自然言語処理:Natural Language Processing

python

Protected: Evolving Deep Learning with PyTorch(OpenPose, SSD, AnoGAN, Efficient GAN, DCGAN, Self-Attention GAN, BERT, Transformer, GAN, PSPNet, 3DCNN, ECO)

OpenPose, SSD, AnoGAN, Efficient GAN, DCGAN, Self-Attention GAN, BERT, Transformer, GAN using pytorch for Digital Transformation and Artificial Intelligence tasks, PSPNet,3DCNN,ECO and other advanced DNNs
python

Protected: Advanced deep learning with Python and Keras (1) Complex networks using the Keras Functional API

Construction of complex network models using Keras functional API with python/keras for digital transformation and artificial intelligence tasks (for multimodal problems, etc.)
python

Protected: DNNs for text and sequences with python and Keras (4) Sequence processing with bidirectional RNNs and CNNs

Bidirectional RNN and CNN application to sequence data in python/keras for digital transformation and artificial intelligencetasks.
python

Protected: DNN for text and sequences with python and Keras (3) Advanced use of recurrent neural networks(GRU)

Analysis of sequence data by GRU with pyhton/keras used for digital transformation and artificial intelligence tasks and improvement by recurrent dropout and recurrent layer stacking
python

Protected: DNN for text and sequences with Python and Keras (2) Application of SimpleRNN and LSTM

RNN and LSTM for text/sequence information using python/keras for digital transformation and artificial intelligence tasks
python

Protected: DNN for text and sequences with Python and Keras (1) Preprocessing text data for training

Deep learning of natural language (DNN) with python/keras for digital transformation and artificial intelligence tasks, distributed vector generation (using Glove model)
地理空間情報処理

Protected: Capturing the Flu Epidemic on Social Media

Extraction of context (e.g., location information) from text information in social media for digital trasformation and artificial intelligence tasks (location information extraction from content using probabilistic framework and graph approach)
Clojure

LISP and Artificial Intelligence

About LISP, a functional language that eliminates the barrier between data and programs (program as data) used for artificial intelligence (AI) tasks
LISP

The Seasoned Schemer

A sequel to the textbook on functional languages with Schema, a derivative of LISP used for artificial intelligence (AI) tasks.
LISP

The Reasoned Schemer

Logic Programming with Schema, a Derivative of LISP Used for Artificial Intelligence (Tasks): An Overview of DSL:minikanren
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