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The use of different model parameters and different corpus sizes can greatly affect the quality of a word2vec model. Accuracy can be improved in a number of ways, including the choice of model architecture (CBOW or Skip-Gram), increasing the training data set, increasing the number of vector dimensions, and increasing the window size of words ...
Gensim is an open-source library for unsupervised topic modeling, document indexing, retrieval by similarity, and other natural language processing functionalities, using modern statistical machine learning. Gensim is implemented in Python and Cython for performance. Gensim is designed to handle large text collections using data streaming and ...
In natural language processing, a word embedding is a representation of a word. The embedding is used in text analysis.Typically, the representation is a real-valued vector that encodes the meaning of the word in such a way that the words that are closer in the vector space are expected to be similar in meaning. [1]
Provinces are made up of regencies (kabupaten) and cities (kota). Provinces, regencies, and cities have their own local governments and parliamentary bodies. Since the enactment of Law Number 22 of 1999 on Local Government [ 1 ] (the law was revised by Law Number 32 of 2004, Law Number 23 of 2014, and the 2023 Omnibus Law on Job Creation ), [ 2 ...
Gensim is a Python+NumPy framework for Vector Space modelling. It contains incremental (memory-efficient) algorithms for term frequency-inverse document frequency, latent semantic indexing, random projections and latent Dirichlet allocation. Weka. Weka is a popular data mining package for Java including WordVectors and Bag Of Words models ...
Cities (kota) Metropolitan (metropolitan) (full list; cities by GDP; regencies by GDP; cities by population; regencies by population) Level 3; Districts (kecamatan, distrik, kapanewon, or kemantren) Level 4; Rural or urban villages (desa or kelurahan) Others; Rukun warga; Rukun tetangga
A large language model (LLM) is a type of machine learning model designed for natural language processing tasks such as language generation. LLMs are language models with many parameters, and are trained with self-supervised learning on a vast amount of text. The largest and most capable LLMs are generative pretrained transformers (GPTs).
Law on State Capital (Indonesian: Undang-Undang Ibu Kota Negara/UU IKN) is an omnibus law to relocate capital of Indonesia from Jakarta to Nusantara at East Kalimantan as new capital of Indonesia. [1] The omnibus bill of the law was passed into law on 18 January 2022, [2] [3] and finally commenced on 15 February 2022. [4]