Machine Learning Guide
A machine learning podcast teaching the fundamentals of machine learning and artificial intelligence. It covers intuition, models, neural networks, math, languages, frameworks, etc. Where visual ML resources provide the trees, I provide the forest. Podcasts are a great supplement during exercise, commute, chores, etc.
MLG 018 Natural Language Processing 1
Jun 25, 2017
Click to Play Episode
Introduction to Natural Language Processing (NLP) topics.
Try a walking desk to stay healthy while you study or work!
Resources
Resources best viewed here
Speech and Language Processing
Natural Language Processing - Stanford University
CS224N: Natural Language Processing with Deep Learning | Winter 2019
Show Notes
Errata: 22:21 "cat & car different by one word" should be "different by one letter"
Syntax vs Semantics
Parts
- Corpus
- Lexicon
- Morphology
- Lemmas & Stems (reduce morphological variation; lemmatization more sophisticated)
- Tokens
- Stop words
- Edit-distance
- Word sense disambiguation
Syntax / Tasks
- Info Extraction (POS, NER, Relationship extraction)
- Parsing
Goals
- Spell check
- Classification
- Tagging (topic modeling / keyword extraction)
- Sentiment analysis
- Search / relevance, document similarity
- Natural language understanding
- Question answering
- Textual entailment
- Machine Translation (AI-complete)
- NLU vs NLP
- Natural language generation
- Image captioning
- Chatbots
- Automatic summarization
- Won't cover
- Optical character recognition (OCR)
- Speech (TTS, STT, Segmentation, Diarization)