Pinned Repositories
cdnjs
Our goal is to operate this CDN in a peer reviewed fashion.
GPS
IDRISSI
iMDRS
imdrs.github.io
miband-5-heart-rate-monitor
Heart rate monitor website for Mi Band 4 and 5
OTSE-WITTH-TEMPLATE
PyServer
Sentiment-Analysis-using-DL-based-language-representation-learning-models
streamlit-example
Example Streamlit app that you can fork to test out share.streamlit.io
Security-Intelligence-on-Exchanged-Multimedia-Messages-Based-on-Deep-Learning
Deep learning (DL) approaches use various processing layers to learn hierarchical representations of data. Recently, many methods and designs of natural language processing (NLP) models have shown significant development, especially in text mining and analysis. For learning vector-space representations of text, there are famous models like Word2vec, GloVe, and fastText. In fact, NLP took a big step forward when BERT and recently GTP-3 came out. Deep Learning algorithms are unable to deal with textual data in their natural language data form which is typically unstructured information; they require special representation of data as inputs instead. Usually, natural language text data needs to be converted into internal representations form that DL algorithms can read such as feature vectors, hence the necessity to use representation learning models. These models have shown a big leap during the last years. Their set ranges from the methods that embed words into distributed representations and use the language modeling objective to adjust them as model parameters (like Word2vec, fastText, and GloVe), to recently transfer learning models (like ELMo, BERT, ULMFiT, XLNet, ALBERT, RoBERTa, and GPT-2). These last use larger corpora, more parameters, more computing resources, and instead of assigning each word with a fixed vector, they use multilayer neural networks to calculate dynamic representations for the words according to their context, which is especially useful for the words with multiple meanings.
iMDRS's Repositories
iMDRS/cdnjs
Our goal is to operate this CDN in a peer reviewed fashion.
iMDRS/GPS
IDRISSI
iMDRS/iMDRS
iMDRS/imdrs.github.io
iMDRS/miband-5-heart-rate-monitor
Heart rate monitor website for Mi Band 4 and 5
iMDRS/OTSE-WITTH-TEMPLATE
iMDRS/PyServer
iMDRS/Sentiment-Analysis-using-DL-based-language-representation-learning-models
iMDRS/streamlit-example
Example Streamlit app that you can fork to test out share.streamlit.io