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Abstractive-Summarization
Implementation of abstractive summarization using LSTM in the encoder-decoder architecture with local attention.TextRank-Keyword-Extraction
Keyword extraction using TextRank algorithm after pre-processing the text with lemmatization, filtering unwanted parts-of-speech and other techniques.Chatbot
Hybrid Conversational Bot based on both neural retrieval and neural generative mechanism with TTS.Machine-Translation-Transformers
Machine Translation using TransfromersDemonRangerOptimizer
Quasi Hyperbolic Rectified DEMON Adam/Amsgrad with AdaMod, Gradient Centralization, Lookahead, iterative averaging and decorrelated Weight DecayBERT-Disaster-Classification-Capsule-Routing
Exploration of BERT-BiLSTM models with Layer Aggregation (attention-based and capsule-routing-based) and Hidden-State Aggregation (attention-based and capsule-routing-based).Bi-GRU-CRF-NER
Attempted implementation of a Bi-directional GRU followed by a linear-chain-CRF (from scratch) for Named Entity Recognition.Self-Organizing-Map
SOM clustering on IRIS datasetauto-tldr-TextRank
Extractive Summarization based on statements ranked using TextRankMultilingual-BERT-Disaster
Resources for: Cross-Lingual Disaster-related Multi-label Tweet Classification with Manifold Mixup (ACL SRW 2020)Continuous-RvNN
Official Repository for "Modeling Hierarchical Structures with Continuous Recursive Neural Networks" (ICML 2021)INTER-INTRA-attentions
An experimental custom seq-2-seq model with both layer-wise (inter-layer), and intra-layer attention (attention to previous hidden states of the same RNN unit) for abstractive summarization.Dynamic-Memory-Network-Plus
Implementation of Dynamic Memory Network Plus for Question-Answering. Tested on Induction tasks of bAbi 10K dataset.3D-CNN-Keras
A simple 3D CNN in Keras for Lung Nodule Detection.Tweet-Disaster-Keyphrase
Official repository for "On Identifying Hashtags in Disaster Twitter Data" (AAAI 2020)RAKE-Keyword-Extraction
Keyword extraction using standard RAKE algorithm after pre-processing the text with lemmatization, filtering unwanted parts-of-speech and other techniques.GRU-Text-Generator
Implementation of character level auto text generator using multilayered GRU in KerasWide-Residual-Network
Implementation of a Wide Residual Network on Tensorflow for Image Classification. Trained and tested on Cifar10 dataset.KPDrop
Official Implementation of Keyphrase DropoutZeroPromptSearch
Implementation of an LLM prompting pipeline combined with wrappers for auto-decomposing reasoning steps and for search through the reasoning-step-space (eg. by beam search, MCTS etc.) guided by self-evaluation.QuestionGenerationPub
MonotonicLocationAttention
Causal-Inference
UIC CS-594 Causal Inference Project Fall 2019Neural_Net_Evolution
Learning Neural Net Parameters using Evolutionary StrategiesLove Open Source and this site? Check out how you can help us