Some parser models also allow Unicode text input for debugging/interactive use, but passing in raw text strings is strongly discouraged for any application where parsing accuracy matters. >>> parser.parse('"Fly safely."') # For debugging/interactive use only. When parsing from raw text, we re...
Tensorflow (declerative programming, can run on Apache Spark) Classification Binary Not binary Activation function A function (for example, ReLU or sigmoid) that takes in the weighted sum of all of the inputs from the previous layer and then generates and passes an output value (typically nonli...
In this section, we'll illustrate how the cross-validation works via a simple data set of random integers that represent our class labels. We'll compareGridSearchCV()withStratifiedKFold(). Here is the code to generate the simple dataset: Now we're going to make cross-validation object is ...
⭐ texar - Toolkit for Machine Learning, Natural Language Processing, and Text Generation, in TensorFlow [GitHub, 2388 stars] ⭐ jiant - jiant is an NLP toolkit [GitHub, 1639 stars] Data Augmentation ⭐ WildNLP Text manipulation library to test NLP models [GitHub, 76 stars] ⭐ snorkel...
Cosine similarity measures the similarity between two vectors by calculating the cosine of the angle between the two vectors [5]. Suppose a string can be represented as a vector, we can compare any two strings by calculating the angle between their respective vector representations. The most commo...
Using a CNN for text classification in TensorFlow by Denny Britz uses the same dataset as Kim Yoon's paper(mentioned above). The code implementation can be found here. Character-level Convolutional Networks for Text Classification by Zhang et al uses CNN and compares them with the traditional te...
DeepNLP(Python) Deep Learning NLP Pipeline implemented on Tensorflow with pretrained Chinese models. chinese_nlp(C++ & Python) Chinese Natural Language Processing tools and examples Chinese-Annotator(Python) Annotator for Chinese Text Corpus 中文文本标注工具 ...
DeepNLP(Python) Deep Learning NLP Pipeline implemented on Tensorflow with pretrained Chinese models. chinese_nlp(C++ & Python) Chinese Natural Language Processing tools and examples lightNLP(Python) 基于Pytorch和torchtext的自然语言处理深度学习框架
import tensorflow as tf import ops from config import config from mac_cell import MACCell ''' The MAC network model. It performs reasoning processes to answer a question over knowledge base (the image) by decomposing it into attention-based computational steps, each perform by a recurrent MAC ...
New February 2021:Version 0.2.0 of the Berkeley Neural Parser is now out, with higher-quality pre-trained models for all languages. Inference now uses PyTorch instead of TensorFlow (training has always been PyTorch-only). Drops support for Python 2.7 and 3.5. Includes updated support for traini...