Filename | Size | Filetype |
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[FreeCourseLab com] Udemy - Machine Learning, Data Science and Deep Learning with Python | 7.4 GB | Folder |
| 1. Getting Started/1. Introduction.mp4 | 59.6 MB | Multimedia File |
| 1. Getting Started/1. Introduction.vtt | 4.2 KB | |
| 1. Getting Started/2. Udemy 101 Getting the Most From This Course.mp4 | 19.8 MB | Multimedia File |
| 1. Getting Started/2. Udemy 101 Getting the Most From This Course.vtt | 3.6 KB | |
| 1. Getting Started/3. [Activity] Getting What You Need.mp4 | 28.1 MB | Multimedia File |
| 1. Getting Started/3. [Activity] Getting What You Need.vtt | 4.2 KB | |
| 1. Getting Started/3.1 Course Facebook Group.html | 109 B | Web Page File |
| 1. Getting Started/3.2 Course materials and setup steps.html | 100 B | Web Page File |
| 1. Getting Started/4. [Activity] Installing Enthought Canopy.mp4 | 109 MB | Multimedia File |
| 1. Getting Started/4. [Activity] Installing Enthought Canopy.vtt | 12.4 KB | |
| 1. Getting Started/4.1 Enthought Canopy website.html | 86 B | Web Page File |
| 1. Getting Started/5. Python Basics, Part 1 [Optional].mp4 | 133.8 MB | Multimedia File |
| 1. Getting Started/5. Python Basics, Part 1 [Optional].vtt | 32.1 KB | |
| 1. Getting Started/6. [Activity] Python Basics, Part 2 [Optional].mp4 | 77.2 MB | Multimedia File |
| 1. Getting Started/6. [Activity] Python Basics, Part 2 [Optional].vtt | 18.9 KB | |
| 1. Getting Started/7. Running Python Scripts [Optional].mp4 | 44.7 MB | Multimedia File |
| 1. Getting Started/7. Running Python Scripts [Optional].vtt | 8.2 KB | |
| 1. Getting Started/8. Introducing the Pandas Library [Optional].mp4 | 127.9 MB | Multimedia File |
| 1. Getting Started/8. Introducing the Pandas Library [Optional].vtt | 15.7 KB | |
| 10. Deep Learning and Neural Networks/1. Deep Learning Pre-Requisites.mp4 | 67.9 MB | Multimedia File |
| 10. Deep Learning and Neural Networks/1. Deep Learning Pre-Requisites.vtt | 17.1 KB | |
| 10. Deep Learning and Neural Networks/10. Convolutional Neural Networks (CNN's).mp4 | 93.1 MB | Multimedia File |
| 10. Deep Learning and Neural Networks/10. Convolutional Neural Networks (CNN's).vtt | 17.6 KB | |
| 10. Deep Learning and Neural Networks/11. [Activity] Using CNN's for handwriting recognition.mp4 | 80.8 MB | Multimedia File |
| 10. Deep Learning and Neural Networks/11. [Activity] Using CNN's for handwriting recognition.vtt | 16.3 KB | |
| 10. Deep Learning and Neural Networks/12. Recurrent Neural Networks (RNN's).mp4 | 69.2 MB | Multimedia File |
| 10. Deep Learning and Neural Networks/12. Recurrent Neural Networks (RNN's).vtt | 16.3 KB | |
| 10. Deep Learning and Neural Networks/13. [Activity] Using a RNN for sentiment analysis.mp4 | 94.8 MB | Multimedia File |
| 10. Deep Learning and Neural Networks/13. [Activity] Using a RNN for sentiment analysis.vtt | 20.7 KB | |
| 10. Deep Learning and Neural Networks/14. The Ethics of Deep Learning.mp4 | 128.2 MB | Multimedia File |
| 10. Deep Learning and Neural Networks/14. The Ethics of Deep Learning.vtt | 17.5 KB | |
| 10. Deep Learning and Neural Networks/15. Learning More about Deep Learning.mp4 | 38.6 MB | Multimedia File |
| 10. Deep Learning and Neural Networks/15. Learning More about Deep Learning.vtt | 2.8 KB | |
| 10. Deep Learning and Neural Networks/2. The History of Artificial Neural Networks.mp4 | 80 MB | Multimedia File |
| 10. Deep Learning and Neural Networks/2. The History of Artificial Neural Networks.vtt | 16.8 KB | |
| 10. Deep Learning and Neural Networks/3. [Activity] Deep Learning in the Tensorflow Playground.mp4 | 141.6 MB | Multimedia File |
| 10. Deep Learning and Neural Networks/3. [Activity] Deep Learning in the Tensorflow Playground.vtt | 17.1 KB | |
| 10. Deep Learning and Neural Networks/4. Deep Learning Details.mp4 | 64.2 MB | Multimedia File |
| 10. Deep Learning and Neural Networks/4. Deep Learning Details.vtt | 14.8 KB | |
| 10. Deep Learning and Neural Networks/5. Introducing Tensorflow.mp4 | 96.4 MB | Multimedia File |
| 10. Deep Learning and Neural Networks/5. Introducing Tensorflow.vtt | 19.7 KB | |
| 10. Deep Learning and Neural Networks/6. [Activity] Using Tensorflow, Part 1.mp4 | 102.3 MB | Multimedia File |
| 10. Deep Learning and Neural Networks/6. [Activity] Using Tensorflow, Part 1.vtt | 19.3 KB | |
| 10. Deep Learning and Neural Networks/7. [Activity] Using Tensorflow, Part 2.mp4 | 133.6 MB | Multimedia File |
| 10. Deep Learning and Neural Networks/7. [Activity] Using Tensorflow, Part 2.vtt | 19.4 KB | |
| 10. Deep Learning and Neural Networks/8. [Activity] Introducing Keras.mp4 | 107.5 MB | Multimedia File |
| 10. Deep Learning and Neural Networks/8. [Activity] Introducing Keras.vtt | 28.6 KB | |
| 10. Deep Learning and Neural Networks/9. [Activity] Using Keras to Predict Political Affiliations.mp4 | 104.3 MB | Multimedia File |
| 10. Deep Learning and Neural Networks/9. [Activity] Using Keras to Predict Political Affiliations.vtt | 26.1 KB | |
| 11. Final Project/1. Your final project assignment.mp4 | 58.9 MB | Multimedia File |
| 11. Final Project/1. Your final project assignment.vtt | 10.1 KB | |
| 11. Final Project/2. Final project review.mp4 | 98.5 MB | Multimedia File |
| 11. Final Project/2. Final project review.vtt | 22.2 KB | |
| 12. You made it!/1. More to Explore.mp4 | 64.1 MB | Multimedia File |
| 12. You made it!/1. More to Explore.vtt | 6.6 KB | |
| 12. You made it!/2. Don't Forget to Leave a Rating!.html | 564 B | Web Page File |
| 12. You made it!/3. Bonus Lecture Discounts to continue your journey!.html | 7.4 KB | Web Page File |
| 2. Statistics and Probability Refresher, and Python Practise/1. Types of Data.mp4 | 77.3 MB | Multimedia File |
| 2. Statistics and Probability Refresher, and Python Practise/1. Types of Data.vtt | 14.7 KB | |
| 2. Statistics and Probability Refresher, and Python Practise/10. [Exercise] Conditional Probability.mp4 | 130.4 MB | Multimedia File |
| 2. Statistics and Probability Refresher, and Python Practise/10. [Exercise] Conditional Probability.vtt | 23.3 KB | |
| 2. Statistics and Probability Refresher, and Python Practise/11. Exercise Solution Conditional Probability of Purchase by Age.mp4 | 28.7 MB | Multimedia File |
| 2. Statistics and Probability Refresher, and Python Practise/11. Exercise Solution Conditional Probability of Purchase by Age.vtt | 4.5 KB | |
| 2. Statistics and Probability Refresher, and Python Practise/12. Bayes' Theorem.mp4 | 58.9 MB | Multimedia File |
| 2. Statistics and Probability Refresher, and Python Practise/12. Bayes' Theorem.vtt | 10.4 KB | |
| 2. Statistics and Probability Refresher, and Python Practise/2. Mean, Median, Mode.mp4 | 56.1 MB | Multimedia File |
| 2. Statistics and Probability Refresher, and Python Practise/2. Mean, Median, Mode.vtt | 11.7 KB | |
| 2. Statistics and Probability Refresher, and Python Practise/3. [Activity] Using mean, median, and mode in Python.mp4 | 92.7 MB | Multimedia File |
| 2. Statistics and Probability Refresher, and Python Practise/3. [Activity] Using mean, median, and mode in Python.vtt | 16.5 KB | |
| 2. Statistics and Probability Refresher, and Python Practise/4. [Activity] Variation and Standard Deviation.mp4 | 110.9 MB | Multimedia File |
| 2. Statistics and Probability Refresher, and Python Practise/4. [Activity] Variation and Standard Deviation.vtt | 23.3 KB | |
| 2. Statistics and Probability Refresher, and Python Practise/5. Probability Density Function; Probability Mass Function.mp4 | 30.1 MB | Multimedia File |
| 2. Statistics and Probability Refresher, and Python Practise/5. Probability Density Function; Probability Mass Function.vtt | 6.9 KB | |
| 2. Statistics and Probability Refresher, and Python Practise/6. Common Data Distributions.mp4 | 75.4 MB | Multimedia File |
| 2. Statistics and Probability Refresher, and Python Practise/6. Common Data Distributions.vtt | 14.6 KB | |
| 2. Statistics and Probability Refresher, and Python Practise/7. [Activity] Percentiles and Moments.mp4 | 114.1 MB | Multimedia File |
| 2. Statistics and Probability Refresher, and Python Practise/7. [Activity] Percentiles and Moments.vtt | 25.5 KB | |
| 2. Statistics and Probability Refresher, and Python Practise/8. [Activity] A Crash Course in matplotlib.mp4 | 129.4 MB | Multimedia File |
| 2. Statistics and Probability Refresher, and Python Practise/8. [Activity] A Crash Course in matplotlib.vtt | 25.8 KB | |
| 2. Statistics and Probability Refresher, and Python Practise/9. [Activity] Covariance and Correlation.mp4 | 116.7 MB | Multimedia File |
| 2. Statistics and Probability Refresher, and Python Practise/9. [Activity] Covariance and Correlation.vtt | 23.4 KB | |
| 3. Predictive Models/1. [Activity] Linear Regression.mp4 | 100.5 MB | Multimedia File |
| 3. Predictive Models/1. [Activity] Linear Regression.vtt | 23.1 KB | |
| 3. Predictive Models/2. [Activity] Polynomial Regression.mp4 | 66.8 MB | Multimedia File |
| 3. Predictive Models/2. [Activity] Polynomial Regression.vtt | 15.9 KB | |
| 3. Predictive Models/3. [Activity] Multivariate Regression, and Predicting Car Prices.mp4 | 123.8 MB | Multimedia File |
| 3. Predictive Models/3. [Activity] Multivariate Regression, and Predicting Car Prices.vtt | 22.6 KB | |
| 3. Predictive Models/4. Multi-Level Models.mp4 | 47.5 MB | Multimedia File |
| 3. Predictive Models/4. Multi-Level Models.vtt | 9.7 KB | |
| 4. Machine Learning with Python/1. Supervised vs. Unsupervised Learning, and TrainTest.mp4 | 98.6 MB | Multimedia File |
| 4. Machine Learning with Python/1. Supervised vs. Unsupervised Learning, and TrainTest.vtt | 18.9 KB | |
| 4. Machine Learning with Python/10. [Activity] Decision Trees Predicting Hiring Decisions.mp4 | 96 MB | Multimedia File |
| 4. Machine Learning with Python/10. [Activity] Decision Trees Predicting Hiring Decisions.vtt | 20.3 KB | |
| 4. Machine Learning with Python/11. Ensemble Learning.mp4 | 65.2 MB | Multimedia File |
| 4. Machine Learning with Python/11. Ensemble Learning.vtt | 13.1 KB | |
| 4. Machine Learning with Python/12. Support Vector Machines (SVM) Overview.mp4 | 44.7 MB | Multimedia File |
| 4. Machine Learning with Python/12. Support Vector Machines (SVM) Overview.vtt | 9 KB | |
| 4. Machine Learning with Python/13. [Activity] Using SVM to cluster people using scikit-learn.mp4 | 55 MB | Multimedia File |
| 4. Machine Learning with Python/13. [Activity] Using SVM to cluster people using scikit-learn.vtt | 10.8 KB | |
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