Understanding BERT: A Beginner’s Guide to Deep Learning

Understanding BERT: A Beginner's Guide to Deep Learning

Source: Computer Vision and Machine Learning Author: Jay Alammar Link: https://jalammar.github.io/illustrated-bert/ This article is about 4600 words long and is recommended to read in 8 minutes. In this article, we will study the BERT model and understand how it works, which is of great reference value for students in other fields. Since Google announced BERT’s … Read more

Where Has BERT Gone? Insights on the Shift in LLM Paradigms

Where Has BERT Gone? Insights on the Shift in LLM Paradigms

MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP master’s and doctoral students, university teachers, and researchers from enterprises. The Vision of the Community is to promote communication and progress between the academic and industrial circles of natural language processing and machine learning, especially for the … Read more

BERT Model – Deeper and More Efficient

BERT Model - Deeper and More Efficient

1 Algorithm Introduction The full name of BERT is Bidirectional Encoder Representation from Transformers, which is a pre-trained language representation model. It emphasizes that pre-training is no longer conducted using traditional unidirectional language models or by shallowly concatenating two unidirectional language models, but rather by adopting a new masked language model (MLM) to generate deep … Read more

Speed Up Large Model Training by 40% with One GPU and Few Lines of Code!

Speed Up Large Model Training by 40% with One GPU and Few Lines of Code!

Mingmin from Aofeisi Quantum Bit | Public Account QbitAI It must be said that to enable more people to use large models, the tech community is indeed coming up with various tricks! Not open enough models? Some people are taking matters into their own hands to create free open-source versions. For example, the recently popular … Read more

Large Language Models – Open Source Datasets

Default Datasets on Huggingface Leaderboard Huggingface Open LLM Leaderboard: Open LLM Leaderboard – a Hugging Face Space by HuggingFaceH4 Huggingface Datasets: Hugging Face – The AI community building the future. This article mainly introduces the default datasets used on the Huggingface Open LLM Leaderboard and how to build your own large model evaluation tool. Building … Read more

Understanding BERT and HuggingFace Transformers Fine-Tuning

Understanding BERT and HuggingFace Transformers Fine-Tuning

This article is also published on my personal website, where the formula images display better. Welcome to visit: https://lulaoshi.info/machine-learning/attention/bert Since the emergence of BERT (Bidirectional Encoder Representations from Transformer) [1], a new paradigm has opened up in the field of NLP. This article mainly introduces the principles of BERT and how to use the transformers … Read more

Google & Hugging Face: The Strongest Language Model Architecture for Zero-Shot Capability

Google & Hugging Face: The Strongest Language Model Architecture for Zero-Shot Capability

This article is approximately 2000 words long and takes about 5 minutes to read. If the goal is the model's zero-shot generalization capability, the decoder structure + language model task is the best; if multitask finetuning is also needed, the encoder-decoder structure + MLM task is the best. From GPT-3 to prompts, more and more … Read more

5-Minute NLP: Introduction to Hugging Face Classes and Functions

5-Minute NLP: Introduction to Hugging Face Classes and Functions

Source: Deephub Imba This article is approximately 2200 words long and is recommended for a 9-minute read. It includes an overview of its main classes and functions along with some code examples. It can serve as an introductory tutorial for this library. Mainly includes Pipeline, Datasets, Metrics, and AutoClasses Hugging Face is a very popular … Read more

3B Model Outperforms 70B After Long Thinking! HuggingFace’s O1 Technology Insights and Open Source

3B Model Outperforms 70B After Long Thinking! HuggingFace's O1 Technology Insights and Open Source

MLNLP community is a well-known machine learning and natural language processing community both domestically and internationally, covering NLP master’s and doctoral students, university professors, and corporate researchers. The vision of the community is to promote communication and progress between the academic and industrial sectors of natural language processing and machine learning, as well as enthusiasts, … Read more

The Disappeared Traces: Generative AI Images and the Reconstruction of Knowledge Framework in Image Hermeneutics

The Disappeared Traces: Generative AI Images and the Reconstruction of Knowledge Framework in Image Hermeneutics

As a major school of iconology, the Warburg School examines images within the context of art history, thus forming the basic knowledge framework of image hermeneutics. In traditional iconology, the primary objects of image interpretation are artistic images, while subsequent image hermeneutics strives to “catch up” with various emerging forms of images. However, this is … Read more