| 0 | 1. introduction/1. complete a.i. machine learning and data science zero to mastery.mp4 | mp4 | 53.38 MiB |
| 1 | 1. introduction/1. complete a.i. machine learning and data science zero to mastery.srt | srt | 7.24 KiB |
| 2 | 1. introduction/2. course outline.mp4 | mp4 | 47.51 MiB |
| 3 | 1. introduction/2. course outline.srt | srt | 10.23 KiB |
| 4 | 1. introduction/3. exercise meet your classmates and instructor.html | html | 4.47 KiB |
| 5 | 1. introduction/4. course resources.html | html | 5.33 KiB |
| 6 | 1. introduction/5. your first day.mp4 | mp4 | 18.83 MiB |
| 7 | 1. introduction/5. your first day.srt | srt | 6.04 KiB |
| 8 | 1. introduction/6. ztm plugin + understanding your video player.html | html | 7.04 KiB |
| 9 | 1. introduction/7. set your learning streak goal.html | html | 7.98 KiB |
| 10 | 1. introduction/8. asking questions + getting help.html | html | 10.06 KiB |
| 11 | 10. supervised learning classification + regression/1. milestone projects!.html | html | 153.90 KiB |
| 12 | 11. milestone project 1 supervised learning (classification)/1. section overview.mp4 | mp4 | 5.58 MiB |
| 13 | 11. milestone project 1 supervised learning (classification)/1. section overview.srt | srt | 3.44 KiB |
| 14 | 11. milestone project 1 supervised learning (classification)/10. finding patterns 3.mp4 | mp4 | 105.48 MiB |
| 15 | 11. milestone project 1 supervised learning (classification)/10. finding patterns 3.srt | srt | 21.45 KiB |
| 16 | 11. milestone project 1 supervised learning (classification)/11. preparing our data for machine learning.mp4 | mp4 | 46.56 MiB |
| 17 | 11. milestone project 1 supervised learning (classification)/11. preparing our data for machine learning.srt | srt | 14.28 KiB |
| 18 | 11. milestone project 1 supervised learning (classification)/12. choosing the right models.mp4 | mp4 | 64.88 MiB |
| 19 | 11. milestone project 1 supervised learning (classification)/12. choosing the right models.srt | srt | 16.76 KiB |
| 20 | 11. milestone project 1 supervised learning (classification)/13. experimenting with machine learning models.mp4 | mp4 | 36.01 MiB |
| 21 | 11. milestone project 1 supervised learning (classification)/13. experimenting with machine learning models.srt | srt | 10.16 KiB |
| 22 | 11. milestone project 1 supervised learning (classification)/14. tuningimproving our model.mp4 | mp4 | 68.28 MiB |
| 23 | 11. milestone project 1 supervised learning (classification)/14. tuningimproving our model.srt | srt | 19.23 KiB |
| 24 | 11. milestone project 1 supervised learning (classification)/15. tuning hyperparameters.mp4 | mp4 | 70.75 MiB |
| 25 | 11. milestone project 1 supervised learning (classification)/15. tuning hyperparameters.srt | srt | 18.08 KiB |
| 26 | 11. milestone project 1 supervised learning (classification)/16. tuning hyperparameters 2.mp4 | mp4 | 83.35 MiB |
| 27 | 11. milestone project 1 supervised learning (classification)/16. tuning hyperparameters 2.srt | srt | 19.14 KiB |
| 28 | 11. milestone project 1 supervised learning (classification)/17. tuning hyperparameters 3.mp4 | mp4 | 48.11 MiB |
| 29 | 11. milestone project 1 supervised learning (classification)/17. tuning hyperparameters 3.srt | srt | 10.12 KiB |
| 30 | 11. milestone project 1 supervised learning (classification)/18. quick note confusion matrix labels.html | html | 171.66 KiB |
| 31 | 11. milestone project 1 supervised learning (classification)/19. evaluating our model.mp4 | mp4 | 43.29 MiB |
| 32 | 11. milestone project 1 supervised learning (classification)/19. evaluating our model.srt | srt | 15.71 KiB |
| 33 | 11. milestone project 1 supervised learning (classification)/2. project overview.mp4 | mp4 | 19.70 MiB |
| 34 | 11. milestone project 1 supervised learning (classification)/2. project overview.srt | srt | 12.11 KiB |
| 35 | 11. milestone project 1 supervised learning (classification)/20. evaluating our model 2.mp4 | mp4 | 24.10 MiB |
| 36 | 11. milestone project 1 supervised learning (classification)/20. evaluating our model 2.srt | srt | 8.70 KiB |
| 37 | 11. milestone project 1 supervised learning (classification)/21. evaluating our model 3.mp4 | mp4 | 43.85 MiB |
| 38 | 11. milestone project 1 supervised learning (classification)/21. evaluating our model 3.srt | srt | 13.91 KiB |
| 39 | 11. milestone project 1 supervised learning (classification)/22. finding the most important features.mp4 | mp4 | 90.86 MiB |
| 40 | 11. milestone project 1 supervised learning (classification)/22. finding the most important features.srt | srt | 25.88 KiB |
| 41 | 11. milestone project 1 supervised learning (classification)/23. reviewing the project.mp4 | mp4 | 74.63 MiB |
| 42 | 11. milestone project 1 supervised learning (classification)/23. reviewing the project.srt | srt | 15.95 KiB |
| 43 | 11. milestone project 1 supervised learning (classification)/24. exercise imposter syndrome.mp4 | mp4 | 19.93 MiB |
| 44 | 11. milestone project 1 supervised learning (classification)/24. exercise imposter syndrome.srt | srt | 4.76 KiB |
| 45 | 11. milestone project 1 supervised learning (classification)/3. project environment setup.mp4 | mp4 | 65.72 MiB |
| 46 | 11. milestone project 1 supervised learning (classification)/3. project environment setup.srt | srt | 17.77 KiB |
| 47 | 11. milestone project 1 supervised learning (classification)/4. step 1~4 framework setup.mp4 | mp4 | 72.13 MiB |
| 48 | 11. milestone project 1 supervised learning (classification)/4. step 1~4 framework setup.srt | srt | 19.88 KiB |
| 49 | 11. milestone project 1 supervised learning (classification)/5. note code update for next video.html | html | 159.89 KiB |
| 50 | 11. milestone project 1 supervised learning (classification)/6. getting our tools ready.mp4 | mp4 | 53.83 MiB |
| 51 | 11. milestone project 1 supervised learning (classification)/6. getting our tools ready.srt | srt | 15.26 KiB |
| 52 | 11. milestone project 1 supervised learning (classification)/7. exploring our data.mp4 | mp4 | 47.88 MiB |
| 53 | 11. milestone project 1 supervised learning (classification)/7. exploring our data.srt | srt | 13.31 KiB |
| 54 | 11. milestone project 1 supervised learning (classification)/8. finding patterns.mp4 | mp4 | 38.74 MiB |
| 55 | 11. milestone project 1 supervised learning (classification)/8. finding patterns.srt | srt | 14.67 KiB |
| 56 | 11. milestone project 1 supervised learning (classification)/9. finding patterns 2.mp4 | mp4 | 68.72 MiB |
| 57 | 11. milestone project 1 supervised learning (classification)/9. finding patterns 2.srt | srt | 27.58 KiB |
| 58 | 12. milestone project 2 supervised learning (time series data)/1. section overview.mp4 | mp4 | 7.00 MiB |
| 59 | 12. milestone project 2 supervised learning (time series data)/1. section overview.srt | srt | 1.81 KiB |
| 60 | 12. milestone project 2 supervised learning (time series data)/10. filling missing numerical values.mp4 | mp4 | 77.90 MiB |
| 61 | 12. milestone project 2 supervised learning (time series data)/10. filling missing numerical values.srt | srt | 19.40 KiB |
| 62 | 12. milestone project 2 supervised learning (time series data)/11. filling missing categorical values.mp4 | mp4 | 49.82 MiB |
| 63 | 12. milestone project 2 supervised learning (time series data)/11. filling missing categorical values.srt | srt | 13.30 KiB |
| 64 | 12. milestone project 2 supervised learning (time series data)/12. fitting a machine learning model.mp4 | mp4 | 34.46 MiB |
| 65 | 12. milestone project 2 supervised learning (time series data)/12. fitting a machine learning model.srt | srt | 10.62 KiB |
| 66 | 12. milestone project 2 supervised learning (time series data)/13. splitting data.mp4 | mp4 | 62.08 MiB |
| 67 | 12. milestone project 2 supervised learning (time series data)/13. splitting data.srt | srt | 15.68 KiB |
| 68 | 12. milestone project 2 supervised learning (time series data)/14. challenge what's wrong with splitting data after filling it.html | html | 191.44 KiB |
| 69 | 12. milestone project 2 supervised learning (time series data)/15. custom evaluation function.mp4 | mp4 | 74.62 MiB |
| 70 | 12. milestone project 2 supervised learning (time series data)/15. custom evaluation function.srt | srt | 19.06 KiB |
| 71 | 12. milestone project 2 supervised learning (time series data)/16. reducing data.mp4 | mp4 | 66.74 MiB |
| 72 | 12. milestone project 2 supervised learning (time series data)/16. reducing data.srt | srt | 17.62 KiB |
| 73 | 12. milestone project 2 supervised learning (time series data)/17. randomizedsearchcv.mp4 | mp4 | 62.32 MiB |
| 74 | 12. milestone project 2 supervised learning (time series data)/17. randomizedsearchcv.srt | srt | 15.08 KiB |
| 75 | 12. milestone project 2 supervised learning (time series data)/18. improving hyperparameters.mp4 | mp4 | 56.94 MiB |
| 76 | 12. milestone project 2 supervised learning (time series data)/18. improving hyperparameters.srt | srt | 13.63 KiB |
| 77 | 12. milestone project 2 supervised learning (time series data)/19. preproccessing our data.mp4 | mp4 | 114.38 MiB |
| 78 | 12. milestone project 2 supervised learning (time series data)/19. preproccessing our data.srt | srt | 21.16 KiB |
| 79 | 12. milestone project 2 supervised learning (time series data)/2. project overview.mp4 | mp4 | 17.56 MiB |
| 80 | 12. milestone project 2 supervised learning (time series data)/2. project overview.srt | srt | 7.97 KiB |
| 81 | 12. milestone project 2 supervised learning (time series data)/20. making predictions.mp4 | mp4 | 54.32 MiB |
| 82 | 12. milestone project 2 supervised learning (time series data)/20. making predictions.srt | srt | 12.84 KiB |
| 83 | 12. milestone project 2 supervised learning (time series data)/21. feature importance.mp4 | mp4 | 115.27 MiB |
| 84 | 12. milestone project 2 supervised learning (time series data)/21. feature importance.srt | srt | 17.21 KiB |
| 85 | 12. milestone project 2 supervised learning (time series data)/3. downloading the data for the next two projects.html | html | 180.76 KiB |
| 86 | 12. milestone project 2 supervised learning (time series data)/4. project environment setup.mp4 | mp4 | 63.21 MiB |
| 87 | 12. milestone project 2 supervised learning (time series data)/4. project environment setup.srt | srt | 18.79 KiB |
| 88 | 12. milestone project 2 supervised learning (time series data)/5. step 1~4 framework setup.mp4 | mp4 | 58.59 MiB |
| 89 | 12. milestone project 2 supervised learning (time series data)/5. step 1~4 framework setup.srt | srt | 14.17 KiB |
| 90 | 12. milestone project 2 supervised learning (time series data)/6. exploring our data.mp4 | mp4 | 91.64 MiB |
| 91 | 12. milestone project 2 supervised learning (time series data)/6. exploring our data.srt | srt | 23.77 KiB |
| 92 | 12. milestone project 2 supervised learning (time series data)/7. exploring our data 2.mp4 | mp4 | 35.00 MiB |
| 93 | 12. milestone project 2 supervised learning (time series data)/7. exploring our data 2.srt | srt | 8.57 KiB |
| 94 | 12. milestone project 2 supervised learning (time series data)/8. feature engineering.mp4 | mp4 | 122.46 MiB |
| 95 | 12. milestone project 2 supervised learning (time series data)/8. feature engineering.srt | srt | 26.46 KiB |
| 96 | 12. milestone project 2 supervised learning (time series data)/9. turning data into numbers.mp4 | mp4 | 119.74 MiB |
| 97 | 12. milestone project 2 supervised learning (time series data)/9. turning data into numbers.srt | srt | 25.56 KiB |
| 98 | 13. data engineering/1. data engineering introduction.mp4 | mp4 | 7.71 MiB |
| 99 | 13. data engineering/1. data engineering introduction.srt | srt | 4.87 KiB |
