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Detalhes do Torrent Para "LinkedIn Learning | Advance Your Skills as a Machine Learning Specialist - 9 Courses"

LinkedIn Learning | Advance Your Skills as a Machine Learning Specialist - 9 Courses

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Nome:	LinkedIn Learning \| Advance Your Skills as a Machine Learning Specialist - 9 Courses
Description: Original course: https://www.linkedin.com/learning/paths/advance-your-skills-as-a-machine-learning-specialist [LinkedIn Learning] Advance Your Skills as a Machine Learning Specialist - Complete 9 Courses Updated 3 months ago Overview: Dive into designing and building machine learning algorithms. This learning path shows how machine learning algorithms work and how to design them yourself. There's a lot to learn in this rapidly growing and sought-after field, and these courses give you an extremely solid skill set. What You'll Learn: Explore how to design machine learning algorithms. Learn how recommendation systems work and how to build them. Practice designing machine solutions for applications. Learning Path Details: • 14h 49m of content • 9 items of learning content Courses Included in This Learning Path: ???? 1. Machine Learning with Python: Decision Trees Duration: 1h 14m Instructor: Frederick Nwanganga (Updated 4 months ago) Learn how to build decision trees in Python to measure impurity within a partition and improve outcomes on machine learning projects. ???? 2. Machine Learning with Python: k-Means Clustering Duration: 50m Instructor: Frederick Nwanganga (Updated 3 months ago) Learn the basics of k-means clustering, one of the most popular unsupervised machine learning approaches. ???? 3. Machine Learning with Python: Association Rules Duration: 1h 27m Instructor: Frederick Nwanganga (Updated 4 months ago) ???? 4. Machine Learning with Python: Logistic Regression Duration: 1h 19m Instructor: Frederick Nwanganga (Updated 3 months ago) ???? 5. Machine Learning and AI Foundations: Producing Explainable AI (XAI) and Interpretable Machine Learning Solutions Duration: 2h 9m Instructor: Keith McCormick (Feb 2022) Learn best practices for how to produce explainable AI and interpretable machine learning solutions. ???? 6. Machine Learning and AI Foundations: Decision Trees with KNIME Duration: 1h 59m Instructor: Keith McCormick (Jun 2022) Expand your data science skills and establish a strong foundation in codeless machine learning. ???? 7. Machine Learning and AI Foundations: Causal Inference and Modeling Duration: 2h 51m Instructor: Keith McCormick (Jul 2022) Learn about the modeling techniques and experimental designs that allow you to establish causal inference, and how to use them. ???? 8. Machine Learning and AI Foundations: Prediction, Causation, and Statistical Inference Duration: 2h 2m Instructor: Keith McCormick (Mar 2022) Gain insights to help improve your machine learning models and statistical analyses. ???? 9. Deep Learning: Model Optimization and Tuning Duration: 54m Instructor: Kumaran Ponnambalam (Feb 2022) Learn about various optimization and tuning options available for deep learning models and use them to improve models. Earn Your Certificate When you’re done, you’ll have earned a certificate of completion. You'll learn advanced machine learning concepts and skills with these experts: Your Instructors: - Frederick Nwanganga: Information Technology Professional and Teacher - Keith McCormick: Data Miner, Trainer, Speaker, Author - Kumaran Ponnambalam: Working with data for 20+ years
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Categoria:	Tutorials
Idioma:	English
Total Size:	2.12 GB
Informações Hash:	668D0E57BE129CBEB72FC3AA626D34B769B535B0
Adicionado por:	Prom3th3uS
Data adicionada:	2024-08-27 06:09:11
Torrent Status:	Torrent Verified

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Lista de arquivos:

Arquivo	Tamanho
$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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LinkedIn Learning | Advance Your Skills as a Machine Learning Specialist - 9 Courses