2
3

Delete article

Deleted articles cannot be recovered.

Draft of this article would be also deleted.

Are you sure you want to delete this article?

More than 1 year has passed since last update.

MLS(AWS Certified Machine Learning – Specialty)取得のために利用したリンク集

Last updated at Posted at 2022-06-15

MLS参考資料
https://tech.nri-net.com/entry/aws_certified_machine_learning_specialty
https://qiita.com/go_sougen/items/6a813eac0b2208e43bfb
https://iron-breaker.hatenablog.com/entry/2020/01/25/082845
https://www.blog.danishi.net/2021/05/30/post-5030/
https://www.blog.danishi.net/2021/05/25/post-5001/
https://future-architect.github.io/articles/20200729/
https://aws.amazon.com/jp/certification/certified-machine-learning-specialty/
https://d1.awsstatic.com/ja_JP/training-and-certification/docs-ml/AWS-Certified-Machine-Learning-Specialty_Exam-Guide.pdf

dev io
https://dev.classmethod.jp/articles/yoshim-sagemaker-rcf/
https://dev.classmethod.jp/articles/getting-started-amazon-sagemaker-built-in-algorithms-object2vec/
https://dev.classmethod.jp/articles/yoshim_2017ad_tfidf_1-2/
https://dev.classmethod.jp/articles/re-introduction-iot-2021-amazon-kinesis-video-streams/
https://dev.classmethod.jp/articles/amazon-sagemaker-arch/
https://dev.classmethod.jp/articles/add-japanese-analyzing-on-comprehend/
https://dev.classmethod.jp/articles/amazon-sagemaker-multi-model-endpoints-introduction/
https://dev.classmethod.jp/articles/amazon-fraud-detector-ga/

blackbelt
https://pages.awscloud.com/rs/112-TZM-766/images/A2-08.pdf
https://d1.awsstatic.com/webinars/jp/pdf/services/20190206_AWS_BlackBelt_SageMaker_part1.pdf
https://d1.awsstatic.com/webinars/jp/pdf/services/20190213_AWS_BlackBelt_SageMaker_part2.pdf
https://d1.awsstatic.com/webinars/jp/pdf/services/20190924_AmazonAIService_AWSBlackBelt.pdf
https://d1.awsstatic.com/webinars/jp/pdf/services/20200602_BlackBelt_AWS_AI_Language_Services.pdf
https://pages.awscloud.com/rs/112-TZM-766/images/AWS%E3%81%AE%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E3%82%B5%E3%83%BC%E3%83%92%E3%82%99%E3%82%B9%E3%81%A8Amazon%20SageMaker%20%E3%81%AE%E5%9F%BA%E7%A4%8E.pdf

公式問題
https://d1.awsstatic.com/ja_JP/training-and-certification/docs-ml/AWS-Certified-Machine-Learning-Specialty_Sample-Questions.pdf
https://pages.awscloud.com/rs/112-TZM-766/images/Certification_Specialty_ML.pdf
https://explore.skillbuilder.aws/learn/signin
https://amazonmr.au1.qualtrics.com/jfe/form/SV_d6kpXQYGeHynYm9
https://amazonwebservices.benchprep.com/app/aws-certification-official-practice-question-sets-japanese

公式参考資料
https://docs.aws.amazon.com/ja_jp/machine-learning/latest/dg/splitting-types.html
https://docs.aws.amazon.com/ja_jp/machine-learning/latest/dg/types-of-ml-models.html
https://docs.aws.amazon.com/ja_jp/machine-learning/latest/dg/data-transformations-reference.html
https://aws.amazon.com/jp/blogs/news/amazon-sagemaker-automatic-model-tuning-now-supports-random-search-and-hyperparameter-scaling/
https://aws.amazon.com/jp/blogs/machine-learning/optimizing-costs-for-machine-learning-with-amazon-sagemaker/
https://docs.aws.amazon.com/ja_jp/machine-learning/latest/dg/amazon-machine-learning-key-concepts.html#evaluations
https://aws.amazon.com/jp/sagemaker/faqs/?ml=sec&sec=prep
https://docs.aws.amazon.com/ja_jp/sagemaker/latest/dg/xgboost_hyperparameters.html
https://docs.aws.amazon.com/ja_jp/sagemaker/latest/dg/automatic-model-tuning-considerations.html#automatic-model-tuning-log-scales
https://docs.aws.amazon.com/ja_jp/sagemaker/latest/dg/IC-HowItWorks.html
https://docs.aws.amazon.com/ja_jp/sagemaker/latest/dg/object-detection.html
https://docs.aws.amazon.com/ja_jp/sagemaker/latest/dg/automatic-model-tuning-considerations.html
https://docs.aws.amazon.com/ja_jp/sagemaker/latest/dg/lda.html
https://aws.amazon.com/jp/blogs/news/object-detection-and-model-retraining-with-amazon-sagemaker-and-amazon-augmented-ai/
https://docs.aws.amazon.com/ja_jp/machine-learning/latest/dg/data-transformations-reference.html#normalization-transformation
https://docs.aws.amazon.com/ja_jp/transcribe/latest/dg/what-is.html
https://aws.amazon.com/jp/blogs/news/a-b-testing-ml-models-in-production-using-amazon-sagemaker/
https://aws.amazon.com/jp/sagemaker/data-labeling/pricing/
https://aws.amazon.com/jp/personalize/
https://docs.aws.amazon.com/ja_jp/machine-learning/latest/dg/binary-classification.html
https://aws.amazon.com/jp/codeguru/
https://docs.aws.amazon.com/ja_jp/machine-learning/latest/dg/model-fit-underfitting-vs-overfitting.html
https://docs.aws.amazon.com/ja_jp/sagemaker/latest/dg/sms-reusing-data.html
https://docs.aws.amazon.com/ja_jp/sagemaker/latest/dg/sms-verification-data.html

その他参考資料
https://www.youtube.com/watch?v=aDKplnbBziM
https://aiacademy.jp/media/?p=248
https://qiita.com/FukuharaYohei/items/be89a99c53586fa4e2e4
https://toeming.hatenablog.com/entry/2021/05/08/sas_binning_iroiro
https://jp.mathworks.com/solutions/image-video-processing/semantic-segmentation.html#:~:text=%E3%82%BB%E3%83%9E%E3%83%B3%E3%83%86%E3%82%A3%E3%83%83%E3%82%AF%20%E3%82%BB%E3%82%B0%E3%83%A1%E3%83%B3%E3%83%86%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%20(Semantic%20Segmentation)%20%E3%81%AF,%E3%81%9F%E3%82%81%E3%81%AB%E4%BD%BF%E7%94%A8%E3%81%95%E3%82%8C%E3%81%BE%E3%81%99%E3%80%82
https://qiita.com/kenta1984/items/b08d5caeed6ed9c8abf1
https://qiita.com/oirom/items/22ccb7c0139dce925f43
https://helve-blog.com/posts/math/locally-linear-embedding/
https://qiita.com/g-k/items/120f1cf85ff2ceae4aba
https://blog.brainpad.co.jp/entry/2017/02/03/153000
https://aizine.ai/logistic-regression0810/#toc2
https://qiita.com/harusamet/items/4ff6121e7683d7af7621
https://hodai.globis.co.jp/courses/5cebfa15
https://aismiley.co.jp/ai_news/clustering/#:~:text=%E3%81%82%E3%81%8F%E3%81%BE%E3%81%A7%E3%82%82%E3%83%87%E3%83%BC%E3%82%BF%E3%82%92%E3%82%82%E3%81%A8,%E3%81%B0%E5%88%86%E3%81%8B%E3%82%8A%E3%82%84%E3%81%99%E3%81%84%E3%81%A7%E3%81%97%E3%82%87%E3%81%86%E3%80%82
https://www.weblio.jp/content/Amazon+Mechanical+Turk
https://qiita.com/s_katagiri/items/d630685dd2fe2627ecd3
https://bellcurve.jp/statistics/glossary/5495.html#:~:text=scatter%20plot%20matrix,%E3%81%AB%E6%8D%89%E3%81%88%E3%82%8B%E3%81%93%E3%81%A8%E3%81%8C%E3%81%A7%E3%81%8D%E3%82%8B%E3%80%82
https://qiita.com/tomiyou/items/e1842775e7aaee04ada3
https://aiacademy.jp/media/?p=3270
https://blog.apar.jp/deep-learning/11979/
https://atmarkit.itmedia.co.jp/ait/articles/2110/07/news027.html
https://qiita.com/akatsuki174/items/9f273ecfd29245a9f39d#%E3%83%88%E3%83%BC%E3%82%AF%E3%83%B3%E5%8C%96
https://atmarkit.itmedia.co.jp/ait/articles/2003/26/news012.html
https://atmarkit.itmedia.co.jp/ait/articles/2003/19/news015.html
https://monoist.itmedia.co.jp/mn/articles/2004/07/news017.html
https://atmarkit.itmedia.co.jp/ad/crm/contents/crm05.html
https://www2.deloitte.com/jp/ja/pages/deloitte-analytics/articles/statistical-anomaly-detection2.html
https://www.albert2005.co.jp/knowledge/statistics_analysis/multivariate_analysis/multivariate_method
https://avinton.com/academy/naive-bayes/
https://www.imagazine.co.jp/%E5%86%8D%E5%B8%B0%E5%9E%8B%E3%83%8B%E3%83%A5%E3%83%BC%E3%83%A9%E3%83%AB%E3%83%8D%E3%83%83%E3%83%88%E3%83%AF%E3%83%BC%E3%82%AF%E3%81%AE%E3%80%8C%E5%9F%BA%E7%A4%8E%E3%81%AE%E5%9F%BA%E7%A4%8E%E3%80%8D/
https://aizine.ai/perceptron-0428/
https://toukei-lab.com/over-fitting
https://xtrend.nikkei.com/atcl/contents/18/00076/00009/
https://www.codexa.net/what-is-ensemble-learning/
https://www.ossnews.jp/compare/Pandas/Apache_Spark
https://atmarkit.itmedia.co.jp/ait/articles/2004/08/news016.html

koiwa
https://aws.koiwaclub.com/exam/mls/16-mls01/
https://aws.koiwaclub.com/exam/mls/17-mls02/
https://aws.koiwaclub.com/exam/mls/17-mls03/
https://aws.koiwaclub.com/exam/mls/17-mls04/
https://aws.koiwaclub.com/exam/mls/17-mls05/
https://aws.koiwaclub.com/exam/mls/17-mls06/
https://aws.koiwaclub.com/exam/mls/25-mls07/
https://aws.koiwaclub.com/exam/mls/25-mls08/
https://aws.koiwaclub.com/exam/mls/25-mls09/
https://aws.koiwaclub.com/exam/mls/25-mls10/
https://aws.koiwaclub.com/exam/mls/25-mls11/
https://aws.koiwaclub.com/exam/mls/25-mls12/
https://aws.koiwaclub.com/exam/mls/25-mls13/
https://aws.koiwaclub.com/exam/mls/01-mls14/
https://aws.koiwaclub.com/exam/mls/01-mls15/
https://aws.koiwaclub.com/exam/mls/01-mls16/
https://aws.koiwaclub.com/exam/mls/08-mls17/
https://aws.koiwaclub.com/exam/mls/08-mls18/
https://aws.koiwaclub.com/exam/mls/13-mls19/
https://aws.koiwaclub.com/exam/mls/13-mls20/
https://aws.koiwaclub.com/exam/mls/13-mls21/

2
3
0

Register as a new user and use Qiita more conveniently

  1. You get articles that match your needs
  2. You can efficiently read back useful information
  3. You can use dark theme
What you can do with signing up
2
3

Delete article

Deleted articles cannot be recovered.

Draft of this article would be also deleted.

Are you sure you want to delete this article?