[ FreeCourseWeb.com ] Udemy - Authoring Machine Learning Models from Scratch

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[ FreeCourseWeb.com ] Udemy - Authoring Machine Learning Models from Scratch

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种子哈希：389e8c8ad6b097b767694cf6e62632ac7976a43f
文件大小：611.74M
已经下载：21次
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收录时间：2025-02-22
最近下载：2025-04-01

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文件列表

  • ~Get Your Files Here !/2. Data Preparation/1. Loading Data from a CSV File.mp4 29.5 MB
  • ~Get Your Files Here !/1. Introduction/5. What is an Algorithm in Programming.mp4 26.6 MB
  • ~Get Your Files Here !/3. Linear Algorithms/1. Algorithm Test Harness - Train-Test-Split.mp4 25.1 MB
  • ~Get Your Files Here !/1. Introduction/1. Introduction.mp4 24.2 MB
  • ~Get Your Files Here !/3. Linear Algorithms/7. Demo Multivariate Linear Regression Case Study.mp4 21.0 MB
  • ~Get Your Files Here !/3. Linear Algorithms/9. Logistic Regression Defined.mp4 20.4 MB
  • ~Get Your Files Here !/2. Data Preparation/15. Zero Rule Algorithm.mp4 19.8 MB
  • ~Get Your Files Here !/2. Data Preparation/9. Evaluation Metrics.mp4 19.4 MB
  • ~Get Your Files Here !/2. Data Preparation/13. Baseline Models.mp4 19.2 MB
  • ~Get Your Files Here !/2. Data Preparation/12. Regression Metrics.mp4 18.9 MB
  • ~Get Your Files Here !/2. Data Preparation/2. Scale Your Data Normalization.mp4 18.6 MB
  • ~Get Your Files Here !/2. Data Preparation/8. Choosing a Resampling Method.mp4 18.3 MB
  • ~Get Your Files Here !/3. Linear Algorithms/14. Demo The Perceptron Make Predictions.mp4 17.2 MB
  • ~Get Your Files Here !/2. Data Preparation/3. Scale Your Data Standardization.mp4 16.2 MB
  • ~Get Your Files Here !/3. Linear Algorithms/11. Demo Logistic Regression Estimating Coefficients.mp4 16.0 MB
  • ~Get Your Files Here !/4. Non-Linear Regression/11. Demo Naïve Bayes Summarize the Dataset.mp4 15.9 MB
  • ~Get Your Files Here !/3. Linear Algorithms/2. Algorithm Test Harness - K-Fold.mp4 15.5 MB
  • ~Get Your Files Here !/4. Non-Linear Regression/2. Demo CART Creating the Gini Index.mp4 14.6 MB
  • ~Get Your Files Here !/3. Linear Algorithms/4. Simple Linear Regression Case Study.mp4 13.5 MB
  • ~Get Your Files Here !/2. Data Preparation/5. Train-Test Split.mp4 13.3 MB
  • ~Get Your Files Here !/3. Linear Algorithms/8. Demo Linear Regression on Wine Quality Dataset.mp4 13.2 MB
  • ~Get Your Files Here !/2. Data Preparation/11. Confusion Matrix.mp4 13.1 MB
  • ~Get Your Files Here !/2. Data Preparation/4. Algorithm Evaluation Methods.mp4 13.0 MB
  • ~Get Your Files Here !/3. Linear Algorithms/6. Multivariate Linear Regression Case Study.mp4 13.0 MB
  • ~Get Your Files Here !/4. Non-Linear Regression/4. Demo CART Evaluating the Splits.mp4 13.0 MB
  • ~Get Your Files Here !/3. Linear Algorithms/5. Simple Linear Regression Case Study Part 2.mp4 11.9 MB
  • ~Get Your Files Here !/3. Linear Algorithms/12. Demo Logistic Regression Diabetes Dataset.mp4 11.7 MB
  • ~Get Your Files Here !/3. Linear Algorithms/15. Demo The Perceptron Training Weights.mp4 11.7 MB
  • ~Get Your Files Here !/3. Linear Algorithms/3. Simple Linear Regression.mp4 11.7 MB
  • ~Get Your Files Here !/2. Data Preparation/14. Random Prediction Algorithm.mp4 11.1 MB
  • ~Get Your Files Here !/3. Linear Algorithms/16. Demo The Perceptron Sonar Dataset.mp4 11.1 MB
  • ~Get Your Files Here !/1. Introduction/3. Course Outcomes.mp4 10.7 MB
  • ~Get Your Files Here !/4. Non-Linear Regression/6. Demo CART Recursive Splitting.mp4 10.0 MB
  • ~Get Your Files Here !/4. Non-Linear Regression/10. Demo Naïve Bayes Separate by Class.mp4 9.8 MB
  • ~Get Your Files Here !/4. Non-Linear Regression/7. Demo CART Assembling the Tree.mp4 9.2 MB
  • ~Get Your Files Here !/4. Non-Linear Regression/8. Demo CART CART to Banknote Dataset.mp4 9.1 MB
  • ~Get Your Files Here !/3. Linear Algorithms/10. Demo Logistic Regression Make Predictions.mp4 9.1 MB
  • ~Get Your Files Here !/3. Linear Algorithms/13. The Perceptron.mp4 9.0 MB
  • ~Get Your Files Here !/4. Non-Linear Regression/1. Classification and Regression Trees.mp4 8.9 MB
  • ~Get Your Files Here !/2. Data Preparation/10. Classification Accuracy.mp4 8.1 MB
  • ~Get Your Files Here !/4. Non-Linear Regression/12. Demo Naïve Bayes Summarize Data by Class.mp4 8.0 MB
  • ~Get Your Files Here !/2. Data Preparation/7. K-Fold Cross-Validation.mp4 7.3 MB
  • ~Get Your Files Here !/4. Non-Linear Regression/5. CART Building the Tree.mp4 6.2 MB
  • ~Get Your Files Here !/4. Non-Linear Regression/9. Naïve Bayes.mp4 6.2 MB
  • ~Get Your Files Here !/4. Non-Linear Regression/3. Demo CART Creating the Splits.mp4 5.7 MB
  • ~Get Your Files Here !/2. Data Preparation/6. K-Fold Cross-Validation Defined.mp4 2.8 MB
  • ~Get Your Files Here !/1. Introduction/2. What is this course... exactly.mp4 1.9 MB
  • ~Get Your Files Here !/1. Introduction/4. Course Structure.mp4 1.8 MB
  • ~Get Your Files Here !/3. Linear Algorithms/contrived-dataset.xlsx 37.5 kB
  • ~Get Your Files Here !/3. Linear Algorithms/Building Machine Learning Algorithms in Python - Simple Linear Regression.ipynb 9.1 kB
  • ~Get Your Files Here !/3. Linear Algorithms/Building Machine Learning Algorithms in Python - Algorithm Test Harness.ipynb 6.4 kB
  • ~Get Your Files Here !/2. Data Preparation/1. Loading Data from a CSV File-en_US.srt 6.3 kB
  • ~Get Your Files Here !/3. Linear Algorithms/1. Algorithm Test Harness - Train-Test-Split-en_US.srt 5.8 kB
  • ~Get Your Files Here !/3. Linear Algorithms/7. Demo Multivariate Linear Regression Case Study-en_US.srt 5.6 kB
  • ~Get Your Files Here !/2. Data Preparation/Building Machine Learning Algorithms in Python - Loading Data.ipynb 5.2 kB
  • ~Get Your Files Here !/2. Data Preparation/Building Machine Learning Algorithms in Python - Scaling Data with Standardization.ipynb 4.8 kB
  • ~Get Your Files Here !/2. Data Preparation/Building Machine Learning Algorithms in Python - Evaluation Metrics.ipynb 4.8 kB
  • ~Get Your Files Here !/2. Data Preparation/11. Confusion Matrix-en_US.srt 4.6 kB
  • ~Get Your Files Here !/2. Data Preparation/15. Zero Rule Algorithm-en_US.srt 4.5 kB
  • ~Get Your Files Here !/2. Data Preparation/Building Machine Learning Algorithms in Python - Scaling Data with Normalization.ipynb 4.5 kB
  • ~Get Your Files Here !/1. Introduction/5. What is an Algorithm in Programming-en_US.srt 4.2 kB
  • ~Get Your Files Here !/3. Linear Algorithms/9. Logistic Regression Defined-en_US.srt 4.1 kB
  • ~Get Your Files Here !/3. Linear Algorithms/4. Simple Linear Regression Case Study-en_US.srt 4.1 kB
  • ~Get Your Files Here !/4. Non-Linear Regression/11. Demo Naïve Bayes Summarize the Dataset-en_US.srt 4.0 kB
  • ~Get Your Files Here !/2. Data Preparation/5. Train-Test Split-en_US.srt 3.9 kB
  • ~Get Your Files Here !/2. Data Preparation/2. Scale Your Data Normalization-en_US.srt 3.8 kB
  • ~Get Your Files Here !/2. Data Preparation/3. Scale Your Data Standardization-en_US.srt 3.8 kB
  • ~Get Your Files Here !/4. Non-Linear Regression/2. Demo CART Creating the Gini Index-en_US.srt 3.7 kB
  • ~Get Your Files Here !/2. Data Preparation/12. Regression Metrics-en_US.srt 3.7 kB
  • ~Get Your Files Here !/3. Linear Algorithms/11. Demo Logistic Regression Estimating Coefficients-en_US.srt 3.5 kB
  • ~Get Your Files Here !/4. Non-Linear Regression/1. Classification and Regression Trees-en_US.srt 3.5 kB
  • ~Get Your Files Here !/3. Linear Algorithms/2. Algorithm Test Harness - K-Fold-en_US.srt 3.4 kB
  • ~Get Your Files Here !/3. Linear Algorithms/3. Simple Linear Regression-en_US.srt 3.3 kB
  • ~Get Your Files Here !/3. Linear Algorithms/5. Simple Linear Regression Case Study Part 2-en_US.srt 3.3 kB
  • ~Get Your Files Here !/4. Non-Linear Regression/5. CART Building the Tree-en_US.srt 3.2 kB
  • ~Get Your Files Here !/3. Linear Algorithms/14. Demo The Perceptron Make Predictions-en_US.srt 3.2 kB
  • ~Get Your Files Here !/4. Non-Linear Regression/10. Demo Naïve Bayes Separate by Class-en_US.srt 3.1 kB
  • ~Get Your Files Here !/3. Linear Algorithms/8. Demo Linear Regression on Wine Quality Dataset-en_US.srt 3.0 kB
  • ~Get Your Files Here !/2. Data Preparation/Building Machine Learning Algorithms in Python - Baseline Algorithms.ipynb 3.0 kB
  • ~Get Your Files Here !/3. Linear Algorithms/15. Demo The Perceptron Training Weights-en_US.srt 2.9 kB
  • ~Get Your Files Here !/4. Non-Linear Regression/4. Demo CART Evaluating the Splits-en_US.srt 2.8 kB
  • ~Get Your Files Here !/4. Non-Linear Regression/6. Demo CART Recursive Splitting-en_US.srt 2.8 kB
  • ~Get Your Files Here !/2. Data Preparation/6. K-Fold Cross-Validation Defined-en_US.srt 2.7 kB
  • ~Get Your Files Here !/3. Linear Algorithms/12. Demo Logistic Regression Diabetes Dataset-en_US.srt 2.7 kB
  • ~Get Your Files Here !/2. Data Preparation/7. K-Fold Cross-Validation-en_US.srt 2.6 kB
  • ~Get Your Files Here !/3. Linear Algorithms/16. Demo The Perceptron Sonar Dataset-en_US.srt 2.6 kB
  • ~Get Your Files Here !/2. Data Preparation/14. Random Prediction Algorithm-en_US.srt 2.5 kB
  • ~Get Your Files Here !/1. Introduction/1. Introduction-en_US.srt 2.5 kB
  • ~Get Your Files Here !/3. Linear Algorithms/6. Multivariate Linear Regression Case Study-en_US.srt 2.4 kB
  • ~Get Your Files Here !/4. Non-Linear Regression/8. Demo CART CART to Banknote Dataset-en_US.srt 2.4 kB
  • ~Get Your Files Here !/4. Non-Linear Regression/7. Demo CART Assembling the Tree-en_US.srt 2.3 kB
  • ~Get Your Files Here !/1. Introduction/3. Course Outcomes-en_US.srt 2.3 kB
  • ~Get Your Files Here !/3. Linear Algorithms/13. The Perceptron-en_US.srt 2.2 kB
  • ~Get Your Files Here !/3. Linear Algorithms/10. Demo Logistic Regression Make Predictions-en_US.srt 2.2 kB
  • ~Get Your Files Here !/2. Data Preparation/9. Evaluation Metrics-en_US.srt 2.1 kB
  • ~Get Your Files Here !/2. Data Preparation/10. Classification Accuracy-en_US.srt 2.1 kB
  • ~Get Your Files Here !/4. Non-Linear Regression/12. Demo Naïve Bayes Summarize Data by Class-en_US.srt 2.1 kB
  • ~Get Your Files Here !/2. Data Preparation/8. Choosing a Resampling Method-en_US.srt 1.9 kB
  • ~Get Your Files Here !/1. Introduction/4. Course Structure-en_US.srt 1.9 kB
  • ~Get Your Files Here !/1. Introduction/2. What is this course... exactly-en_US.srt 1.8 kB
  • ~Get Your Files Here !/4. Non-Linear Regression/3. Demo CART Creating the Splits-en_US.srt 1.8 kB
  • ~Get Your Files Here !/4. Non-Linear Regression/9. Naïve Bayes-en_US.srt 1.8 kB
  • ~Get Your Files Here !/2. Data Preparation/13. Baseline Models-en_US.srt 1.8 kB
  • ~Get Your Files Here !/2. Data Preparation/4. Algorithm Evaluation Methods-en_US.srt 1.5 kB
  • ~Get Your Files Here !/3. Linear Algorithms/insurance.csv 495 Bytes
  • ~Get Your Files Here !/Bonus Resources.txt 357 Bytes
  • Get Bonus Downloads Here.url 183 Bytes

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