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[ CourseWikia.com ] Applied Machine Learning - Feature Engineering (2024)

[ CourseWikia.com ] Applied Machine Learning - Feature Engineering (2024)

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255 MB
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Description
[ CourseWikia.com ] Applied Machine Learning: Feature Engineering (2024)



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Released 4/2024

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Skill Level: Intermediate | Genre: eLearning | Language: English + srt | Duration: 1h 41m | Size: 255 MB



Machine learning is not magic. The quality of the predictions coming out of your model is a direct reflection of the data you feed it during training. This course with instructor Matt Harrison guides you through the nuances of feature engineering techniques for numeric data so you can take a dataset, tease out the signal, and throw out the noise in order to optimize your machine learning model. Matt teaches you techniques like imputation, binning, log transformations, and scaling for numeric data. He covers methods for other types of data, like as one hot encoding, mean targeting coding, principal component analysis, feature aggregation, and text processing techniques like TFIDF and embeddings. The tools you learn in this course will generalize to nearly any kind of machine learning algorithm/problem, so join Matt in this course to learn how you can extract the maximum value from your data using feature engineering.





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We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...



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File list
  • [ CourseWikia.com ] Applied Machine Learning - Feature Engineering (2024)
  • ~Get Your Files Here !/01 - Introduction/01 - Applied ML Feature engineering.mp4 4.2 MB
  • ~Get Your Files Here !/01 - Introduction/01 - Applied ML Feature engineering.srt 1.5 KB
  • ~Get Your Files Here !/01 - Introduction/02 - What you should know.mp4 5.3 MB
  • ~Get Your Files Here !/01 - Introduction/02 - What you should know.srt 2.1 KB
  • ~Get Your Files Here !/02 - 1. Basic Techniques/01 - Imputation.mp4 11.6 MB
  • ~Get Your Files Here !/02 - 1. Basic Techniques/01 - Imputation.srt 8.1 KB
  • ~Get Your Files Here !/02 - 1. Basic Techniques/02 - Filling in missing values.mp4 12.3 MB
  • ~Get Your Files Here !/02 - 1. Basic Techniques/02 - Filling in missing values.srt 9.4 KB
  • ~Get Your Files Here !/02 - 1. Basic Techniques/03 - Binning.mp4 13.9 MB
  • ~Get Your Files Here !/02 - 1. Basic Techniques/03 - Binning.srt 10.8 KB
  • ~Get Your Files Here !/02 - 1. Basic Techniques/04 - Log transform.mp4 13.6 MB
  • ~Get Your Files Here !/02 - 1. Basic Techniques/04 - Log transform.srt 10.9 KB
  • ~Get Your Files Here !/02 - 1. Basic Techniques/05 - Scaling.mp4 5.2 MB
  • ~Get Your Files Here !/02 - 1. Basic Techniques/05 - Scaling.srt 3.8 KB
  • ~Get Your Files Here !/02 - 1. Basic Techniques/06 - Challenge Basic techniques.mp4 2.9 MB
  • ~Get Your Files Here !/02 - 1. Basic Techniques/06 - Challenge Basic techniques.srt 2.6 KB
  • ~Get Your Files Here !/02 - 1. Basic Techniques/07 - Solution Basic techniques.mp4 11.5 MB
  • ~Get Your Files Here !/02 - 1. Basic Techniques/07 - Solution Basic techniques.srt 9.6 KB
  • ~Get Your Files Here !/03 - 2. Categorical Encoding/01 - One hot encoding.mp4 20.5 MB
  • ~Get Your Files Here !/03 - 2. Categorical Encoding/01 - One hot encoding.srt 12 KB
  • ~Get Your Files Here !/03 - 2. Categorical Encoding/02 - Hashing encoder.mp4 5.6 MB
  • ~Get Your Files Here !/03 - 2. Categorical Encoding/02 - Hashing encoder.srt 4.6 KB
  • ~Get Your Files Here !/03 - 2. Categorical Encoding/03 - Mean target encoding.mp4 7 MB
  • ~Get Your Files Here !/03 - 2. Categorical Encoding/03 - Mean target encoding.srt 3.9 KB
  • ~Get Your Files Here !/03 - 2. Categorical Encoding/04 - Challenge Categorical.mp4 775.5 KB
  • ~Get Your Files Here !/03 - 2. Categorical Encoding/04 - Challenge Categorical.srt 716 B
  • ~Get Your Files Here !/03 - 2. Categorical Encoding/05 - Solution Categorical.mp4 13.7 MB
  • ~Get Your Files Here !/03 - 2. Categorical Encoding/05 - Solution Categorical.srt 8.4 KB
  • ~Get Your Files Here !/04 - 3. Feature Extraction/01 - PCA.mp4 7 MB
  • ~Get Your Files Here !/04 - 3. Feature Extraction/01 - PCA.srt 4.4 KB
  • ~Get Your Files Here !/04 - 3. Feature Extraction/02 - Feature aggregation.mp4 5.7 MB
  • ~Get Your Files Here !/04 - 3. Feature Extraction/02 - Feature aggregation.srt 3.4 KB
  • ~Get Your Files Here !/04 - 3. Feature Extraction/03 - TFIDF.mp4 16.1 MB
  • ~Get Your Files Here !/04 - 3. Feature Extraction/03 - TFIDF.srt 7.7 KB
  • ~Get Your Files Here !/04 - 3. Feature Extraction/04 - Text embeddings.mp4 10.3 MB
  • ~Get Your Files Here !/04 - 3. Feature Extraction/04 - Text embeddings.srt 6.3 KB
  • ~Get Your Files Here !/04 - 3. Feature Extraction/05 - Challenge Feature extraction.mp4 499 KB
  • ~Get Your Files Here !/04 - 3. Feature Extraction/05 - Challenge Feature extraction.srt 389 B
  • ~Get Your Files Here !/04 - 3. Feature Extraction/06 - Solution Feature extraction.mp4 4.5 MB
  • ~Get Your Files Here !/04 - 3. Feature Extraction/06 - Solution Feature extraction.srt 3 KB
  • ~Get Your Files Here !/05 - 4. Temporal Features/01 - Extracting date components.mp4 2 MB
  • ~Get Your Files Here !/05 - 4. Temporal Features/01 - Extracting date components.srt 1.4 KB
  • ~Get Your Files Here !/05 - 4. Temporal Features/02 - Seasonality and trend decomposition.mp4 14.9 MB
  • ~Get Your Files Here !/05 - 4. Temporal Features/02 - Seasonality and trend decomposition.srt 10 KB
  • ~Get Your Files Here !/05 - 4. Temporal Features/03 - Challenge Temporal features.mp4 3.4 MB
  • ~Get Your Files Here !/05 - 4. Temporal Features/03 - Challenge Temporal features.srt 2.5 KB
  • ~Get Your Files Here !/05 - 4. Temporal Features/04 - Solution Temporal features.mp4 21.3 MB
  • ~Get Your Files Here !/05 - 4. Temporal Features/04 - Solution Temporal features.srt 12.3 KB
  • ~Get Your Files Here !/06 - 5. Feature Evaluation/01 - Importance and weights.mp4 19.9 MB
  • ~Get Your Files Here !/06 - 5. Feature Evaluation/01 - Importance and weights.srt 14.1 KB
  • ~Get Your Files Here !/06 - 5. Feature Evaluation/02 - Recursive feature elimination.mp4 6 MB
  • ~Get Your Files Here !/06 - 5. Feature Evaluation/02 - Recursive feature elimination.srt 3.8 KB
  • ~Get Your Files Here !/06 - 5. Feature Evaluation/03 - Adding a random column.mp4 3.3 MB
  • ~Get Your Files Here !/06 - 5. Feature Evaluation/03 - Adding a random column.srt 2.5 KB
  • ~Get Your Files Here !/06 - 5. Feature Evaluation/04 - Challenge Feature selection.mp4 602 KB
  • ~Get Your Files Here !/06 - 5. Feature Evaluation/04 - Challenge Feature selection.srt 482 B
  • ~Get Your Files Here !/06 - 5. Feature Evaluation/05 - Solution Feature selection.mp4 9.9 MB
  • ~Get Your Files Here !/06 - 5. Feature Evaluation/05 - Solution Feature selection.srt 4.6 KB
  • ~Get Your Files Here !/07 - Conclusion/01 - Next steps.mp4 1.2 MB
  • ~Get Your Files Here !/07 - Conclusion/01 - Next steps.srt 1010 B
  • ~Get Your Files Here !/Bonus Resources.txt 386 B

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