title: WekaDeeplearning4j: A deep learning package for Weka based on Deeplearning4j

authors: Lang, Steven

subjects: computer science

abstract: Deep learning is a branch of machine learning that generates multi-layered representations of data, commonly using artificial neural networks, and has improved the state-of-the-art in various machine learning tasks (e.g., image classification, object detection, speech recognition, and document classification). However, most popular deep learning frameworks such as TensorFlow and PyTorch require users to write code to apply deep learning. We present WekaDeeplearning4j, a Weka package that makes deep learning accessible through a graphical user interface (GUI). The package uses Deeplearning4j as its backend, provides GPU support, and enables GUI-based training of deep neural networks such as convolutional and recurrent neural networks. It also provides pre-processing functionality for image and text data.

text: WekaDeeplearning4j: A deep learning package for Weka based on Deeplearning4j Deep learning is a branch of machine learning that generates multi-layered representations of data, commonly using artificial neural networks, and has improved the state-of-the-art in various machine learning tasks (e.g., image classification, object detection, speech recognition, and document classification). However, most popular deep learning frameworks such as TensorFlow and PyTorch require users to write code to apply deep learning. We present WekaDeeplearning4j, a Weka package that makes deep learning accessible through a graphical user interface (GUI). The package uses Deeplearning4j as its backend, provides GPU support, and enables GUI-based training of deep neural networks such as convolutional and recurrent neural networks. It also provides pre-processing functionality for image and text data.

year: 2019

title: The extensive powers of the commissioner of the Inland Revenue in assessing and collecting tax debts

authors: Manyam, Joel

abstract: Taxation law, which includes a regulation of the wide ranging powers of the Commissioner of Inland Revenue (CIR), is largely perceived as a specialist area with its own unique rules. It however shares an important attribute with other areas of law such as administrative law, constitutional law, industrial law and criminal law. This shared attribute is that, like these other areas of law, taxation law forms a significant part of public law. The law of taxation seeks to regulate the relationship between the state and the citizen as far as the impost and collection of tax revenues are concerned.

text: The extensive powers of the commissioner of the Inland Revenue in assessing and collecting tax debts Taxation law, which includes a regulation of the wide ranging powers of the Commissioner of Inland Revenue (CIR), is largely perceived as a specialist area with its own unique rules. It however shares an important attribute with other areas of law such as administrative law, constitutional law, industrial law and criminal law. This shared attribute is that, like these other areas of law, taxation law forms a significant part of public law. The law of taxation seeks to regulate the relationship between the state and the citizen as far as the impost and collection of tax revenues are concerned.

year: 2001

title: Te aho tapu: Mātauranga a Māui ancient knowledge and preserving culture through practice

authors: Keelan-Peebles, Jacqueline Roberta

abstract: I am Māui I am not Māori. Reclamation of identity as uri o Māui-tikitiki-a-Taranga is the ngako of  this creative thesis, in response to the question, ‘who were we before and what is Māuitanga’? 
Due to its paucity my intention is to revive its frequency in restoration to its rightful status in this way; the tools to navigate authentication is through the lens of mātauranga Māui, embedded in kōrero tawhito, traditional cultural practice, lived experience and whakapapa. Validation is  founded in our iwi repositories, pūrākau, ngā waiata, mōteatea, karakia, whaikōrero, rituals of encounter and the arts.
Raranga as the creative vehicle affords the means to analogize kaupapa Māui. The creation of a Kākahu/Korowai is the appropriate representation as its significance aligns itself with the mantle of honour due to rangatira living and those who have passed. 
Exploration of kaupapa Māui infrastructure is fundamental to unravelling multi-faceted cultural narratives. These are the mechanisms to the reclamation of who we were before and to answer the question of Māuitanga. Ultimately to claim and to restore my heritage, to reinstate the common use of an ancient iwi, te iwi ‛Māui’.

text: Te aho tapu: Mātauranga a Māui ancient knowledge and preserving culture through practice I am Māui I am not Māori. Reclamation of identity as uri o Māui-tikitiki-a-Taranga is the ngako of  this creative thesis, in response to the question, ‘who were we before and what is Māuitanga’? 
Due to its paucity my intention is to revive its frequency in restoration to its rightful status in this way; the tools to navigate authentication is through the lens of mātauranga Māui, embedded in kōrero tawhito, traditional cultural practice, lived experience and whakapapa. Validation is  founded in our iwi repositories, pūrākau, ngā waiata, mōteatea, karakia, whaikōrero, rituals of encounter and the arts.
Raranga as the creative vehicle affords the means to analogize kaupapa Māui. The creation of a Kākahu/Korowai is the appropriate representation as its significance aligns itself with the mantle of honour due to rangatira living and those who have passed. 
Exploration of kaupapa Māui infrastructure is fundamental to unravelling multi-faceted cultural narratives. These are the mechanisms to the reclamation of who we were before and to answer the question of Māuitanga. Ultimately to claim and to restore my heritage, to reinstate the common use of an ancient iwi, te iwi ‛Māui’.

year: 2022