| Bonus Resources.txt | 102.4 B | ||
| Get Bonus Downloads Here.url | 204.8 B | ||
| ~Get Your Files Here ! | |||
| 1 - Bayesian Optimization | |||
| 1 - Sequential Search.en_US.srt | 7.8 KB | ||
| 1 - Sequential Search.ko_KR.srt | 6.9 KB | ||
| 1 - Sequential Search.mp4 | 31.9 MB | ||
| 1 - Sequential Search.pt_BR.srt | 7.5 KB | ||
| 1 - Sequential Search.th_TH.srt | 16 KB | ||
| 1 - Sequential Search.tr_TR.srt | 7.4 KB | ||
| 1 - Sequential Search.vi_VN.srt | 8.9 KB | ||
| 10 - Gaussian Process.en_US.srt | 17.4 KB | ||
| 10 - Gaussian Process.ko_KR.srt | 14.2 KB | ||
| 10 - Gaussian Process.mp4 | 58.7 MB | ||
| 10 - Gaussian Process.pt_BR.srt | 15.5 KB | ||
| 10 - Gaussian Process.th_TH.srt | 31.7 KB | ||
| 10 - Gaussian Process.tr_TR.srt | 15.3 KB | ||
| 10 - Gaussian Process.vi_VN.srt | 19 KB | ||
| 11 - Kernels.en_US.srt | 8.5 KB | ||
| 11 - Kernels.ko_KR.srt | 7.2 KB | ||
| 11 - Kernels.mp4 | 19.5 MB | ||
| 11 - Kernels.pt_BR.srt | 7.6 KB | ||
| 11 - Kernels.th_TH.srt | 15.8 KB | ||
| 11 - Kernels.tr_TR.srt | 7.7 KB | ||
| 11 - Kernels.vi_VN.srt | 9.2 KB | ||
| 12 - Acquisition Functions.en_US.srt | 17.9 KB | ||
| 12 - Acquisition Functions.ko_KR.srt | 13.9 KB | ||
| 12 - Acquisition Functions.mp4 | 107.9 MB | ||
| 12 - Acquisition Functions.pt_BR.srt | 15.6 KB | ||
| 12 - Acquisition Functions.th_TH.srt | 32 KB | ||
| 12 - Acquisition Functions.tr_TR.srt | 15.8 KB | ||
| 12 - Acquisition Functions.vi_VN.srt | 19.3 KB | ||
| 13 - Additional Reading Resources.html | 6.7 KB | ||
| 2 - Course materials.html | 5.9 KB | ||
| 2 - TPE & SMAC | |||
| 14 - Additional SMBO Algorithms.en_US.srt | 5.7 KB | ||
| 14 - Additional SMBO Algorithms.ko_KR.srt | 4.9 KB | ||
| 14 - Additional SMBO Algorithms.mp4 | 12 MB | ||
| 14 - Additional SMBO Algorithms.pt_BR.srt | 5.1 KB | ||
| 14 - Additional SMBO Algorithms.th_TH.srt | 10.3 KB | ||
| 14 - Additional SMBO Algorithms.tr_TR.srt | 5.3 KB | ||
| 14 - Additional SMBO Algorithms.vi_VN.srt | 6.2 KB | ||
| 15 - SMAC.en_US.srt | 6.5 KB | ||
| 15 - SMAC.mp4 | 42 MB | ||
| 16 - Tree-structured Parzen Estimators - TPE.en_US.srt | 4.9 KB | ||
| 16 - Tree-structured Parzen Estimators - TPE.ko_KR.srt | 4.2 KB | ||
| 16 - Tree-structured Parzen Estimators - TPE.mp4 | 12.6 MB | ||
| 16 - Tree-structured Parzen Estimators - TPE.pt_BR.srt | 4.2 KB | ||
| 16 - Tree-structured Parzen Estimators - TPE.th_TH.srt | 8.9 KB | ||
| 16 - Tree-structured Parzen Estimators - TPE.tr_TR.srt | 4.3 KB | ||
| 16 - Tree-structured Parzen Estimators - TPE.vi_VN.srt | 5.3 KB | ||
| 17 - TPE Procedure.en_US.srt | 10.2 KB | ||
| 17 - TPE Procedure.ko_KR.srt | 8.6 KB | ||
| 17 - TPE Procedure.mp4 | 26.8 MB | ||
| 17 - TPE Procedure.pt_BR.srt | 9 KB | ||
| 17 - TPE Procedure.th_TH.srt | 18.9 KB | ||
| 17 - TPE Procedure.tr_TR.srt | 9.2 KB | ||
| 17 - TPE Procedure.vi_VN.srt | 11.2 KB | ||
| 18 - TPE hyperparameters.en_US.srt | 3 KB | ||
| 18 - TPE hyperparameters.mp4 | 20.5 MB | ||
| 19 - Bayesian Optimization vs Random Search.en_US.srt | 16.8 KB | ||
| 19 - Bayesian Optimization vs Random Search.ko_KR.srt | 15 KB | ||
| 19 - Bayesian Optimization vs Random Search.mp4 | 58.6 MB | ||
| 19 - Bayesian Optimization vs Random Search.pt_BR.srt | 15.7 KB | ||
| 19 - Bayesian Optimization vs Random Search.th_TH.srt | 31.5 KB | ||
| 19 - Bayesian Optimization vs Random Search.tr_TR.srt | 15.7 KB | ||
| 19 - Bayesian Optimization vs Random Search.vi_VN.srt | 18.6 KB | ||
| 20 - Additional reading resources.html | 6.2 KB | ||
| 3 - Final bonus section | |||
| 21 - Congrats and time to celebrate!.html | 6 KB | ||
| 22 - Bonus lecture.html | 6.1 KB | ||
| 3 - Bayesian Optimization.en_US.srt | 6.7 KB | ||
| 3 - Bayesian Optimization.ko_KR.srt | 5.8 KB | ||
| 3 - Bayesian Optimization.mp4 | 35.5 MB | ||
| 3 - Bayesian Optimization.pt_BR.srt | 6.2 KB | ||
| 3 - Bayesian Optimization.th_TH.srt | 13 KB | ||
| 3 - Bayesian Optimization.tr_TR.srt | 6 KB | ||
| 3 - Bayesian Optimization.vi_VN.srt | 7.1 KB | ||
| 4 - Bayesian Inference - Introduction.en_US.srt | 10.1 KB | ||
| 4 - Bayesian Inference - Introduction.ko_KR.srt | 8.3 KB | ||
| 4 - Bayesian Inference - Introduction.mp4 | 44 MB | ||
| 4 - Bayesian Inference - Introduction.pt_BR.srt | 9.2 KB | ||
| 4 - Bayesian Inference - Introduction.th_TH.srt | 18.5 KB | ||
| 4 - Bayesian Inference - Introduction.tr_TR.srt | 8.9 KB | ||
| 4 - Bayesian Inference - Introduction.vi_VN.srt | 11 KB | ||
| 5 - Joint and Conditional Probabilities.en_US.srt | 10.3 KB | ||
| 5 - Joint and Conditional Probabilities.ko_KR.srt | 8.2 KB | ||
| 5 - Joint and Conditional Probabilities.mp4 | 30.5 MB | ||
| 5 - Joint and Conditional Probabilities.pt_BR.srt | 9.2 KB | ||
| 5 - Joint and Conditional Probabilities.th_TH.srt | 20.4 KB | ||
| 5 - Joint and Conditional Probabilities.tr_TR.srt | 9.1 KB | ||
| 5 - Joint and Conditional Probabilities.vi_VN.srt | 10.8 KB | ||
| 6 - Bayes Rule.en_US.srt | 15.7 KB | ||
| 6 - Bayes Rule.ko_KR.srt | 12.6 KB | ||
| 6 - Bayes Rule.mp4 | 57.4 MB | ||
| 6 - Bayes Rule.pt_BR.srt | 14.3 KB | ||
| 6 - Bayes Rule.th_TH.srt | 28.9 KB | ||
| 6 - Bayes Rule.tr_TR.srt | 14.3 KB | ||
| 6 - Bayes Rule.vi_VN.srt | 16.5 KB | ||
| 7 - Sequential Model-Based Optimization.en_US.srt | 21.4 KB | ||
| 7 - Sequential Model-Based Optimization.ko_KR.srt | 18.8 KB | ||
| 7 - Sequential Model-Based Optimization.mp4 | 113.1 MB | ||
| 7 - Sequential Model-Based Optimization.pt_BR.srt | 19.7 KB | ||
| 7 - Sequential Model-Based Optimization.th_TH.srt | 39.9 KB | ||
| 7 - Sequential Model-Based Optimization.tr_TR.srt | 20.1 KB | ||
| 7 - Sequential Model-Based Optimization.vi_VN.srt | 24.3 KB | ||
| 8 - Gaussian Distribution.en_US.srt | 9.7 KB | ||
| 8 - Gaussian Distribution.ko_KR.srt | 7.6 KB | ||
| 8 - Gaussian Distribution.mp4 | 22.5 MB | ||
| 8 - Gaussian Distribution.pt_BR.srt | 8.6 KB | ||
| 8 - Gaussian Distribution.th_TH.srt | 16.8 KB | ||
| 8 - Gaussian Distribution.tr_TR.srt | 8.4 KB | ||
| 8 - Gaussian Distribution.vi_VN.srt | 10.1 KB | ||
| 9 - Multivariate Gaussian Distribution.en_US.srt | 21.7 KB | ||
| 9 - Multivariate Gaussian Distribution.ko_KR.srt | 16.5 KB | ||
| 9 - Multivariate Gaussian Distribution.mp4 | 115.7 MB | ||
| 9 - Multivariate Gaussian Distribution.pt_BR.srt | 18.7 KB | ||
| 9 - Multivariate Gaussian Distribution.th_TH.srt | 38.4 KB | ||
| 9 - Multivariate Gaussian Distribution.tr_TR.srt | 18.6 KB | ||
| 9 - Multivariate Gaussian Distribution.vi_VN.srt | 22.5 KB |
Master Hyperparameter Tuning: Bayesian Optimization & TPE
https://WebToolTip.com
Published 9/2026
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz, 2 Ch
Language: English + subtitle | Duration: 2h 32m | Size: 810.48 MB
Understand how Gaussian processes, acquisition functions and TPE find better model configurations with fewer trials.
What you'll learn
Understand how Bayesian Optimization finds promising hyperparameter configurations
Explain how TPE identifies promising regions of the hyperparameter space
Describe how Gaussian processes model expected performance and uncertainty
Analyze how acquisition functions balance exploration and exploitation
Compare Gaussian process, TPE, and random forest–based optimization
Requirements
Basic understanding of machine learning and common predictive models
Familiarity with hyperparameters and the purpose of model tuning
A general awareness of Grid Search and Random Search is helpful, but not required
Familiarity with machine learning model evaluation metrics
| torrent name | size | uploader | age | seed | leech |
|---|---|---|---|---|---|
| 1.2 GB | freecoursewb | 3 days | 1 | 38 | |
| 1.9 GB | freecoursewb | 3 days | 20 | 17 | |
| 424.9 MB | freecoursewb | 3 days | 21 | 5 | |
| 9.4 GB | JackieALF | 1 week | 0 | 0 | |
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Udemy - Databricks RAG Master Course - Build Production AI Pipelines Posted by
freecoursewb in Other
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862.4 MB | freecoursewb | 1 month | 11 | 1 |
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