Customer Segmentation - Models and Results.mp4	8.2 MB
4. Customer Segmentation - Models and Results.vtt	6.4 KB
/.../4. Case Study - Price Optimization Using Dynamic Pricing/
1. Dynamic Pricing - Background and Methodology.mp4	10.1 MB
1. Dynamic Pricing - Background and Methodology.vtt	7.9 KB
2. Dynamic Pricing - Input Data and Process Engineering.mp4	11.1 MB
2. Dynamic Pricing - Input Data and Process Engineering.vtt	7.8 KB
3. Dynamic Pricing - Prediction Model.mp4	2.9 MB
3. Dynamic Pricing - Prediction Model.vtt	2.2 KB
4. Dynamic Pricing - Pricing Strategies and Results.mp4	9.2 MB
4. Dynamic Pricing - Pricing Strategies and Results.vtt	8.2 KB
/.../5. Applying Machine Learning Techniques to Marketing Data/
1. An Overview of Clustering.mp4	2.3 MB
1. An Overview of Clustering.vtt	1.8 KB
2. K-means Clustering.mp4	6.9 MB
2. K-means Clustering.vtt	5.8 KB
3. Demo - Data Preparation and Cleaning.mp4	12.0 MB
3. Demo - Data Preparation and Cleaning.vtt	8.7 KB
4. Demo - Data Exploration and Visualization.mp4	8.5 MB
4. Demo - Data Exploration and Visualization.vtt	4.8 KB
5. Demo - Standardizing and Normalizing Data.mp4	6.9 MB
5. Demo - Standardizing and Normalizing Data.vtt	4.9 KB
6. Demo - Performing K-means Clustering.mp4	6.7 MB
6. Demo - Performing K-means Clustering.vtt	5.1 KB
7. Demo - Visualizing Clusters.mp4	7.3 MB
7. Demo - Visualizing Clusters.vtt	4.5 KB
8. Summary, References, and Further Study.mp4	2.3 MB
8. Summary, References, and Further Study.vtt	2.1 KB
Total files 388