Deprecated: Return type of Ai1wm_Recursive_Directory_Iterator::hasChildren($allow_links = true) should either be compatible with RecursiveDirectoryIterator::hasChildren(bool $allowLinks = false): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice in /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/iterator/class-ai1wm-recursive-directory-iterator.php on line 57

Deprecated: Return type of Ai1wm_Recursive_Directory_Iterator::rewind() should either be compatible with FilesystemIterator::rewind(): void, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice in /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/iterator/class-ai1wm-recursive-directory-iterator.php on line 35

Deprecated: Return type of Ai1wm_Recursive_Directory_Iterator::next() should either be compatible with DirectoryIterator::next(): void, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice in /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/iterator/class-ai1wm-recursive-directory-iterator.php on line 42

Deprecated: Return type of Ai1wm_Recursive_Directory_Iterator::hasChildren($allow_links = true) should either be compatible with RecursiveDirectoryIterator::hasChildren(bool $allowLinks = false): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice in /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/iterator/class-ai1wm-recursive-directory-iterator.php on line 57

Deprecated: Return type of Ai1wm_Recursive_Directory_Iterator::rewind() should either be compatible with FilesystemIterator::rewind(): void, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice in /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/iterator/class-ai1wm-recursive-directory-iterator.php on line 35

Deprecated: Return type of Ai1wm_Recursive_Directory_Iterator::next() should either be compatible with DirectoryIterator::next(): void, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice in /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/iterator/class-ai1wm-recursive-directory-iterator.php on line 42

Deprecated: Return type of Ai1wm_Recursive_Extension_Filter::getChildren() should either be compatible with RecursiveFilterIterator::getChildren(): ?RecursiveFilterIterator, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice in /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/filter/class-ai1wm-recursive-extension-filter.php on line 47

Deprecated: Return type of Ai1wm_Recursive_Extension_Filter::accept() should either be compatible with FilterIterator::accept(): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice in /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/filter/class-ai1wm-recursive-extension-filter.php on line 37

Deprecated: Return type of Ai1wm_Recursive_Extension_Filter::getChildren() should either be compatible with RecursiveFilterIterator::getChildren(): ?RecursiveFilterIterator, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice in /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/filter/class-ai1wm-recursive-extension-filter.php on line 47

Deprecated: Return type of Ai1wm_Recursive_Extension_Filter::accept() should either be compatible with FilterIterator::accept(): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice in /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/filter/class-ai1wm-recursive-extension-filter.php on line 37

Deprecated: Return type of Ai1wm_Recursive_Exclude_Filter::getChildren() should either be compatible with RecursiveFilterIterator::getChildren(): ?RecursiveFilterIterator, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice in /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/filter/class-ai1wm-recursive-exclude-filter.php on line 41

Deprecated: Return type of Ai1wm_Recursive_Exclude_Filter::accept() should either be compatible with FilterIterator::accept(): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice in /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/filter/class-ai1wm-recursive-exclude-filter.php on line 37

Deprecated: Return type of Ai1wm_Recursive_Exclude_Filter::getChildren() should either be compatible with RecursiveFilterIterator::getChildren(): ?RecursiveFilterIterator, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice in /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/filter/class-ai1wm-recursive-exclude-filter.php on line 41

Deprecated: Return type of Ai1wm_Recursive_Exclude_Filter::accept() should either be compatible with FilterIterator::accept(): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice in /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/filter/class-ai1wm-recursive-exclude-filter.php on line 37

Deprecated: Return type of Ai1wm_Recursive_Newline_Filter::accept() should either be compatible with FilterIterator::accept(): bool, or the #[\ReturnTypeWillChange] attribute should be used to temporarily suppress the notice in /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/filter/class-ai1wm-recursive-newline-filter.php on line 28

Warning: Cannot modify header information - headers already sent by (output started at /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/iterator/class-ai1wm-recursive-directory-iterator.php:0) in /home1/greatsyd/public_html/staging1/wp-includes/rest-api/class-wp-rest-server.php on line 1896

Warning: Cannot modify header information - headers already sent by (output started at /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/iterator/class-ai1wm-recursive-directory-iterator.php:0) in /home1/greatsyd/public_html/staging1/wp-includes/rest-api/class-wp-rest-server.php on line 1896

Warning: Cannot modify header information - headers already sent by (output started at /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/iterator/class-ai1wm-recursive-directory-iterator.php:0) in /home1/greatsyd/public_html/staging1/wp-includes/rest-api/class-wp-rest-server.php on line 1896

Warning: Cannot modify header information - headers already sent by (output started at /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/iterator/class-ai1wm-recursive-directory-iterator.php:0) in /home1/greatsyd/public_html/staging1/wp-includes/rest-api/class-wp-rest-server.php on line 1896

Warning: Cannot modify header information - headers already sent by (output started at /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/iterator/class-ai1wm-recursive-directory-iterator.php:0) in /home1/greatsyd/public_html/staging1/wp-includes/rest-api/class-wp-rest-server.php on line 1896

Warning: Cannot modify header information - headers already sent by (output started at /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/iterator/class-ai1wm-recursive-directory-iterator.php:0) in /home1/greatsyd/public_html/staging1/wp-includes/rest-api/class-wp-rest-server.php on line 1896

Warning: Cannot modify header information - headers already sent by (output started at /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/iterator/class-ai1wm-recursive-directory-iterator.php:0) in /home1/greatsyd/public_html/staging1/wp-includes/rest-api/class-wp-rest-server.php on line 1896

Warning: Cannot modify header information - headers already sent by (output started at /home1/greatsyd/public_html/staging1/wp-content/plugins/all-in-one-wp-migration-unlimited-main--old/lib/vendor/servmask/iterator/class-ai1wm-recursive-directory-iterator.php:0) in /home1/greatsyd/public_html/staging1/wp-includes/rest-api/class-wp-rest-server.php on line 1896
{"id":28051,"date":"2023-01-02T18:29:05","date_gmt":"2023-01-02T18:29:05","guid":{"rendered":"https:\/\/greaterinsights.in\/staging1\/?page_id=28051"},"modified":"2023-11-03T06:19:13","modified_gmt":"2023-11-03T06:19:13","slug":"deep-learning-with-h2o-r","status":"publish","type":"page","link":"https:\/\/greaterinsights.in\/staging1\/deep-learning-with-h2o-r\/","title":{"rendered":"Deep Learning with H2O & R"},"content":{"rendered":"\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t\t
<\/div>\n\t\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t

Deep Learning with H2O & R<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t
\n\t\t\t\t\t\t
\n\t\t\t\t\t
\n\t\t\t
\n\t\t\t\t\t
<\/div>\n\t\t\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t

Course Overview<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t

Gain firsthand expertise on installing, configuring, and deploying H2O and make use of the R APIs to handle billions of rows of data without sampling and get accurate predictions faster. Through practical guided exercises leverage the built-in machine learning algos such as generalized linear modeling (linear regression, logistic regression, etc.), Na\u00efve Bayes, principal components analysis, time series, k-means clustering, Random Forest, Gradient Boosting, and Deep Learning at scale.<\/p>

In cloud labs, practice implementing GBM, Random Forest, GLM, GLRM and become familiar with concepts such as Stacking and Super Learning.<\/span><\/p>

Be the expert of deploying complex deep learning models using H2O with R.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

\n\t\t\t\t
\n\t\t\t\t\t

At the end of the training, participants will be able to:<\/h3><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
\n\t\t\t\t
\n\t\t\t\t\t\t\t\t\t
  1. Install and configure H2O to work with R, Python, Cloud Providers<\/li>
  2. Gain a deep understanding of built-in Machine Learning models and usage Access<\/li>
  3. H2O features through APIs Build and Train multiple models on a single node or in a cluster<\/li>
  4. Train a generalized linear model, generalized low rank models Install and use H2O<\/li>
  5. Ensemble to load, train, evaluate model performance Using Storm with H2O for real time prediction<\/li>
  6. Deliver scalable models that can work on the complex and large datasets<\/li><\/ol>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
    \n\t\t\t\t
    \n\t\t\t\t\t

    Pre-requisite<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
    \n\t\t\t\t
    \n\t\t\t\t\t\t\t\t\t

    Required: Working knowledge of Java, R, Storm, Machine Learning, Deep Learning Models<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

    \n\t\t\t\t
    \n\t\t\t\t\t

    Duration<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
    \n\t\t\t\t
    \n\t\t\t\t\t\t\t\t\t

    3 days<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t

    \n\t\t\t\t
    \n\t\t\t\t\t

    Course Outline<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t
    \n\t\t\t\t
    \n\t\t\t\t\t\t\t
    \n\t\t\t\t\t\t\t
    \n\t\t\t\t\t
    \n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/i><\/span>\n\t\t\t\t\t\t\t\t<\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t Introduction<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t
    1. Data Science<\/li>
    2. H2O<\/li>
    3. Building a Smarter Application<\/li>
    4. Combining applications with models<\/li>
    5. Deploying models into production<\/li><\/ol><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t
      \n\t\t\t\t\t
      \n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/i><\/span>\n\t\t\t\t\t\t\t\t<\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\tInstalling H2O<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t
      1. Downloading and Unzipping H2O Package<\/li>
      2. Installing H2O from within R<\/li>
      3. Installing H2O from within Python<\/li>
      4. H2O Quickstart with R<\/li>
      5. H2O Cloud Integration<\/li><\/ol><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t
        \n\t\t\t\t\t
        \n\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/i><\/span>\n\t\t\t\t\t\t\t\t<\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t Deep Learning<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t
        1. H2O R Package<\/li>
        2. Start H2O<\/li>
        3. Decision Boundaries<\/li>
        4. Cover Type Dataset<\/li>
        5. – Exploratory Data Analysis<\/li>
        6. – Deep Learning Model<\/li>
        7. – Hyper-Parameter Search<\/li>
        8. – Checkpointing<\/li>
        9. – Cross Validation<\/li><\/ol>