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深度学习入门课、资深课、特色课、学术案例、产业实践案例、深度学习知识百科及面试题库The course, case and knowledge of Deep Learning and AI
nlp video reinforcement-learning detection cnn transformer gan dqn classification rnn sarsa segmentation recommender-system bert pose dssm tinybert dynabert
Build and train state-of-the-art natural language processing models using BERT
nlp pytorch transformer bart albert bert electra roberta spanbert bertsum distilbert sbert sentence-bert huggingface-transformers videobert tinybert clinical-bert
PyTorch implementations of Encoder–Decoder Transformers, TinyBERT-style masked language modeling, and TinyGPT-style causal language modeling on the Tiny Shakespeare dataset, with training, evaluation metrics, and loss visualizations.
python nlp machine-learning deep-learning transformers pytorch gpt encoder-decoder causal-models tinybert modeltraining masked-language-modeling selfattention
Sentiment analysis of Reddit posts and comments.
Code of the paper "Emotion Recognition on Edge Devices: Training and Deployment " by Pandelea et al.
To understand the gender/social bias Bert KD model, more specifically TinyBert.
Federated Learning performance evaluation with Flower and PyTorch, comparing Full Fine-Tuning and LoRA Fine-Tuning in local and distributed environments.
python distributed-systems pytorch lora flower fine-tuning client-server-architecture federated-learning tinybert fine-tuning-llm
DHWANI: a vision-guided UGV on a Jetson Nano that drives from point A to point B without GPS. Smart India Hackathon 2026, problem statement SIH26126 (BEL).
reinforcement-learning robotics path-planning ros slam ugv stereo-vision autonomous-navigation smart-india-hackathon ros-melodic jetson-nano depthai tinybert oak-d nvidia-newton sih2026
Software TinyBERT Development and Deployment
A comprehensive comparison of traditional machine learning and transformer-based models for fake news detection, developed as a Bachelor's graduation project at An-Najah National University.
machine-learning natural-language-processing random-forest logistic-regression fake-news albert bert distilbert mobilebert tinybert
Transformer Deployment Code based on Udemy Course
aws machine-learning docker-compose aws-s3 pytorch aws-ec2 mlops fastapi streamlit huggingface-transformers vision-transformer tinybert
Detect duplicate questions using NLP techniques including TF-IDF + Logistic Regression, Siamese LSTM, and TinyBERT Transformers. Built using the Quora Question Pairs dataset.
nlp machine-learning deep-learning tensorflow text-similarity transformers pytorch lstm bert duplicate-detection tinybert
Public evaluation of OnKith's on-device PII span-detection model (TinyBERT-4, 67-label BIO). Entity-level F1, FP32 vs INT8 quantisation trade-off, and a probe showing part of the EMAIL score is domain memorisation. Notebook with committed outputs. No weights.
Twitter bot detection using TinyBERT + DNN — 93.25% accuracy with LIME explainability
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