{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Probabilistic Language Models\n", "\n", "\n", "How can we assign a probability to a sentence?\n", "\n", " P(high winds tonight) > P(large winds tonight)\n", " \n", " \n", "How do we do a proper spell correction?\n", "\n", "- The office is about fifteen **minuets** from my house\n", "\n", " P(about fifteen minutes from) > P(about fifteen minuets from)\n", " \n", " \n", "- How do we imporve the precision of speech recognition?\n", "\n", "\n", " P(I saw a van) >> P(eyes awe of an)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The Goal of a Language Model: \n", "\n", "We compute the probability of a sentence or sequence of words:\n", "\n", "$$P(W) = P(w_1,w_2,w_3,w_4,w_5,...w_n)$$\n", " \n", "Related task: probability of an upcoming word:\n", "\n", "$$P(w_5|w_1,w_2,w_3,w_4)$$\n", " \n", "A model that computes either of these $P(W)$ or $P(w_n|w_1,w_2,...,w_{n-1})$ is called a **language model**." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## How to compute this joint probability:\n", "\n", "$$P(its, water, is, so, transparent, that)$$\n", "\n", "- Intuition: let’s rely on the Chain Rule of Probability\n", "\n", "- The Chain Rule in General\n", "\n", "$$P(x_1,x_2,x_3,...,x_n) = P(x_1)P(x_2|x_1)P(x_3|x_1,x_2)...P(x_n|x_1,…,x_{n-1})$$\n", "\n", "- The Joint probability is now factorized as \n", "\n", "$$P(“its~water~is~so~transparent”) =\n", "\tP(its) × P(water|its) × P(is|its~water) \n", " × P(so|its~water~is) × P(transparent|its~water~is~so)\n", "$$" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Simplifying assumption:\n", "\n", "- Markov Assumption\n", "\n", "$$\n", "P(w_1,w_2,...,w_{n}) \\approx \\prod_{i=1}^n P(w_i|w_{i-1},...,w_{i-k})\n", "$$\n", "where $k$ is some positive integer.\n", "\n", "- In other words, we approximate each component in the product\n", "\n", "$$\n", " P(w_i |w_{i-1},...,w_{1}) \\approx P(w_i|w_{i-k},...,w_{i-1})\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Unigram model\n", "\n", "$$\n", "P(w_1,w_2,...,w_{n}) \\approx \\prod_{i=1}^n P(w_i)\n", "$$\n", "\n", "by assuming all words are independent.\n", "\n", "- Some automatically generated sentences from a unigram model\n", "\n", " - `fifth, an, of, futures, the, an, incorporated, a, a, the, inflation, most, dollars, quarter, in, is, mass`\n", "\n", " - `thrift, did, eighty, said, hard, 'm, july, bullish`\n", "\n", " - `that, or, limited, the`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Bigram model\n", "\n", "$$\n", "P(w_1,w_2,...,w_{n}) \\approx \\prod_{i=1}^n P(w_i| w_{i-1})\n", "$$\n", "by assuming current word is dependent on previous word.\n", "\n", "- `texaco, rose, one, in, this, issue, is, pursuing, growth, in, a, boiler, house, said, mr., gurria, mexico, 's, motion, control, proposal, without, permission, from, five, hundred, fifty, five, yen`\n", "\n", "- `outside, new, car, parking, lot, of, the, agreement, reached`\n", "\n", "- `this, would, be, a, record, november`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### N-gram models\n", "\n", "We can extend to trigrams, 4-grams, 5-grams. In general this is an insufficient model of language\n", "because language has **long-distance dependencies**:\n", "\n", " “The computer(s) which I had just put into the machine room on the fifth floor is (are) crashing.”\n", " \n", "But we can often get away with `N-gram models`" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.4" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import ngram\n", "ngram.NGram.compare('Ham','Spam',N=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Python modules\n", "\n", "## `scikit-learn` \n", "There module will help you to get all the grams given in a particular range." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['this', 'is', 'foo', 'bar', 'sentences', 'and', 'want', 'to', 'ngramize', 'it', 'this is', 'is foo', 'foo bar', 'bar sentences', 'sentences and', 'and want', 'want to', 'to ngramize', 'ngramize it', 'this is foo', 'is foo bar', 'foo bar sentences', 'bar sentences and', 'sentences and want', 'and want to', 'want to ngramize', 'to ngramize it', 'this is foo bar', 'is foo bar sentences', 'foo bar sentences and', 'bar sentences and want', 'sentences and want to', 'and want to ngramize', 'want to ngramize it', 'this is foo bar sentences', 'is foo bar sentences and', 'foo bar sentences and want', 'bar sentences and want to', 'sentences and want to ngramize', 'and want to ngramize it', 'this is foo bar sentences and', 'is foo bar sentences and want', 'foo bar sentences and want to', 'bar sentences and want to ngramize', 'sentences and want to ngramize it']\n" ] } ], "source": [ "from sklearn.feature_extraction.text import CountVectorizer \n", "text = \"this is a foo bar sentences and i want to ngramize it\"\n", "vectorizer = CountVectorizer(ngram_range=(1,6))\n", "analyzer = vectorizer.build_analyzer()\n", "print(analyzer(text))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Counter({(' ',): 11, ('t',): 5, ('i',): 5, ('a',): 5, ('n',): 5, ('s',): 4, ('e',): 4, ('o',): 3, ('r',): 2, ('h',): 1, ('f',): 1, ('b',): 1, ('c',): 1, ('d',): 1, ('w',): 1, ('g',): 1, ('m',): 1, ('z',): 1, ('\\n',): 1})\n" ] } ], "source": [ "from nltk import ngrams\n", "from collections import Counter\n", "\n", "\n", "text = \"this is a foo bar sentences and i want to ngramize it\\n\"\n", "\n", "analyzer2 = ngrams(text, 1)\n", "print(Counter(analyzer2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Vector Semantics\n", "\n", "**Why vector models of meaning?**\n", "\n", "- computing the similarity between words\n", "\n", " “fast” is similar to “rapid”\n", " “tall” is similar to “height”\n", " \n", "- Word similarity for plagiarism detection" ] }, { "attachments": { "image.png": { 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Intuition of distributional word similarity\n", "\n", "### Nida example:\n", "\n", " A bottle of tesgüino is on the table\n", " Everybody likes tesgüino\n", " Tesgüino makes you drunk\n", " We make tesgüino out of corn.\n", "\n", "- From context words humans can guess `tesgüino` means\n", "\n", " an alcoholic beverage like beer\n", "\n", "- Intuition for algorithm: \n", "\n", " Two words are similar if they have similar word contexts." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Embedding\n", "\n", "Model the meaning of a word by “embedding” in a vector space.\n", "\n", "- The meaning of a word is a vector of numbers\n", "\n", "- Vector models are also called “embeddings”.\n", "\n", "- **Contrast**: word meaning is represented in many computational linguistic applications by a vocabulary index (“word number 545”)" ] }, { "attachments": { "image.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "### Term-document matrix\n", "\n", "- Each cell: count of term $t$ in a document $d$: $tf_{t,d}$: \n", "- Each document is a count vector: a column in the matrix \n", "\n", "- Two documents are similar if their column vectors are similar\n", "- Two words are similar if their row vectors are similar\n", "\n", "![image.png](attachment:image.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Word2vec\n", "\n", "Word2vec is a group of related models that are used to produce word embeddings. These models are shallow, two-layer neural networks that are trained to reconstruct linguistic contexts of words. Word2vec takes as its input a large corpus of text and produces a vector space, typically of several hundred dimensions, with each unique word in the corpus being assigned a corresponding vector in the space. Word vectors are positioned in the vector space such that words that share common contexts in the corpus are located in close proximity to one another in the space.[1]\n", "\n", "Word2vec was created by a team of researchers led by Tomas Mikolov at Google. The algorithm has been subsequently analysed and explained by other researchers. Embedding vectors created using the Word2vec algorithm have many advantages compared to earlier algorithms[1] such as latent semantic analysis." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5rc1" } }, "nbformat": 4, "nbformat_minor": 2 }