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文件列表:
| 文件 | 大小 |
|---|---|
| $10 ChatGPT for 1 Year & More.txt | 252.00 B |
| Deep Learning Model Optimization and Tuning/0 - Introduction/1. Optimizing neural networks.mp4 | 4.72 MB |
| Deep Learning Model Optimization and Tuning/0 - Introduction/1. Optimizing neural networks.srt | 1.36 kB |
| Deep Learning Model Optimization and Tuning/0 - Introduction/2. Prerequisites for the course.mp4 | 4.69 MB |
| Deep Learning Model Optimization and Tuning/0 - Introduction/2. Prerequisites for the course.srt | 4.58 kB |
| Deep Learning Model Optimization and Tuning/0 - Introduction/3. Setting up exercise files.mp4 | 5.94 MB |
| Deep Learning Model Optimization and Tuning/0 - Introduction/3. Setting up exercise files.srt | 3.47 kB |
| Deep Learning Model Optimization and Tuning/1 - Introduction to Deep Learning Optimization/1. What is deep learning.mp4 | 3.38 MB |
| Deep Learning Model Optimization and Tuning/1 - Introduction to Deep Learning Optimization/1. What is deep learning.srt | 2.73 kB |
| Deep Learning Model Optimization and Tuning/1 - Introduction to Deep Learning Optimization/2. Review of artificial neural networks.mp4 | 5.62 MB |
| Deep Learning Model Optimization and Tuning/1 - Introduction to Deep Learning Optimization/2. Review of artificial neural networks.srt | 4.36 kB |
| Deep Learning Model Optimization and Tuning/1 - Introduction to Deep Learning Optimization/3. An ANN model.mp4 | 3.35 MB |
| Deep Learning Model Optimization and Tuning/1 - Introduction to Deep Learning Optimization/3. An ANN model.srt | 2.54 kB |
| Deep Learning Model Optimization and Tuning/1 - Introduction to Deep Learning Optimization/4. Model optimization and tuning.mp4 | 3.45 MB |
| Deep Learning Model Optimization and Tuning/1 - Introduction to Deep Learning Optimization/4. Model optimization and tuning.srt | 2.55 kB |
| Deep Learning Model Optimization and Tuning/1 - Introduction to Deep Learning Optimization/5. The deep learning tuning process.mp4 | 6.23 MB |
| Deep Learning Model Optimization and Tuning/1 - Introduction to Deep Learning Optimization/5. The deep learning tuning process.srt | 5.22 kB |
| Deep Learning Model Optimization and Tuning/1 - Introduction to Deep Learning Optimization/6. Experiment setups for the course.mp4 | 8.95 MB |
| Deep Learning Model Optimization and Tuning/1 - Introduction to Deep Learning Optimization/6. Experiment setups for the course.srt | 3.39 kB |
| Deep Learning Model Optimization and Tuning/2 - Tuning the Deep Learning Network/1. Epoch and batch size tuning.mp4 | 3.62 MB |
| Deep Learning Model Optimization and Tuning/2 - Tuning the Deep Learning Network/1. Epoch and batch size tuning.srt | 3.38 kB |
| Deep Learning Model Optimization and Tuning/2 - Tuning the Deep Learning Network/2. Epoch and batch size experiment.mp4 | 9.86 MB |
| Deep Learning Model Optimization and Tuning/2 - Tuning the Deep Learning Network/2. Epoch and batch size experiment.srt | 5.05 kB |
| Deep Learning Model Optimization and Tuning/2 - Tuning the Deep Learning Network/3. Hidden layers tuning.mp4 | 5.49 MB |
| Deep Learning Model Optimization and Tuning/2 - Tuning the Deep Learning Network/3. Hidden layers tuning.srt | 3.33 kB |
| Deep Learning Model Optimization and Tuning/2 - Tuning the Deep Learning Network/4. Determining nodes in a layer.mp4 | 5.75 MB |
| Deep Learning Model Optimization and Tuning/2 - Tuning the Deep Learning Network/4. Determining nodes in a layer.srt | 3.53 kB |
| Deep Learning Model Optimization and Tuning/2 - Tuning the Deep Learning Network/5. Choosing activation functions.mp4 | 5.63 MB |
| Deep Learning Model Optimization and Tuning/2 - Tuning the Deep Learning Network/5. Choosing activation functions.srt | 3.41 kB |
| Deep Learning Model Optimization and Tuning/2 - Tuning the Deep Learning Network/6. Initializing weights.mp4 | 4.79 MB |
| Deep Learning Model Optimization and Tuning/2 - Tuning the Deep Learning Network/6. Initializing weights.srt | 2.91 kB |
| Deep Learning Model Optimization and Tuning/3 - Tuning Back Propagation/1. Vanishing and exploding gradients.mp4 | 5.19 MB |
| Deep Learning Model Optimization and Tuning/3 - Tuning Back Propagation/1. Vanishing and exploding gradients.srt | 4.24 kB |
| Deep Learning Model Optimization and Tuning/3 - Tuning Back Propagation/2. Batch normalization.mp4 | 6.55 MB |
| Deep Learning Model Optimization and Tuning/3 - Tuning Back Propagation/2. Batch normalization.srt | 3.15 kB |
| Deep Learning Model Optimization and Tuning/3 - Tuning Back Propagation/3. Optimizers.mp4 | 2.76 MB |
| Deep Learning Model Optimization and Tuning/3 - Tuning Back Propagation/3. Optimizers.srt | 2.54 kB |
| Deep Learning Model Optimization and Tuning/3 - Tuning Back Propagation/4. Optimizer experiment.mp4 | 4.59 MB |
| Deep Learning Model Optimization and Tuning/3 - Tuning Back Propagation/4. Optimizer experiment.srt | 2.17 kB |
| Deep Learning Model Optimization and Tuning/3 - Tuning Back Propagation/5. Learning rate.mp4 | 2.43 MB |
| Deep Learning Model Optimization and Tuning/3 - Tuning Back Propagation/5. Learning rate.srt | 2.04 kB |
| Deep Learning Model Optimization and Tuning/3 - Tuning Back Propagation/6. Learning rate experiment.mp4 | 4.11 MB |
| Deep Learning Model Optimization and Tuning/3 - Tuning Back Propagation/6. Learning rate experiment.srt | 1.93 kB |
| Deep Learning Model Optimization and Tuning/4 - Overfitting Management/1. Overfitting in ANNs.mp4 | 3.54 MB |
| Deep Learning Model Optimization and Tuning/4 - Overfitting Management/1. Overfitting in ANNs.srt | 3.27 kB |
| Deep Learning Model Optimization and Tuning/4 - Overfitting Management/2. Regularization.mp4 | 1.77 MB |
| Deep Learning Model Optimization and Tuning/4 - Overfitting Management/2. Regularization.srt | 1.37 kB |
| Deep Learning Model Optimization and Tuning/4 - Overfitting Management/3. Regularization experiment.mp4 | 2.41 MB |
| Deep Learning Model Optimization and Tuning/4 - Overfitting Management/3. Regularization experiment.srt | 1.37 kB |
| Deep Learning Model Optimization and Tuning/4 - Overfitting Management/4. Dropouts.mp4 | 1.84 MB |
| Deep Learning Model Optimization and Tuning/4 - Overfitting Management/4. Dropouts.srt | 1.81 kB |
| Deep Learning Model Optimization and Tuning/4 - Overfitting Management/5. Dropout experiment.mp4 | 3.42 MB |
| Deep Learning Model Optimization and Tuning/4 - Overfitting Management/5. Dropout experiment.srt | 1.52 kB |
| Deep Learning Model Optimization and Tuning/5 - Model Tuning Exercise/1. Tuning exercise Problem statement.mp4 | 9.13 MB |
| Deep Learning Model Optimization and Tuning/5 - Model Tuning Exercise/1. Tuning exercise Problem statement.srt | 6.83 kB |
| Deep Learning Model Optimization and Tuning/5 - Model Tuning Exercise/2. Acquire and process data.mp4 | 3.71 MB |
| Deep Learning Model Optimization and Tuning/5 - Model Tuning Exercise/2. Acquire and process data.srt | 1.53 kB |
| Deep Learning Model Optimization and Tuning/5 - Model Tuning Exercise/3. Tuning the network.mp4 | 3.86 MB |
| Deep Learning Model Optimization and Tuning/5 - Model Tuning Exercise/3. Tuning the network.srt | 1.99 kB |
| Deep Learning Model Optimization and Tuning/5 - Model Tuning Exercise/4. Tuning backpropagation.mp4 | 3.08 MB |
| Deep Learning Model Optimization and Tuning/5 - Model Tuning Exercise/4. Tuning backpropagation.srt | 1.34 kB |
| Deep Learning Model Optimization and Tuning/5 - Model Tuning Exercise/5. Avoiding overfitting.mp4 | 2.94 MB |
| Deep Learning Model Optimization and Tuning/5 - Model Tuning Exercise/5. Avoiding overfitting.srt | 1.40 kB |
| Deep Learning Model Optimization and Tuning/5 - Model Tuning Exercise/6. Building the final model.mp4 | 3.95 MB |
| Deep Learning Model Optimization and Tuning/5 - Model Tuning Exercise/6. Building the final model.srt | 2.25 kB |
| Deep Learning Model Optimization and Tuning/6 - Conclusion/1. Continuing your deep learning journey.mp4 | 2.13 MB |
| Deep Learning Model Optimization and Tuning/6 - Conclusion/1. Continuing your deep learning journey.srt | 1.21 kB |
| Deep Learning Model Optimization and Tuning/description.html | 1.14 kB |
| Deep Learning Model Optimization and Tuning/Ex_Files_Deep_Learning_Model_Optimization_Tuning.zip | 725.95 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/0 - Introduction/1. Thinking about causality.mp4 | 8.44 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/0 - Introduction/1. Thinking about causality.srt | 2.67 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/0 - Introduction/2. What you should know.mp4 | 3.22 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/0 - Introduction/2. What you should know.srt | 2.44 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/1. The investigator, the jury, and the judge.mp4 | 10.63 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/1. The investigator, the jury, and the judge.srt | 4.96 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/10. Solution Moderation, mediation, or a third variable.mp4 | 9.46 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/10. Solution Moderation, mediation, or a third variable.srt | 5.71 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/2. Fisher and experiments.mp4 | 20.57 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/2. Fisher and experiments.srt | 8.06 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/3. John Snow and natural experiments.mp4 | 36.75 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/3. John Snow and natural experiments.srt | 12.20 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/4. Double blind studies.mp4 | 5.37 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/4. Double blind studies.srt | 2.90 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/5. Control variables (ANCOVA).mp4 | 23.78 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/5. Control variables (ANCOVA).srt | 15.74 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/6. Judea Pearl Problems with control variables.mp4 | 9.68 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/6. Judea Pearl Problems with control variables.srt | 4.35 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/7. Moderation, mediation, and lurking variables.mp4 | 15.06 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/7. Moderation, mediation, and lurking variables.srt | 9.85 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/8. Simpson's paradox.mp4 | 26.04 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/8. Simpson's paradox.srt | 13.67 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/9. Challenge Moderation, mediation, or a third variable.mp4 | 5.90 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/1 - Experimental Design and Statistical Controls/9. Challenge Moderation, mediation, or a third variable.srt | 3.45 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/1. Turing, Enigma, and CAPTCHA.mp4 | 24.06 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/1. Turing, Enigma, and CAPTCHA.srt | 8.65 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/2. Enigma and uncertainty.mp4 | 17.07 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/2. Enigma and uncertainty.srt | 5.65 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/3. Developing an intuition for Bayes with Wordle.mp4 | 13.12 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/3. Developing an intuition for Bayes with Wordle.srt | 12.59 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/4. Wordle and conditional probability.mp4 | 8.05 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/4. Wordle and conditional probability.srt | 6.80 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/5. Wordle, bans, and bits.mp4 | 10.62 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/5. Wordle, bans, and bits.srt | 6.53 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/6. Wordle and Bayes' theorem.mp4 | 8.34 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/6. Wordle and Bayes' theorem.srt | 6.58 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/7. Challenge Conditional probability and Bayes' theorem.mp4 | 3.82 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/7. Challenge Conditional probability and Bayes' theorem.srt | 2.39 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/8. Solution Conditional probability and Bayes' theorem.mp4 | 6.21 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/2 - Conditional Probability and Bayes' Theorem/8. Solution Conditional probability and Bayes' theorem.srt | 3.95 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/3 - Prediction and Proof with Bayesian statistics/1. Contrasting frequentist statistics and Bayesian statistics.mp4 | 13.06 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/3 - Prediction and Proof with Bayesian statistics/1. Contrasting frequentist statistics and Bayesian statistics.srt | 6.99 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/3 - Prediction and Proof with Bayesian statistics/2. Bayesian T-Test with JASP.mp4 | 33.61 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/3 - Prediction and Proof with Bayesian statistics/2. Bayesian T-Test with JASP.srt | 19.54 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/3 - Prediction and Proof with Bayesian statistics/3. Google Optimize.mp4 | 11.73 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/3 - Prediction and Proof with Bayesian statistics/3. Google Optimize.srt | 5.39 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/3 - Prediction and Proof with Bayesian statistics/4. Bayes and rare events.mp4 | 16.98 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/3 - Prediction and Proof with Bayesian statistics/4. Bayes and rare events.srt | 6.22 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/3 - Prediction and Proof with Bayesian statistics/5. Challenge JASP.mp4 | 6.02 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/3 - Prediction and Proof with Bayesian statistics/5. Challenge JASP.srt | 2.91 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/3 - Prediction and Proof with Bayesian statistics/6. Solution JASP.mp4 | 12.14 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/3 - Prediction and Proof with Bayesian statistics/6. Solution JASP.srt | 6.36 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/4 - Causal Modeling with Structural Equation Modeling (SEM)/1. Sewell Wright.mp4 | 18.25 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/4 - Causal Modeling with Structural Equation Modeling (SEM)/1. Sewell Wright.srt | 6.46 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/4 - Causal Modeling with Structural Equation Modeling (SEM)/2. Introducing path analysis and SEM.mp4 | 6.55 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/4 - Causal Modeling with Structural Equation Modeling (SEM)/2. Introducing path analysis and SEM.srt | 4.35 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/4 - Causal Modeling with Structural Equation Modeling (SEM)/3. SEM example Intention.mp4 | 7.28 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/4 - Causal Modeling with Structural Equation Modeling (SEM)/3. SEM example Intention.srt | 6.20 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/4 - Causal Modeling with Structural Equation Modeling (SEM)/4. Myths about SEM.mp4 | 9.58 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/4 - Causal Modeling with Structural Equation Modeling (SEM)/4. Myths about SEM.srt | 6.21 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/4 - Causal Modeling with Structural Equation Modeling (SEM)/5. Latent variables in SEM.mp4 | 7.31 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/4 - Causal Modeling with Structural Equation Modeling (SEM)/5. Latent variables in SEM.srt | 4.48 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/4 - Causal Modeling with Structural Equation Modeling (SEM)/6. Finding direction of causality with SEM (PSAT).mp4 | 6.72 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/4 - Causal Modeling with Structural Equation Modeling (SEM)/6. Finding direction of causality with SEM (PSAT).srt | 5.25 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/5 - Causal Modeling with Bayesian Networks/1. Judea Pearl and the causal revolution.mp4 | 8.60 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/5 - Causal Modeling with Bayesian Networks/1. Judea Pearl and the causal revolution.srt | 6.64 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/5 - Causal Modeling with Bayesian Networks/2. Downloading BayesiaLab and resources.mp4 | 10.88 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/5 - Causal Modeling with Bayesian Networks/2. Downloading BayesiaLab and resources.srt | 3.58 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/5 - Causal Modeling with Bayesian Networks/3. Introducing BayesiaLab Hair and eye color.mp4 | 10.49 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/5 - Causal Modeling with Bayesian Networks/3. Introducing BayesiaLab Hair and eye color.srt | 6.27 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/5 - Causal Modeling with Bayesian Networks/4. Introduction to causal modeling with Bayesian networks.mp4 | 16.13 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/5 - Causal Modeling with Bayesian Networks/4. Introduction to causal modeling with Bayesian networks.srt | 9.35 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/5 - Causal Modeling with Bayesian Networks/5. Bayesian Networks Black Swan case study.mp4 | 14.55 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/5 - Causal Modeling with Bayesian Networks/5. Bayesian Networks Black Swan case study.srt | 5.02 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/6 - Conclusion/1. Taking causality further.mp4 | 5.20 MB |
| Machine Learning and AI Foundations Causal Inference and Modeling/6 - Conclusion/1. Taking causality further.srt | 4.39 kB |
| Machine Learning and AI Foundations Causal Inference and Modeling/description.html | 1,015.00 B |
| Machine Learning and AI Foundations Causal Inference and Modeling/Ex_Files_ML_and_AI_Foundations_Causal_Inf_Modeling.zip | 179.83 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/0 - Introduction/1. The basics of decision trees.mp4 | 7.18 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/0 - Introduction/1. The basics of decision trees.srt | 2.13 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/0 - Introduction/2. What you should know.mp4 | 1.96 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/0 - Introduction/2. What you should know.srt | 1.56 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/0 - Introduction/3. How to use the practice files.mp4 | 4.52 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/0 - Introduction/3. How to use the practice files.srt | 2.21 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/1 - Introducing Decision Trees/1. What is a decision tree.mp4 | 7.20 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/1 - Introducing Decision Trees/1. What is a decision tree.srt | 4.93 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/1 - Introducing Decision Trees/2. The pros and cons of decision trees.mp4 | 10.06 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/1 - Introducing Decision Trees/2. The pros and cons of decision trees.srt | 8.11 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/1 - Introducing Decision Trees/3. Introducing KNIME.mp4 | 12.78 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/1 - Introducing Decision Trees/3. Introducing KNIME.srt | 6.02 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/1 - Introducing Decision Trees/4. A quick review of machine learning basics with examples.mp4 | 20.28 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/1 - Introducing Decision Trees/4. A quick review of machine learning basics with examples.srt | 10.36 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/1 - Introducing Decision Trees/5. An overview of decision tree algorithms.mp4 | 12.49 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/1 - Introducing Decision Trees/5. An overview of decision tree algorithms.srt | 5.75 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/1. Ross Quinlan, ID3, C4.5, and C5.0.mp4 | 5.68 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/1. Ross Quinlan, ID3, C4.5, and C5.0.srt | 3.61 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/10. A quick look at the complete C4.5 tree.mp4 | 6.44 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/10. A quick look at the complete C4.5 tree.srt | 4.33 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/11. Evaluating the accuracy of your C4.5 tree.mp4 | 9.29 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/11. Evaluating the accuracy of your C4.5 tree.srt | 4.40 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/12. When to turn off pruning.mp4 | 16.45 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/12. When to turn off pruning.srt | 8.61 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/2. Understanding the entropy calculation.mp4 | 11.72 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/2. Understanding the entropy calculation.srt | 9.15 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/3. How C4.5 handles missing data.mp4 | 5.97 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/3. How C4.5 handles missing data.srt | 4.40 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/4. The Give Me Some Credit data set.mp4 | 7.94 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/4. The Give Me Some Credit data set.srt | 4.63 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/5. Working with the prebuilt example.mp4 | 15.95 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/5. Working with the prebuilt example.srt | 8.82 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/6. KNIME settings for C4.5.mp4 | 8.62 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/6. KNIME settings for C4.5.srt | 4.89 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/7. How C4.5 handles nominal variables.mp4 | 7.40 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/7. How C4.5 handles nominal variables.srt | 3.64 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/8. How C4.5 handles continuous variables.mp4 | 4.18 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/8. How C4.5 handles continuous variables.srt | 2.32 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/9. Equal size sampling.mp4 | 6.42 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/2 - Introducing the C5.0 Algorithm/9. Equal size sampling.srt | 3.32 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/3 - Introducing Classification Trees/1. Introducing Leo Breiman and CART.mp4 | 11.64 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/3 - Introducing Classification Trees/1. Introducing Leo Breiman and CART.srt | 5.92 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/3 - Introducing Classification Trees/2. What is the Gini coefficient.mp4 | 6.95 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/3 - Introducing Classification Trees/2. What is the Gini coefficient.srt | 3.97 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/3 - Introducing Classification Trees/3. How CART handles missing data using surrogates.mp4 | 9.77 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/3 - Introducing Classification Trees/3. How CART handles missing data using surrogates.srt | 8.04 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/3 - Introducing Classification Trees/4. Changing the settings in KNIME.mp4 | 7.82 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/3 - Introducing Classification Trees/4. Changing the settings in KNIME.srt | 4.52 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/3 - Introducing Classification Trees/5. How CART handles nominal variables.mp4 | 4.61 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/3 - Introducing Classification Trees/5. How CART handles nominal variables.srt | 2.62 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/3 - Introducing Classification Trees/6. A quick look at the complete CART tree.mp4 | 7.15 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/3 - Introducing Classification Trees/6. A quick look at the complete CART tree.srt | 3.63 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/3 - Introducing Classification Trees/7. Evaluating the accuracy of your CART tree.mp4 | 3.41 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/3 - Introducing Classification Trees/7. Evaluating the accuracy of your CART tree.srt | 2.03 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/1. MPG data set.mp4 | 4.52 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/1. MPG data set.srt | 1.91 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/2. The regression tree prebuilt example.mp4 | 11.99 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/2. The regression tree prebuilt example.srt | 6.32 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/3. The math behind regression trees.mp4 | 4.00 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/3. The math behind regression trees.srt | 3.59 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/4. How RT handles nominal variables.mp4 | 11.11 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/4. How RT handles nominal variables.srt | 6.47 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/5. Ordinal variable handling.mp4 | 10.08 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/5. Ordinal variable handling.srt | 5.43 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/6. Closer look at a full regression tree.mp4 | 9.08 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/6. Closer look at a full regression tree.srt | 5.26 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/7. KNIME's missing data options for regression trees.mp4 | 7.67 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/7. KNIME's missing data options for regression trees.srt | 4.49 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/8. Line plot.mp4 | 7.93 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/8. Line plot.srt | 3.83 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/9. Accuracy.mp4 | 6.59 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/4 - Introducing Regression Trees/9. Accuracy.srt | 3.57 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/5 - Conclusion/1. Next steps.mp4 | 1.71 MB |
| Machine Learning and AI Foundations Decision Trees with KNIME/5 - Conclusion/1. Next steps.srt | 1.63 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/description.html | 1.07 kB |
| Machine Learning and AI Foundations Decision Trees with KNIME/Ex_Files_ML_and_AI_Foundations_Decision_Trees_KNIME.zip | 2.30 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/0 - Introduction/1. Prediction, causation, and statistical inference.mp4 | 6.12 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/0 - Introduction/1. Prediction, causation, and statistical inference.srt | 2.20 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/1 - What Is a Casual Model/1. Lady tasting tea.mp4 | 12.87 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/1 - What Is a Casual Model/1. Lady tasting tea.srt | 7.38 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/1 - What Is a Casual Model/2. Why causation matters in a business setting.mp4 | 3.30 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/1 - What Is a Casual Model/2. Why causation matters in a business setting.srt | 2.11 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/1 - What Is a Casual Model/3. What is a causal model.mp4 | 6.13 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/1 - What Is a Casual Model/3. What is a causal model.srt | 3.32 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/2 - Healthy Skepticism about Our Data and Our Results/1. Skepticism about data Truman 1948 Election Poll.mp4 | 6.87 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/2 - Healthy Skepticism about Our Data and Our Results/1. Skepticism about data Truman 1948 Election Poll.srt | 4.37 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/2 - Healthy Skepticism about Our Data and Our Results/2. Skepticism about results Is that really the best predictor.mp4 | 10.53 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/2 - Healthy Skepticism about Our Data and Our Results/2. Skepticism about results Is that really the best predictor.srt | 5.81 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/2 - Healthy Skepticism about Our Data and Our Results/3. Skepticism about causes Is X really causing Y.mp4 | 8.52 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/2 - Healthy Skepticism about Our Data and Our Results/3. Skepticism about causes Is X really causing Y.srt | 4.54 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/3 - Correlation Does Not Imply Causation/1. What is a strong correlation.mp4 | 21.22 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/3 - Correlation Does Not Imply Causation/1. What is a strong correlation.srt | 10.24 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/3 - Correlation Does Not Imply Causation/2. Pearson on correlation and causation.mp4 | 11.20 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/3 - Correlation Does Not Imply Causation/2. Pearson on correlation and causation.srt | 7.41 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/3 - Correlation Does Not Imply Causation/3. Correlation and regression.mp4 | 12.47 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/3 - Correlation Does Not Imply Causation/3. Correlation and regression.srt | 7.50 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/3 - Correlation Does Not Imply Causation/4. Challenge What is causing what.mp4 | 5.36 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/3 - Correlation Does Not Imply Causation/4. Challenge What is causing what.srt | 2.79 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/3 - Correlation Does Not Imply Causation/5. Solution What is causing what.mp4 | 21.13 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/3 - Correlation Does Not Imply Causation/5. Solution What is causing what.srt | 11.73 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/4 - Prediction and Proof in Statistics/1. Using probability to measure uncertainty.mp4 | 22.24 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/4 - Prediction and Proof in Statistics/1. Using probability to measure uncertainty.srt | 13.03 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/4 - Prediction and Proof in Statistics/2. p-value review.mp4 | 3.42 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/4 - Prediction and Proof in Statistics/2. p-value review.srt | 1.99 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/4 - Prediction and Proof in Statistics/3. Hypothesis testing checklist.mp4 | 7.71 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/4 - Prediction and Proof in Statistics/3. Hypothesis testing checklist.srt | 6.54 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/4 - Prediction and Proof in Statistics/4. Taleb on normality, mediocristan, and extremistan.mp4 | 12.93 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/4 - Prediction and Proof in Statistics/4. Taleb on normality, mediocristan, and extremistan.srt | 3.66 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/4 - Prediction and Proof in Statistics/5. Challenge Evaluate significant finding.mp4 | 4.77 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/4 - Prediction and Proof in Statistics/5. Challenge Evaluate significant finding.srt | 2.58 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/4 - Prediction and Proof in Statistics/6. Solution Evaluate significant finding.mp4 | 13.03 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/4 - Prediction and Proof in Statistics/6. Solution Evaluate significant finding.srt | 9.93 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/5 - Deduction and Induction/1. What are induction and deduction.mp4 | 14.63 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/5 - Deduction and Induction/1. What are induction and deduction.srt | 6.67 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/5 - Deduction and Induction/2. Hume on induction.mp4 | 10.95 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/5 - Deduction and Induction/2. Hume on induction.srt | 5.81 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/5 - Deduction and Induction/3. Popper on induction and falsification.mp4 | 10.21 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/5 - Deduction and Induction/3. Popper on induction and falsification.srt | 6.65 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/5 - Deduction and Induction/4. Taleb on induction.mp4 | 10.17 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/5 - Deduction and Induction/4. Taleb on induction.srt | 6.49 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/5 - Deduction and Induction/5. Counterfactuals Pearl on induction and causality.mp4 | 5.06 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/5 - Deduction and Induction/5. Counterfactuals Pearl on induction and causality.srt | 3.79 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/6 - Prediction and Proof in Data Mining/1. Data mining vs. data dredging.mp4 | 12.58 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/6 - Prediction and Proof in Data Mining/1. Data mining vs. data dredging.srt | 8.54 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/6 - Prediction and Proof in Data Mining/2. TrainTest What can go wrong.mp4 | 10.14 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/6 - Prediction and Proof in Data Mining/2. TrainTest What can go wrong.srt | 7.24 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/6 - Prediction and Proof in Data Mining/3. AB testing during the evaluation phase.mp4 | 6.08 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/6 - Prediction and Proof in Data Mining/3. AB testing during the evaluation phase.srt | 4.18 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/7 - The Two Cultures Contrasting Statistics and Data Mining/1. The Two Cultures.mp4 | 11.98 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/7 - The Two Cultures Contrasting Statistics and Data Mining/1. The Two Cultures.srt | 7.90 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/7 - The Two Cultures Contrasting Statistics and Data Mining/2. Explain vs. predict.mp4 | 12.33 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/7 - The Two Cultures Contrasting Statistics and Data Mining/2. Explain vs. predict.srt | 7.44 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/7 - The Two Cultures Contrasting Statistics and Data Mining/3. Comparing CRISP-DM and the scientific method.mp4 | 11.24 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/7 - The Two Cultures Contrasting Statistics and Data Mining/3. Comparing CRISP-DM and the scientific method.srt | 7.83 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/7 - The Two Cultures Contrasting Statistics and Data Mining/4. Applying the two methods at work.mp4 | 15.06 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/7 - The Two Cultures Contrasting Statistics and Data Mining/4. Applying the two methods at work.srt | 6.68 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/8 - Conclusion/1. Review.mp4 | 3.45 MB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/8 - Conclusion/1. Review.srt | 1.67 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/description.html | 1.30 kB |
| Machine Learning and AI Foundations Prediction, Causation, and Statistical Inference/Ex_Files_ML_and_AI_Foundations.zip | 138.06 kB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/0 - Introduction/1. Exploring the world of explainable AI and interpretable machine learning.mp4 | 4.97 MB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/0 - Introduction/1. Exploring the world of explainable AI and interpretable machine learning.srt | 1.55 kB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/0 - Introduction/2. Target audience.mp4 | 3.02 MB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/0 - Introduction/2. Target audience.srt | 2.14 kB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/0 - Introduction/3. What you should know.mp4 | 2.31 MB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/0 - Introduction/3. What you should know.srt | 1.59 kB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/1 - What Are XAI and IML/1. Understanding the what and why your models predict.mp4 | 16.44 MB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/1 - What Are XAI and IML/1. Understanding the what and why your models predict.srt | 6.90 kB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/1 - What Are XAI and IML/2. Variable importance and reason codes.mp4 | 9.23 MB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/1 - What Are XAI and IML/2. Variable importance and reason codes.srt | 3.49 kB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/1 - What Are XAI and IML/3. Comparing IML and XAI.mp4 | 10.46 MB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/1 - What Are XAI and IML/3. Comparing IML and XAI.srt | 6.76 kB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/1 - What Are XAI and IML/4. Trends in AI making the XAI problem more prominent.mp4 | 18.34 MB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/1 - What Are XAI and IML/4. Trends in AI making the XAI problem more prominent.srt | 8.42 kB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/1 - What Are XAI and IML/5. Local and global explanations.mp4 | 5.30 MB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/1 - What Are XAI and IML/5. Local and global explanations.srt | 3.71 kB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/1 - What Are XAI and IML/6. XAI for debugging models.mp4 | 6.98 MB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/1 - What Are XAI and IML/6. XAI for debugging models.srt | 3.60 kB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/1 - What Are XAI and IML/7. KNIME support of global and local explanations.mp4 | 5.37 MB |
| Machine Learning and AI Foundations Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions/1 - What Are XAI and IML/7. KNIME support of global and local explanations.srt | 3.55 kB |
| Machine Learning with Python Association Rules/0 - Introduction/1. Association rule mining.mp4 | 7.83 MB |
| Machine Learning with Python Association Rules/0 - Introduction/1. Association rule mining.srt | 1.86 kB |
| Machine Learning with Python Association Rules/0 - Introduction/2. What you should know.mp4 | 2.17 MB |
| Machine Learning with Python Association Rules/0 - Introduction/2. What you should know.srt | 1.94 kB |
| Machine Learning with Python Association Rules/0 - Introduction/3. Using the exercise files.mp4 | 3.55 MB |
| Machine Learning with Python Association Rules/0 - Introduction/3. Using the exercise files.srt | 2.12 kB |
| Machine Learning with Python Association Rules/0 - Introduction/4. Using GitHub Codespaces with this course.mp4 | 21.56 MB |
| Machine Learning with Python Association Rules/0 - Introduction/4. Using GitHub Codespaces with this course.srt | 9.51 kB |
| Machine Learning with Python Association Rules/1 - Association Rules/1. What are association rules.mp4 | 13.78 MB |
| Machine Learning with Python Association Rules/1 - Association Rules/1. What are association rules.srt | 6.63 kB |
| Machine Learning with Python Association Rules/1 - Association Rules/2. Frequent itemset generation.mp4 | 16.87 MB |
| Machine Learning with Python Association Rules/1 - Association Rules/2. Frequent itemset generation.srt | 10.42 kB |
| Machine Learning with Python Association Rules/1 - Association Rules/3. The Apriori algorithm.mp4 | 15.67 MB |
| Machine Learning with Python Association Rules/1 - Association Rules/3. The Apriori algorithm.srt | 6.76 kB |
| Machine Learning with Python Association Rules/1 - Association Rules/4. The FP-Growth algorithm.mp4 | 26.47 MB |
| Machine Learning with Python Association Rules/1 - Association Rules/4. The FP-Growth algorithm.srt | 10.91 kB |
| Machine Learning with Python Association Rules/1 - Association Rules/5. Evaluating association rules.mp4 | 21.08 MB |
| Machine Learning with Python Association Rules/1 - Association Rules/5. Evaluating association rules.srt | 11.54 kB |
| Machine Learning with Python Association Rules/1 - Association Rules/6. Why and when to use association rules.mp4 | 12.21 MB |
| Machine Learning with Python Association Rules/1 - Association Rules/6. Why and when to use association rules.srt | 4.05 kB |
| Machine Learning with Python Association Rules/2 - Discovering Patterns with Association Rules/1. How to collect data for association rule mining.mp4 | 27.42 MB |
| Machine Learning with Python Association Rules/2 - Discovering Patterns with Association Rules/1. How to collect data for association rule mining.srt | 11.80 kB |
| Machine Learning with Python Association Rules/2 - Discovering Patterns with Association Rules/2. How to generate frequent itemsets.mp4 | 31.10 MB |
| Machine Learning with Python Association Rules/2 - Discovering Patterns with Association Rules/2. How to generate frequent itemsets.srt | 11.03 kB |
| Machine Learning with Python Association Rules/2 - Discovering Patterns with Association Rules/3. How to create association rules.mp4 | 43.01 MB |
| Machine Learning with Python Association Rules/2 - Discovering Patterns with Association Rules/3. How to create association rules.srt | 13.26 kB |
| Machine Learning with Python Association Rules/2 - Discovering Patterns with Association Rules/4. How to evaluate association rules.mp4 | 44.03 MB |
| Machine Learning with Python Association Rules/2 - Discovering Patterns with Association Rules/4. How to evaluate association rules.srt | 15.65 kB |
| Machine Learning with Python Association Rules/3 - Conclusion/1. Next steps.mp4 | 3.67 MB |
| Machine Learning with Python Association Rules/3 - Conclusion/1. Next steps.srt | 3.44 kB |
| Machine Learning with Python Association Rules/description.html | 1.23 kB |
| Machine Learning with Python Association Rules/Exercises_Link - OneHack.us.txt | 121.00 B |
| Machine Learning with Python Decision Trees - OneHack.us/0 - Introduction/1. Making decisions with Python.mp4 | 3.88 MB |
| Machine Learning with Python Decision Trees - OneHack.us/0 - Introduction/1. Making decisions with Python.srt | 1.27 kB |
| Machine Learning with Python Decision Trees - OneHack.us/0 - Introduction/2. What you should know.mp4 | 2.25 MB |
| Machine Learning with Python Decision Trees - OneHack.us/0 - Introduction/2. What you should know.srt | 1.98 kB |
| Machine Learning with Python Decision Trees - OneHack.us/0 - Introduction/3. The tools you need.mp4 | 1.96 MB |
| Machine Learning with Python Decision Trees - OneHack.us/0 - Introduction/3. The tools you need.srt | 2.09 kB |
| Machine Learning with Python Decision Trees - OneHack.us/0 - Introduction/4. Using the exercise files.mp4 | 7.84 MB |
| Machine Learning with Python Decision Trees - OneHack.us/0 - Introduction/4. Using the exercise files.srt | 2.54 kB |
| Machine Learning with Python Decision Trees - OneHack.us/1 - Decision Trees/1. What is a decision tree.mp4 | 9.60 MB |
| Machine Learning with Python Decision Trees - OneHack.us/1 - Decision Trees/1. What is a decision tree.srt | 7.25 kB |
| Machine Learning with Python Decision Trees - OneHack.us/1 - Decision Trees/2. How is a classification tree built.mp4 | 12.40 MB |
| Machine Learning with Python Decision Trees - OneHack.us/1 - Decision Trees/2. How is a classification tree built.srt | 9.47 kB |
| Machine Learning with Python Decision Trees - OneHack.us/1 - Decision Trees/3. How do classification trees measure impurity.mp4 | 12.86 MB |
| Machine Learning with Python Decision Trees - OneHack.us/1 - Decision Trees/3. How do classification trees measure impurity.srt | 8.84 kB |
| Machine Learning with Python Decision Trees - OneHack.us/1 - Decision Trees/4. How is a regression tree built.mp4 | 11.79 MB |
| Machine Learning with Python Decision Trees - OneHack.us/1 - Decision Trees/4. How is a regression tree built.srt | 8.33 kB |
| Machine Learning with Python Decision Trees - OneHack.us/1 - Decision Trees/5. How to prune a decision tree.mp4 | 19.08 MB |
| Machine Learning with Python Decision Trees - OneHack.us/1 - Decision Trees/5. How to prune a decision tree.srt | 10.99 kB |
| Machine Learning with Python Decision Trees - OneHack.us/1 - Decision Trees/6. Why and when to use a decision tree.mp4 | 13.70 MB |
| Machine Learning with Python Decision Trees - OneHack.us/1 - Decision Trees/6. Why and when to use a decision tree.srt | 4.99 kB |
| Machine Learning with Python Decision Trees - OneHack.us/2 - Working with Classification Trees/1. How to build a classification tree in Python.mp4 | 15.71 MB |
| Machine Learning with Python Decision Trees - OneHack.us/2 - Working with Classification Trees/1. How to build a classification tree in Python.srt | 8.91 kB |
| Machine Learning with Python Decision Trees - OneHack.us/2 - Working with Classification Trees/2. How to visualize a classification tree in Python.mp4 | 11.27 MB |
| Machine Learning with Python Decision Trees - OneHack.us/2 - Working with Classification Trees/2. How to visualize a classification tree in Python.srt | 6.56 kB |
| Machine Learning with Python Decision Trees - OneHack.us/2 - Working with Classification Trees/3. How to prune a classification tree in Python.mp4 | 12.68 MB |
| Machine Learning with Python Decision Trees - OneHack.us/2 - Working with Classification Trees/3. How to prune a classification tree in Python.srt | 7.10 kB |
| Machine Learning with Python Decision Trees - OneHack.us/3 - Working with Regression Trees/1. How to build a regression tree in Python.mp4 | 20.14 MB |
| Machine Learning with Python Decision Trees - OneHack.us/3 - Working with Regression Trees/1. How to build a regression tree in Python.srt | 11.04 kB |
| Machine Learning with Python Decision Trees - OneHack.us/3 - Working with Regression Trees/2. How to visualize a regression tree in Python.mp4 | 12.38 MB |
| Machine Learning with Python Decision Trees - OneHack.us/3 - Working with Regression Trees/2. How to visualize a regression tree in Python.srt | 8.15 kB |
| Machine Learning with Python Decision Trees - OneHack.us/3 - Working with Regression Trees/3. How to prune a regression tree in Python.mp4 | 15.65 MB |
| Machine Learning with Python Decision Trees - OneHack.us/3 - Working with Regression Trees/3. How to prune a regression tree in Python.srt | 8.24 kB |
| Machine Learning with Python Decision Trees - OneHack.us/4 - Conclusion/1. Next steps with decision trees.mp4 | 3.14 MB |
| Machine Learning with Python Decision Trees - OneHack.us/4 - Conclusion/1. Next steps with decision trees.srt | 2.96 kB |
| Machine Learning with Python Decision Trees - OneHack.us/description.html | 1.06 kB |
| Machine Learning with Python Decision Trees - OneHack.us/Ex_Files_Machine_Learning_with_Python_Decision_Trees.zip | 10.80 kB |
| Machine Learning with Python k-Means Clustering/0 - Introduction/1. Getting started with Python and k-means clustering.mp4 | 4.11 MB |
| Machine Learning with Python k-Means Clustering/0 - Introduction/1. Getting started with Python and k-means clustering.srt | 1.27 kB |
| Machine Learning with Python k-Means Clustering/0 - Introduction/2. What you should know.mp4 | 2.04 MB |
| Machine Learning with Python k-Means Clustering/0 - Introduction/2. What you should know.srt | 1.99 kB |
| Machine Learning with Python k-Means Clustering/0 - Introduction/3. The tools you need.mp4 | 1.78 MB |
| Machine Learning with Python k-Means Clustering/0 - Introduction/3. The tools you need.srt | 2.04 kB |
| Machine Learning with Python k-Means Clustering/0 - Introduction/4. Using the exercise files.mp4 | 7.69 MB |
| Machine Learning with Python k-Means Clustering/0 - Introduction/4. Using the exercise files.srt | 2.67 kB |
| Machine Learning with Python k-Means Clustering/1 - Understanding K-Means Clustering/1. What is clustering.mp4 | 11.54 MB |
| Machine Learning with Python k-Means Clustering/1 - Understanding K-Means Clustering/1. What is clustering.srt | 8.10 kB |
| Machine Learning with Python k-Means Clustering/1 - Understanding K-Means Clustering/2. What is k-means clustering.mp4 | 6.73 MB |
| Machine Learning with Python k-Means Clustering/1 - Understanding K-Means Clustering/2. What is k-means clustering.srt | 6.10 kB |
| Machine Learning with Python k-Means Clustering/1 - Understanding K-Means Clustering/3. Choosing the right number of clusters.mp4 | 17.38 MB |
| Machine Learning with Python k-Means Clustering/1 - Understanding K-Means Clustering/3. Choosing the right number of clusters.srt | 12.86 kB |
| Machine Learning with Python k-Means Clustering/1 - Understanding K-Means Clustering/4. Why and when to use k-means clustering.mp4 | 10.04 MB |
| Machine Learning with Python k-Means Clustering/1 - Understanding K-Means Clustering/4. Why and when to use k-means clustering.srt | 4.61 kB |
| Machine Learning with Python k-Means Clustering/2 - Segmenting Data with K-Means Clustering/1. How to segment data with k-means clustering in Python.mp4 | 23.64 MB |
| Machine Learning with Python k-Means Clustering/2 - Segmenting Data with K-Means Clustering/1. How to segment data with k-means clustering in Python.srt | 11.79 kB |
| Machine Learning with Python k-Means Clustering/2 - Segmenting Data with K-Means Clustering/2. How to evaluate and visualize clusters in Python.mp4 | 10.67 MB |
| Machine Learning with Python k-Means Clustering/2 - Segmenting Data with K-Means Clustering/2. How to evaluate and visualize clusters in Python.srt | 5.74 kB |
| Machine Learning with Python k-Means Clustering/2 - Segmenting Data with K-Means Clustering/3. How to find the right number of clusters in Python.mp4 | 13.69 MB |
| Machine Learning with Python k-Means Clustering/2 - Segmenting Data with K-Means Clustering/3. How to find the right number of clusters in Python.srt | 8.03 kB |
| Machine Learning with Python k-Means Clustering/2 - Segmenting Data with K-Means Clustering/4. How to interpret the results of k-means clustering in Python.mp4 | 15.07 MB |
| Machine Learning with Python k-Means Clustering/2 - Segmenting Data with K-Means Clustering/4. How to interpret the results of k-means clustering in Python.srt | 8.00 kB |
| Machine Learning with Python k-Means Clustering/3 - Conclusion/1. Next steps.mp4 | 3.24 MB |
| Machine Learning with Python k-Means Clustering/3 - Conclusion/1. Next steps.srt | 2.98 kB |
| Machine Learning with Python k-Means Clustering/description.html | 1,006.00 B |
| Machine Learning with Python k-Means Clustering/Ex_Files_ML_with_Python_k_Means_Clustering.zip | 7.32 kB |
| Machine Learning with Python Logistic Regression/0 - Introduction/1. Classifying data with logistic regression.mp4 | 6.31 MB |
| Machine Learning with Python Logistic Regression/0 - Introduction/1. Classifying data with logistic regression.srt | 1.76 kB |
| Machine Learning with Python Logistic Regression/0 - Introduction/2. What you should know.mp4 | 2.24 MB |
| Machine Learning with Python Logistic Regression/0 - Introduction/2. What you should know.srt | 1.88 kB |
| Machine Learning with Python Logistic Regression/0 - Introduction/3. Using the exercise files.mp4 | 4.36 MB |
| Machine Learning with Python Logistic Regression/0 - Introduction/3. Using the exercise files.srt | 2.15 kB |
| Machine Learning with Python Logistic Regression/0 - Introduction/4. Using GitHub Codespaces with this course.mp4 | 21.57 MB |
| Machine Learning with Python Logistic Regression/0 - Introduction/4. Using GitHub Codespaces with this course.srt | 10.56 kB |
| Machine Learning with Python Logistic Regression/1 - Regression/1. What is regression.mp4 | 10.24 MB |
| Machine Learning with Python Logistic Regression/1 - Regression/1. What is regression.srt | 5.29 kB |
| Machine Learning with Python Logistic Regression/1 - Regression/2. The anatomy of a regression model.mp4 | 10.06 MB |
| Machine Learning with Python Logistic Regression/1 - Regression/2. The anatomy of a regression model.srt | 6.28 kB |
| Machine Learning with Python Logistic Regression/1 - Regression/3. Common types of regression.mp4 | 16.34 MB |
| Machine Learning with Python Logistic Regression/1 - Regression/3. Common types of regression.srt | 8.81 kB |
| Machine Learning with Python Logistic Regression/2 - Logistic Regression/1. What is logistic regression.mp4 | 12.54 MB |
| Machine Learning with Python Logistic Regression/2 - Logistic Regression/1. What is logistic regression.srt | 9.81 kB |
| Machine Learning with Python Logistic Regression/2 - Logistic Regression/2. Making predictions with logistic regression.mp4 | 10.78 MB |
| Machine Learning with Python Logistic Regression/2 - Logistic Regression/2. Making predictions with logistic regression.srt | 6.79 kB |
| Machine Learning with Python Logistic Regression/2 - Logistic Regression/3. Interpreting the coefficients of logistic regression.mp4 | 13.40 MB |
| Machine Learning with Python Logistic Regression/2 - Logistic Regression/3. Interpreting the coefficients of logistic regression.srt | 10.71 kB |
| Machine Learning with Python Logistic Regression/2 - Logistic Regression/4. Why and when to use logistic regression.mp4 | 6.16 MB |
| Machine Learning with Python Logistic Regression/2 - Logistic Regression/4. Why and when to use logistic regression.srt | 2.87 kB |
| Machine Learning with Python Logistic Regression/3 - Classifying Data with Logistic Regression/1. How to explore data for logistic regression in Python.mp4 | 36.13 MB |
| Machine Learning with Python Logistic Regression/3 - Classifying Data with Logistic Regression/1. How to explore data for logistic regression in Python.srt | 19.33 kB |
| Machine Learning with Python Logistic Regression/3 - Classifying Data with Logistic Regression/2. How to prepare data for logistic regression in Python.mp4 | 21.87 MB |
| Machine Learning with Python Logistic Regression/3 - Classifying Data with Logistic Regression/2. How to prepare data for logistic regression in Python.srt | 9.29 kB |
| Machine Learning with Python Logistic Regression/3 - Classifying Data with Logistic Regression/3. How to build a logistic regression model in Python.mp4 | 17.76 MB |
| Machine Learning with Python Logistic Regression/3 - Classifying Data with Logistic Regression/3. How to build a logistic regression model in Python.srt | 7.66 kB |
| Machine Learning with Python Logistic Regression/3 - Classifying Data with Logistic Regression/4. How to interpret a logistic regression model in Python.mp4 | 28.28 MB |
| Machine Learning with Python Logistic Regression/3 - Classifying Data with Logistic Regression/4. How to interpret a logistic regression model in Python.srt | 12.74 kB |
| Machine Learning with Python Logistic Regression/4 - Conclusion/1. Next steps.mp4 | 3.80 MB |
| Machine Learning with Python Logistic Regression/4 - Conclusion/1. Next steps.srt | 3.33 kB |
| Machine Learning with Python Logistic Regression/description.html | 1.34 kB |
| Machine Learning with Python Logistic Regression/Exercises_Link.txt | 123.00 B |
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