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: Vacuum-assisted infiltration of chitosan or polycaprolactone as a structural reinforcement for sintered cancellous bovine bone graft

authors: Laird, Dougal Frazer

subjects: Sintered cancellous bovine bone

abstract: Sintered cancellous bovine bone (SCBB) offers numerous advantages as a bone graft substitute material; however, its mechanical properties require improvement. In this study, SCBB was infiltrated with ε-polycaprolactone (PCL) or chitosan/monetite to improve mechanical properties while retaining valuable SCBB structure. Organic infiltrating solutions consisted of (i) chitosan and monetite (CaHPO₄) dissolved in hydrochloric acid; (ii) chitosan, monetite (CaHPO₄), and genipin dissolved in hydrochloric acid; or (iii) PCL polymer dissolved in tetrahydrofuran (THF). Porous SCBB materials were infiltrated with one of the three solutions using vacuum-assisted infiltration. Chitosan and CaHPO₄ were immobilized in the SCBB structure by reprecipitation following a pH increase in an ammonia atmosphere. Genipin was used in one sample group to immobilize chitosan via crosslinking. PCL was immobilized by evaporating the THF carrier solvent. Mechanical compression testing showed an improvement in ultimate stress for the SCBB with chitosan/CaHPO₄ infiltrates, whereas PCL samples showed an increase in modulus. All SCBB samples were found to demonstrate favorable in vitro biocompatibility when subjected to L929 mouse fibroblast cells but required a vigorous washing regime to eradicate toxic ammonia residue. In conclusion, infiltration of SCBB with a polymeric or organic/mineral composite matrix positively modifies SCBB mechanical properties in favor of bone grafting applications.

text: Vacuum-assisted infiltration of chitosan or polycaprolactone as a structural reinforcement for sintered cancellous bovine bone graft Sintered cancellous bovine bone (SCBB) offers numerous advantages as a bone graft substitute material; however, its mechanical properties require improvement. In this study, SCBB was infiltrated with ε-polycaprolactone (PCL) or chitosan/monetite to improve mechanical properties while retaining valuable SCBB structure. Organic infiltrating solutions consisted of (i) chitosan and monetite (CaHPO₄) dissolved in hydrochloric acid; (ii) chitosan, monetite (CaHPO₄), and genipin dissolved in hydrochloric acid; or (iii) PCL polymer dissolved in tetrahydrofuran (THF). Porous SCBB materials were infiltrated with one of the three solutions using vacuum-assisted infiltration. Chitosan and CaHPO₄ were immobilized in the SCBB structure by reprecipitation following a pH increase in an ammonia atmosphere. Genipin was used in one sample group to immobilize chitosan via crosslinking. PCL was immobilized by evaporating the THF carrier solvent. Mechanical compression testing showed an improvement in ultimate stress for the SCBB with chitosan/CaHPO₄ infiltrates, whereas PCL samples showed an increase in modulus. All SCBB samples were found to demonstrate favorable in vitro biocompatibility when subjected to L929 mouse fibroblast cells but required a vigorous washing regime to eradicate toxic ammonia residue. In conclusion, infiltration of SCBB with a polymeric or organic/mineral composite matrix positively modifies SCBB mechanical properties in favor of bone grafting applications.

year: 2012

title: Te kaumoana Poronīhia: Ngā terenga onamata

authors: Tuaupiki, Jackie Whetumarama

subjects: Kōrero nehe

abstract: Tā tēnei tuhinga e whai ake nei, he wānanga i ngā pūtake o te whanaketanga mai o ngā iwi, nāna ngā motu o Poronīhia i whakakāinga, ka utaina te karangatanga ki runga ki a rātou, he iwi Poronīhia. Ko te pātai matua, i ahu mai ngā iwi Poronīhia i whea? Tēnei, ka hahaina ngā whakaaro Māori me ngā whakaaro Tauiwi e pā ana ki te pūtakenga mai o te iwi tāngata ki te ao. I konei, ka kitea te rerekē o te titiro ā-ao a ēnei iwi tāngata.

Ka ū te titiro ki Hawaiki, e tau ana ngā kōrero tuku iho a te ao Māori, ki te ao Poronīhia hoki. E mea ana te Māori, he tūrangawaewae taurikura a Hawaiki, he pā whakawairua hoki. Ka riariakina e au ngā whakapae mō tēnei karangatanga kāinga i mau roa ai i ōna iwi kōrero.

Ka huri rā ki te āta whakatewhatewha i ngā rangahau mō te horanga haeretanga o te iwi tāngata mai i whirika, ki  hia ki te tonga mā rāwhiti, ā, tau atu rā ki roto i ngā whaitua moana o Poronīhia. I konei, kua āta wānangahia e au ngā whakapae huhua mō ngā take i horapa haere ai ēnei iwi ki roto o Poronīhia, ka tahi. Ka rua, ka tirohia ngā tohe e pā ana ki tō rātou āheinga ki te whakatere i ō rātou waka. Ko ēnei kōrero, he whakatuwhera i te pūtea mātauranga mō runga i ngā mahi whakatere waka a ngā tūpuna Poronīhia.

text: Te kaumoana Poronīhia: Ngā terenga onamata Tā tēnei tuhinga e whai ake nei, he wānanga i ngā pūtake o te whanaketanga mai o ngā iwi, nāna ngā motu o Poronīhia i whakakāinga, ka utaina te karangatanga ki runga ki a rātou, he iwi Poronīhia. Ko te pātai matua, i ahu mai ngā iwi Poronīhia i whea? Tēnei, ka hahaina ngā whakaaro Māori me ngā whakaaro Tauiwi e pā ana ki te pūtakenga mai o te iwi tāngata ki te ao. I konei, ka kitea te rerekē o te titiro ā-ao a ēnei iwi tāngata.

Ka ū te titiro ki Hawaiki, e tau ana ngā kōrero tuku iho a te ao Māori, ki te ao Poronīhia hoki. E mea ana te Māori, he tūrangawaewae taurikura a Hawaiki, he pā whakawairua hoki. Ka riariakina e au ngā whakapae mō tēnei karangatanga kāinga i mau roa ai i ōna iwi kōrero.

Ka huri rā ki te āta whakatewhatewha i ngā rangahau mō te horanga haeretanga o te iwi tāngata mai i whirika, ki  hia ki te tonga mā rāwhiti, ā, tau atu rā ki roto i ngā whaitua moana o Poronīhia. I konei, kua āta wānangahia e au ngā whakapae huhua mō ngā take i horapa haere ai ēnei iwi ki roto o Poronīhia, ka tahi. Ka rua, ka tirohia ngā tohe e pā ana ki tō rātou āheinga ki te whakatere i ō rātou waka. Ko ēnei kōrero, he whakatuwhera i te pūtea mātauranga mō runga i ngā mahi whakatere waka a ngā tūpuna Poronīhia.

year: 2017