Resources for Learning and Understanding Word2Vec

Resources for Learning and Understanding Word2Vec

Source: AI Study Society I was interviewed recently and, since I still don’t fully understand how word embeddings work, I’ve been looking for a lot of related materials to grasp this concept better. My understanding is still limited, so I won’t overestimate myself by writing my own article (even if I did, it would just … Read more

Understanding Word2Vec’s Skip-Gram Model

Understanding Word2Vec's Skip-Gram Model

Author丨Tian Yu Su Zhihu Column丨Machine Learning Link丨https://zhuanlan.zhihu.com/p/27234078 1. Introduction This sharing mainly focuses on the translation, understanding, and integration of two English documents on the Word2Vec model, both of which introduce the Skip-Gram model in Word2Vec. The next column article will implement the basic version of the Word2Vec Skip-Gram model using TensorFlow, so this article … Read more

Understanding Word2Vec’s Skip-Gram Model

Understanding Word2Vec's Skip-Gram Model

Author: Tian Yu Su Zhihu Column: Machine Learning Link: https://zhuanlan.zhihu.com/p/27234078 Before We Start The column has finally been approved, but I am currently applying for a name change, which may take a few days for review.In the future, I will periodically update the column with some content on machine learning and deep learning, mainly including … Read more

In-Depth Analysis of Word2Vec Model

In-Depth Analysis of Word2Vec Model

Source | Zhihu Author | TianMin Link丨https://zhuanlan.zhihu.com/p/85998950 Editor | Deep Learning Matters WeChat Official Account This article is for academic exchange only. If there is any infringement, please contact for removal. [Introduction] Word2Vec is a widely used word embedding method. Due to recent research needs, I studied the algorithm model. Since there is a lot … Read more

Summary of Word2Vec in Natural Language Processing

Summary of Word2Vec in Natural Language Processing

This is a relatively early summary article. Although the content is simple, I personally find it easy to understand. Word2Vec is the cornerstone of natural language processing technology, and a deep understanding of the principles of Word2Vec is crucial for NLP practitioners. For a long time, I have been unclear about the implementation reasons behind … Read more

TensorFlow: Essential Tool for Machine Learning Engineers

TensorFlow: Essential Tool for Machine Learning Engineers

Click the blue text above to follow us TensorFlow: Essential Tool for Machine Learning Engineers Recently, while working on a deep learning project, I found TensorFlow to be an excellent tool. It is not only powerful but also very easy to use. Today, let’s discuss the basics of TensorFlow and see how it helps us … Read more

Computer Vision: Practice Is More Important Than Theory!

Computer Vision: Practice Is More Important Than Theory!

Fingerprint unlocking, facial recognition, speech-to-text conversion, robots diagnosing illnesses, AlphaGo······ We have deeply felt that artificial intelligence is changing the way we work and perceive the world. According to a report by SAS on the readiness of enterprises for artificial intelligence, most companies believe that AI is still in its early stages, “Currently, many application … Read more

A Beginner’s Guide to PyTorch vs TensorFlow

A Beginner's Guide to PyTorch vs TensorFlow

Compiled by Wen Geng | Produced by Quantum Bits | WeChat Official Account QbitAI A few days ago, Quantum Bits published an article titled “Guide to Fooling VC”. One of the suggestions was that when you pretend to be an AI expert, it’s best not to talk about the well-known TensorFlow. So what should you … Read more

A Beginner’s Guide to TensorFlow Playground

A Beginner's Guide to TensorFlow Playground

Introduction: Hello, readers of the “Beginner’s Data Learning” series! It has been a while. Google recently launched a neural network visualization teaching platform called “TensorFlow Playground”. You can now play with neural networks right in your browser! Isn’t that amazing? After trying it out with the beginner, you’ll definitely feel like, “Aha, this is what … Read more

Deep Learning Tips for Effective Neural Network Training

Deep Learning Tips for Effective Neural Network Training

Produced by Big Data Digest Compiled by: Shijin Tian, Ni Ni, Hu Jia, Yun Zhou In many machine learning labs, machines have undergone thousands of hours of training. During this process, researchers often take many detours and fix many bugs, but it is certain that the experience and knowledge gained during the research process are … Read more