Natural Language Processing in Action pdf epub mobi txt 電子書 下載2025
- NLP
- 自然語言處理
- 計算機
- 機器學習
- 語言學
- 編程
- 計算機科學
- 數據
- 自然語言處理
- NLP
- Python
- 機器學習
- 深度學習
- 文本分析
- 信息檢索
- 數據科學
- 人工智能
- 實戰
具體描述
Natural Language Processing in Action is your guide to building machines that can read and interpret human language. In it, you'll use readily available Python packages to capture the meaning in text and react accordingly. The book expands traditional NLP approaches to include neural networks, modern deep learning algorithms, and generative techniques as you tackle real-world problems like extracting dates and names, composing text, and answering free-form questions.
What's inside
Some sentences in this book were written by NLP! Can you guess which ones?
Working with Keras, TensorFlow, gensim, and scikit-learn
Rule-based and data-based NLP
Scalable pipelines
著者簡介
圖書目錄
Packets of thought (NLP overview)
Build your vocabulary (word tokenization)
Math with words (TF-IDF vectors)
Finding meaning in word counts (semantic analysis)
PART 2 - DEEPER LEARNING (NEURAL NETWORKS)
Baby steps with neural networks (perceptrons and backpropagation)
Reasoning with word vectors (Word2vec)
Getting words in order with convolutional neural networks (CNNs)
Loopy (recurrent) neural networks (RNNs)
Improving retention with long short-term memory networks
Sequence-to-sequence models and attention
PART 3 - GETTING REAL (REAL-WORLD NLP CHALLENGES)
Information extraction (named entity extraction and question answering)
Getting chatty (dialog engines)
Scaling up (optimization, parallelization, and batch processing)
· · · · · · (收起)
讀後感
評分
評分
評分
評分
用戶評價
都 in action 瞭怎麼還這麼多無關的話
评分都 in action 瞭怎麼還這麼多無關的話
评分都 in action 瞭怎麼還這麼多無關的話
评分都 in action 瞭怎麼還這麼多無關的話
评分都 in action 瞭怎麼還這麼多無關的話
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