This project is to showcase how to use Knowledge distillation technique to develop incremental learning system.This is a implementation of the paper https://arxiv.org/abs/1811.08051.
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Updated
Apr 6, 2023 - Python
This project is to showcase how to use Knowledge distillation technique to develop incremental learning system.This is a implementation of the paper https://arxiv.org/abs/1811.08051.
Code for the paper "FOCIL: Finetune-and-Freeze for Online Class-Incremental Learning by Training Randomly Pruned Sparse Experts"
Enhance SVM and incremental SVM machine learning models for road accident severity prediction
[ECMLPKDD 2022] "Avoiding Forgetting and Allowing Forward Transfer in Continual Learning via Sparse Networks" by by Ghada Sokar, Decebal Constantin Mocanu, and Mykola Pechenizkiy.
Repo for competition track Lifelong Robotic Vision, IROS 2019.
Model Retraining & Incremental Learning in Recommender Systems
Reproduction of existing baselines that address incremental learning issues and definition of new approaches to overcome existing limitations
Developed an interactive engine that is capable of visualizing the active(incremental) mapping of a bot along with its sensor interactions with its environment.
An anthology of recent continual learning papers, where people interested in this fascinating topic can start discovering its multidimensional representations.
3D gym environments to train RL agents to play the Slime Volleyball game in 3 dimensions using Webots as simulator.
Vision-Language Large Model Incremental Learning(VLLM-IL)
Modeling student's knowledge over time using Riiid's EdNet dataset comprising of 100M+ student interactions. EDA and Feature Engineering was performed on the data and models were trained on important features.
Official repository for "Gradient Correlation Subspace Learning against Catastrophic Forgetting"
My Incremental/Online Learning Projects
Implementation of "Weakly Incremental Learning for Semantic Segmentation with Scribble Annotations"
The main goal of this project is to implement a neural network capable of learning different tasks without forgetting the ones it has learned before.
A repository contains research papers related to RL, NLP, CV, ML, DL, Meta Learning, Incremental, etc.
Official Code for the paper Few-Shot Class Incremental Learning with Generative Feature Replay
RiverText is a framework that standardizes the Incremental Word Embeddings proposed in the state-of-art. Please feel welcome to open an issue in case you have any questions or a pull request if you want to contribute to the project!
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