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