JRC1995
Computer Science PhD Graduate from University of Illinois at Chicago. Interests: ML, NLP, AI.
New York
Pinned Repositories
Abstractive-Summarization
Implementation of abstractive summarization using LSTM in the encoder-decoder architecture with local attention.
BERT-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.
Chatbot
Hybrid Conversational Bot based on both neural retrieval and neural generative mechanism with TTS.
Continuous-RvNN
Official Repository for "Modeling Hierarchical Structures with Continuous Recursive Neural Networks" (ICML 2021)
DemonRangerOptimizer
Quasi Hyperbolic Rectified DEMON Adam/Amsgrad with AdaMod, Gradient Centralization, Lookahead, iterative averaging and decorrelated Weight Decay
Machine-Translation-Transformers
Machine Translation using Transfromers
Multilingual-BERT-Disaster
Resources for: Cross-Lingual Disaster-related Multi-label Tweet Classification with Manifold Mixup (ACL SRW 2020)
TextRank-Keyword-Extraction
Keyword extraction using TextRank algorithm after pre-processing the text with lemmatization, filtering unwanted parts-of-speech and other techniques.
ZeroPromptSearch
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.
JRC1995's Repositories
JRC1995/Bi-GRU-CRF-NER
Attempted implementation of a Bi-directional GRU followed by a linear-chain-CRF (from scratch) for Named Entity Recognition.
JRC1995/auto-tldr-TextRank
Extractive Summarization based on statements ranked using TextRank
JRC1995/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.
JRC1995/Dynamic-Memory-Network-Plus
Implementation of Dynamic Memory Network Plus for Question-Answering. Tested on Induction tasks of bAbi 10K dataset.
JRC1995/RAKE-Keyword-Extraction
Keyword extraction using standard RAKE algorithm after pre-processing the text with lemmatization, filtering unwanted parts-of-speech and other techniques.
JRC1995/3D-CNN-Keras
A simple 3D CNN in Keras for Lung Nodule Detection.
JRC1995/GRU-Text-Generator
Implementation of character level auto text generator using multilayered GRU in Keras
JRC1995/Wide-Residual-Network
Implementation of a Wide Residual Network on Tensorflow for Image Classification. Trained and tested on Cifar10 dataset.
JRC1995/auto-tldr-RAKE
Extractive Summarization based on RAKE.
JRC1995/Fuzzy-C-Mean
Fuzzy C Mean Clustering on IRIS Dataset implemented in C.
JRC1995/Input-Sensitivity-Experimental
Just playing around with gradients - calculating influence of input pixels on the layer outputs of a CNN
JRC1995/QA-bAbi-R_NET
Attempted implementation of a minimal R-NET (with a different answer layer). Trained and tested only on the induction tasks of bAbi 10k dataset.