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Pluralsight Path. Machine Learning Literacy (2021)
magnet:?xt=urn:btih:7e2d17185d3e3ac42d0da1f8f2fd6131a938c001&dn=Pluralsight Path. Machine Learning Literacy (2021)
磁力链接详情
Hash值:
7e2d17185d3e3ac42d0da1f8f2fd6131a938c001
点击数:
137
文件大小:
1.66 GB
文件数量:
253
创建日期:
2022-9-2 01:16
最后访问:
2024-7-22 06:59
访问标签:
Pluralsight
Path
Machine
Learning
Literacy
2021
文件列表详情
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/1. Course Overview/1. Course Overview.mp4 4.54 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/1. Overview.mp4 1.92 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/2. What to Expect.mp4 1.47 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/3. On Machine Learning.mp4 5.87 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/4. What Is Different About Machine Learning.mp4 4.03 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/5. Learning Types.mp4 11.29 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/6. Machine Learning Pipeline.mp4 9.47 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/7. Problem Definition.mp4 4.73 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/8. Introducing Google Collaboratory.mp4 8.3 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/2. Getting Your Feet Ready to Run/9. Summary.mp4 1.2 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/1. Overview.mp4 1.45 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/2. Revisiting ML Pipeline.mp4 1.5 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/3. Understanding Data Sourcing.mp4 8.29 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/4. CSV Format.mp4 1.93 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/5. Understanding SciPy.mp4 6.54 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/6. Demo - Loading Data into Pandas.mp4 8.88 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/3. Feeding Your Machine Learning Pipeline/7. Summary.mp4 1.12 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/01. Overview.mp4 1.4 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/02. Revisiting ML Pipeline.mp4 2.14 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/03. Introducing Data Analysis.mp4 5.5 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/04. Univariant Numerical Analysis.mp4 12.54 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/05. Bivariant Numerical Analysis.mp4 7.93 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/06. Demo - Descriptive Stats - Part One.mp4 14.14 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/07. Demo - Descriptive Stats - Part Two.mp4 10.01 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/08. Data Visualization.mp4 10.63 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/09. Demo - Data Visualization - Part One.mp4 11.67 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/10. Demo - Data Visualization - Part Two.mp4 10.4 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/4. Understanding the Overall Data Trends/11. Summary.mp4 1021.43 KB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/01. Overview.mp4 1.88 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/02. Revisting ML Pipeline.mp4 2.81 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/03. Data Scaling - The Problem.mp4 11.24 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/04. Data Scaling - The Solution.mp4 4.32 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/05. The Need for Data Segregation.mp4 5.94 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/06. Train Test Split.mp4 5.05 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/07. KFlod Cross Validation.mp4 5.25 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/08. Welcoming scikit-learn.mp4 3.67 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/09. Demo - Data Segregation Techniques.mp4 8.48 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/5. Making Your Data Ready for the ML Model/10. Summary.mp4 1.71 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/01. Overview.mp4 1.5 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/02. Revisiting ML Pipeline.mp4 1.72 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/03. Scoping Your Focus.mp4 9.7 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/04. Introducing Derivatives.mp4 6.81 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/05. Linear Regression.mp4 5.49 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/06. Variance Bias Tradeoff.mp4 8.58 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/07. Other Regression Algorithms.mp4 3.19 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/08. Model Evaluation.mp4 4.32 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/09. Demo - Deploying and Testing the Model - Part 1.mp4 18.61 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/10. Demo - Deploying and Testing the Model - Part 2.mp4 15.76 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/6. Implementing Your Regression Solution/11. Summary.mp4 2.87 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/1. Overview.mp4 1.74 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/2. Handling Features.mp4 2.95 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/3. Model Improvement.mp4 2.14 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/4. Automated ML.mp4 6.45 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/5. Operationalization.mp4 2.63 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/6. Team Data Science Process.mp4 4.21 MB
A1. Building Your First Machine Learning Solution (Mohammed Osman, 2021)/7. What Is Next/7. Summary.mp4 3.74 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.23 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/01. Version Check.mp4 552.03 KB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/02. Module Overview.mp4 1.93 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/03. Prerequisites and Course Outline.mp4 2.27 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/04. The Need for Data Preparation.mp4 6.1 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/05. Insufficient Data.mp4 10.02 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/06. Too Much Data.mp4 6.35 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/07. Non-representative Data, Missing Values, Outliers, Duplicates.mp4 3.55 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/08. Dealing with Missing Data.mp4 7.56 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/09. Dealing with Outliers.mp4 8.17 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/10. Oversampling and Undersampling to Balance Datasets.mp4 7.13 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/11. Overfitting and Underfitting.mp4 4.24 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/2. Understanding the Need for Data Preparation/12. Module Summary.mp4 2.14 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/01. Module Overview.mp4 1.83 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/02. Handling Missing Values.mp4 12.87 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/03. Cleaning Data.mp4 15.02 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/04. Visualizing Relationships.mp4 8.4 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/05. Building a Regression Model.mp4 14.85 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/06. Univariate Feature Imputation Using the Simple Imputer.mp4 14.99 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/07. Multivariate Feature Imputation Using the Iterative Imputer.mp4 12.14 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/08. Missing Value Indicator.mp4 3.97 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/09. Feature Imputation as a Part of an Machine Learning Pipeline.mp4 7.85 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/3. Implementing Data Cleaning and Transformation/10. Module Summary.mp4 2.06 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/01. Module Overview.mp4 3.97 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/02. Numeric Data.mp4 8.04 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/03. Scaling and Standardizing Features.mp4 9.3 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/04. Normalizing and Binarizing Features.mp4 12.24 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/05. Categorical Data.mp4 4.89 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/06. Numeric Encoding of Categorical Data.mp4 7.27 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/07. Label Encoding and One-hot Encoding.mp4 15.24 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/08. Discretization of Continuous Values Using Pandas Cut.mp4 6.48 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/09. Discretization of Continuous Values Using the KBins Discretizer.mp4 7.42 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/10. Building a Regression Model with Discretized Data.mp4 6.72 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/4. Transforming Continuous and Categorical Data/11. Module Summary.mp4 1.88 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/1. Module Overview.mp4 1.82 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/2. The Curse of Dimensionality.mp4 7.77 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/3. Reducing Complexity in Data.mp4 4.73 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/4. Feature Selection to Reduce Dimensions.mp4 5.56 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/5. Filter Methods.mp4 6.39 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/6. Embedded Methods.mp4 7.64 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/5. Understanding Feature Selection/7. Module Summary.mp4 2.04 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/1. Module Overview.mp4 1.84 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/2. Feature Correlations.mp4 17.28 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/3. Using the Correlation Matrix to Detect Multi-collinearity.mp4 10.35 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/4. Using Variance Inflation Factor to Detect Multi-collinearity.mp4 6.57 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/5. Features Selection Using Missing Values Threshold and Variance Threshold.mp4 13.08 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/6. Univariate Feature Selection Using Chi2 and ANOVA.mp4 14.09 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/7. Feature Selection Using Wrapper Methods.mp4 16.17 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/8. Feature Selection Using Embedded Methods.mp4 7.74 MB
A2. Preparing Data for Machine Learning (Janani Ravi, 2019)/6. Implementing Feature Selection/9. Module Summary.mp4 1.98 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.22 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/01. Module Overview.mp4 1.9 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/02. Prerequisites and Course Outline.mp4 2.53 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/03. A Case Study - Sentiment Analysis.mp4 10.11 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/04. Sentiment Analysis as a Binary Classification Problem.mp4 3.59 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/05. Rule Based vs. ML Based Analysis.mp4 9.98 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/06. Traditional Machine Learning Systems.mp4 6.82 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/07. Representation Machine Learning Systems.mp4 3.76 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/08. Deep Learning and Neural Networks.mp4 8.48 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/09. Traditional ML vs. Deep Learning.mp4 4.91 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/10. Traditional ML Algorithms and Neural Network Design.mp4 6.68 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/2. Exploring Approaches to Machine Learning/11. Module Summary.mp4 2.1 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/1. Module Overview.mp4 1.95 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/2. Choosing the Right Machine Learning Problem.mp4 9.91 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/3. Supervised and Unsupervised Learning.mp4 13.05 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/4. Reinforcement Learning.mp4 10.86 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/5. Recommendation Systems.mp4 6.7 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/3. Choosing the Right Machine Learning Problem/6. Module Summary.mp4 2.17 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/01. Module Overview.mp4 2.89 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/02. Regression Models.mp4 3.44 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/03. Choosing Regression Algorithms.mp4 6.62 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/04. Evaluating Regression Models.mp4 8.08 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/05. Types of Classification.mp4 6.02 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/06. Choosing Classification Algorithms.mp4 4.72 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/07. Evaluating Classifiers.mp4 6.41 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/08. Clustering Models.mp4 8.96 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/09. The Curse of Dimensionality.mp4 8.58 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/10. Dimensionality Reduction Techniques.mp4 4.21 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/4. Choosing the Right Machine Learning Solution/11. Module Summary.mp4 1.81 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/01. Module Overview.mp4 1.99 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/02. Install and Set Up.mp4 3.57 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/03. Exploring the Regression Dataset.mp4 5.81 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/04. Simple Regression Using Analytical and Machine Learning Techniques.mp4 10.61 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/05. Multiple Regression Using Analytical and Machine Learning Techniques.mp4 4.73 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/06. Exploring the Classification Dataset.mp4 7.77 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/07. Classification Using Logistic Regression.mp4 10.48 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/08. Classification Using Decision Trees.mp4 6.8 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/09. Clustering Using K-means.mp4 15.06 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/10. Dimensionality Reduction Using Principal Component Analysis.mp4 9.28 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/11. Dimensionality Reduction Using Manifold Learning.mp4 13.19 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/5. Building Simple Machine Learning Solutions/12. Module Summary.mp4 2.1 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/1. Module Overview.mp4 1.77 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/2. The Machine Learning Workflow.mp4 6.75 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/3. Case Study - PyTorch on the Cloud.mp4 8.32 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/4. Ensemble Learning.mp4 10.05 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/5. Averaging and Boosting, Voting and Stacking.mp4 3.68 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/6. Custom Neural Networks - Their Characteristics and Applications.mp4 5.83 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/6. Designing Machine Learning Workflows/7. Module Summary.mp4 1.98 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/1. Module Overview.mp4 1.71 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/2. Classification Using Hard Voting and Soft Voting.mp4 11.33 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/3. Exploring and Preprocessing the Regression Dataset.mp4 6.4 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/4. Regression Using Bagging and Pasting.mp4 9.81 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/5. Regression Using Gradient Boosting.mp4 9.02 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/6. Regression Using Neural Networks.mp4 14.34 MB
B1. Designing a Machine Learning Model (Janani Ravi, 2019)/7. Building Ensemble Solutions and Neural Network Solutions/7. Summary and Further Study.mp4 2.57 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.96 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/01. Module Overview.mp4 2.08 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/02. Prerequisites and Course Outline.mp4 1.67 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/03. Rule-based vs. ML-based Learning.mp4 11.32 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/04. Traditional ML vs. Representation ML.mp4 5.86 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/05. The Machine Learning Workflow.mp4 5.06 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/06. Choosing the Right Model Based on Data.mp4 8.73 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/07. Supervised vs. Unsupervised Learning.mp4 7.76 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/08. Transfer Learning, Cold Start ML and Warm Start ML.mp4 8.4 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/09. Popular Machine Learning Frameworks.mp4 5.44 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/10. Demo - Getting Started with scikit-learn.mp4 3.72 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/2. Understanding Approaches to Machine Learning/11. Module Summary.mp4 2.23 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/01. Module Overview.mp4 1.99 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/02. Building and Evaluating Regression Models.mp4 7.8 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/03. Demo - Linear Regression Using Numeric Features.mp4 15.19 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/04. Demo - Exploring Regression Data.mp4 8.37 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/05. Demo - Preprocessing Numeric and Categorical Data and Fitting a Regression Model.mp4 8.95 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/06. Choosing Regression Algorithms.mp4 4.31 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/07. Regularized Regression Models - Lasso, Ridge, and Elastic Net.mp4 6.09 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/08. Stochastic Gradient Descent.mp4 3.6 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/09. Demo - Multiple Types of Regression.mp4 10.48 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/3. Understanding and Implementing Regression Models/10. Module Summary.mp4 2.18 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/01. Module Overview.mp4 1.89 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/02. Types of Classifiers.mp4 6.6 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/03. Understanding Logistic Regression Intuitively.mp4 8.38 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/04. Demo - Building and Training a Binary Classification Model.mp4 11.85 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/05. Understanding Support Vector and Nearest Neighbors Classification.mp4 6.34 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/06. Understanding Decision Tree and Naive Bayes Classification.mp4 8.29 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/07. Demo - Building Classification Models Using Multiple Techniques.mp4 13.24 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/08. Demo - Using Warm Start with an Ensemble Classifier.mp4 5.69 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/09. Demo - Performing Multiclass Classification on Text Data.mp4 12.84 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/4. Understanding and Implementing Classification Models/10. Module Summary.mp4 1.66 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/01. Module Overview.mp4 1.85 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/02. Clustering as an Unsupervised Learning Technique.mp4 6.53 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/03. Choosing Clustering Algorithms.mp4 6.27 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/04. Categorizing Clustering Algorithms.mp4 4.81 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/05. K-means Clustering.mp4 4.19 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/06. Hierarchical Clustering.mp4 5.72 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/07. Demo - Performing K-means Clustering on Unlabeled Data.mp4 10.19 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/08. Demo - Clustering Using Labeled Data.mp4 15.61 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/09. Demo - Agglomerative Clustering.mp4 18.2 MB
B2. Creating Machine Learning Models (Janani Ravi, 2019)/5. Understanding and Implementing Clustering Model/10. Summary and Further Study.mp4 2.1 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/1. Course Overview/1. Course Overview.mp4 3.28 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/1. Course Overview/2. Version Check.mp4 550.5 KB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/01. Module Overview.mp4 2.32 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/02. Prerequisites and Course Outline.mp4 1.83 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/03. The Classic Machine Learning Workflow.mp4 5.1 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/04. New Realities of Deployed Models.mp4 10.38 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/05. Overfitting.mp4 6.6 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/06. Training-serving Skew.mp4 9.56 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/07. Concept Drift.mp4 9.44 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/08. Concerted Adversaries.mp4 3.66 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/09. Deploying Machine Learning Models.mp4 3.74 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/2. Understanding Factors that Impact Deployed Models/10. Module Summary.mp4 2.25 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/01. Module Overview.mp4 1.77 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/02. Serializing Model Parameters.mp4 5.04 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/03. Demo - Serializing and Deserializing Models Using JSON.mp4 15.96 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/04. Demo - Using Pickle and Joblib to Serialize and Deserialize Models.mp4 10.57 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/05. Demo - Checkpointing Models and Resuming Training from a Checkpoint.mp4 11.91 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/06. Demo - Serializing Pre-processors and Models.mp4 11.36 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/07. Demo - Serializing Pipelines.mp4 4.03 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/08. Using Flask for Model Deployment.mp4 3.19 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/09. Demo - Deploying a Model for Prediction Using Flask.mp4 13.1 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/3. Deploying Machine Learning Models to Flask/10. Module Summary.mp4 1.93 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/1. Module Overview.mp4 2.14 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/2. Event-driven Serverless Compute.mp4 7.53 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/3. Demo - Serializing Classification Models.mp4 8.03 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/4. Demo - Uploading Pickle Files to Cloud Storage.mp4 11.28 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/5. Demo - Deploying a Model to Google Cloud Functions.mp4 13.53 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/6. Demo - Performing Predictions Using Cloud Functions.mp4 9.46 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/4. Deploying Machine Learning Models to Serverless Cloud Environments/7. Module Summary.mp4 1.86 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/01. Module Overview.mp4 2.01 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/02. Introducing the Google AI Platform.mp4 9.79 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/03. Demo - Getting Started with Cloud AI Platform.mp4 7.13 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/04. Demo - Creating a Model and a Version.mp4 10.4 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/05. Demo - Scheduling an Evaluation Job to Sample Prediction Instances.mp4 12.34 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/06. Demo - Testing the Deployed Model Using the Web Console.mp4 6 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/07. Demo - Model Predictions Using the gcloud Command Line Utility.mp4 6.16 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/08. Demo - Invoking the Predictions API Using cURL.mp4 10.67 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/09. Demo - Monitoring Deployed Models Using Stackdriver.mp4 18.04 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/5. Deploying Machine Learning Models to Google AI Platform/10. Module Summary.mp4 2.05 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/01. Module Overview.mp4 2.17 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/02. Introducing Amazon SageMaker.mp4 3.68 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/03. Training a Model on SageMaker.mp4 4.31 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/04. Deploying a Model on SageMaker.mp4 5.65 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/05. Demo - Creating a SageMaker Notebook Instance.mp4 14.59 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/06. Demo - Getting Started with SageMaker for Distributed Training.mp4 5.81 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/07. Demo - Tensor Flow Script for Distributed Training.mp4 15.59 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/08. Demo - Distributed Training Using the SageMaker Tensor Flow Estimator.mp4 17.27 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/09. Demo - Deploying the Model for Predictions.mp4 14.75 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/10. Demo - Auditing and Compliance Using Cloud Trail.mp4 10.15 MB
C1. Deploying Machine Learning Solutions (Janani Ravi, 2019)/6. Deploying Deep Learning Models to AWS SageMaker/11. Summary and Further Study.mp4 2.53 MB
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