{"cells":[{"metadata":{},"cell_type":"markdown","source":"# A mind map for of NLP","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"The full cheatsheet is now out, if you want to have a look: https://www.kaggle.com/rftexas/nlp-cheatsheet-master-nlp\n\nThis notebook is **not designed the same way** as most cheatsheets. Since NLP resources are awash on the Internet, I felt like I needed some structure. More importantly, I have been seeking for months a bird eye view of the field. \n\nThis cheatsheet is designed to give a **hollistic view of NLP**. Furthermore, it is structured in such a way that you can follow **how NLP has evolved over the years from co-occurence matrices to state-of-the art transformers**.\n\nDon't expect to find too much knowledge within the sections as the aim of the notebook is mainly **to give you a map of how the field is structued and why such advancements have been made over the last few years**. \n\nAs a tip, I would recommend learning this structure (to have a structrued view of NLP) and to look for details when needed.\n\nI will continually update this notebook regularly with questions that you can include in your favorite **note-taking** or **spaced-repetition** software (Anki is a must for this matter).\n\n<p style=\"text:red\"><b>If you like this work, don't forget to upvote the notebook as it encourages me to do it for many other fields. In particular, I plan on doing the same for Transformers, geometric deep learning and computer vision in the near future.</b></p>","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Credits to @graykode on Github for this amazing mind map","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Also this notebook mostly summarizes those amazing resources:\n- https://nlpoverview.com/#d-attention-mechanism\n- https://medium.com/saarthi-ai/transformers-attention-based-seq2seq-machine-translation-a28940aaa4fe\n- http://web.stanford.edu/class/cs224n/ (almost all the illustrations are extracted from this amazing course)","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# Table of contents\n\n- <a href='#1'>1. A classification of NLP tasks</a>  \n\n\n- <a href='#2'>2. Learning representations that conveys semantic and syntactic meaning</a>\n\n     - <a href='#1-1'>2.1. Denotational semantics, a naïve approach</a>\n     - <a href='#1-2'>2.2. SVD-based methods</a>\n     \n         - <a href='#2.2.1'>2.2.1. Word-document matrix</a>\n         - <a href='#2.2.2'>2.2.2. Window-based co-occurence matrix</a>\n         \n     - <a href='#1-3'>2.3. Iteration-based methods, Word2Vec</a>\n     - <a href='#1-4'>2.4. Global vector for word representation (GloVe)</a>\n\n\n- <a href='#3'>3. How to create language models?</a>\n\n     - <a href='#3-1'>3.1. n-gram language models</a>\n     - <a href='#3-2'>3.2. Recurrent Neural networks (RNN)</a>\n     - <a href='#3-3'>3.3. Deep bidirectional RNN</a>\n     - <a href='#3-4'>3.4. GRU and LSTM</a><br/>\n     \n     \n- <a href='#4'>4. How to deal with sequential output?</a>\n\n     - <a href='#4-1'>4.1. Seq2Seq models</a>\n     - <a href='#4-2'>4.2. Attention mechanism</a>\n     - <a href='#4-3'>4.3. How to effectively decode a sentence in a Seq2Seq model? (Beam search, ...)</a>\n     - <a href='#4-4'>4.4. How to evaluate translation models?</a><br/>\n     \n     \n- <a href='#5'>5. How to deal with large vocabulary?</a>\n\n     - <a href='#5-1'>5.1. Scaling softmax</a>\n     - <a href='#5-2'>5.2. Reducing vocabulary size</a>\n     - <a href='#5-3'>5.3. Word and character-based models</a>\n     \n         - <a href='#5.3.1'>Word segmentation</a>\n         - <a href='#5.3.2'>Character-based model</a>\n         - <a href='#5.3.3'>FastText embeddings</a>\n         - <a href='#5.3.4'>Hybrid NMT</a><br/>\n         \n         \n- <a href='#6'>6. How to create contextual embeddings?</a>\n\n     - <a href='#6-1'>6.1. Tag LM, the pre-ELMo era</a>\n     - <a href='#6-2'>6.2. ELMo</a>\n     - <a href='#6-3'>6.3. ULMFit</a>\n     - <a href='#6-4'>6.4. Transformer models</a>\n     \n         - <a href='#6.4.1'>BERT</a>\n         - <a href='#6.4.2'>RoBERTa</a>\n         - <a href='#6.4.3'>XLNet</a>\n         - <a href='#6.4.4'>ELECTRA</a>\n         - <a href='#6.4.5'>DistilBERT</a>","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# 1. A classification of NLP tasks","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"**Easy**\n\n-\tSpell checking\n-\tKeyword search\n-\tFinding synonyms\n\n**Medium**\n\n-\tParsing information from websites, documents, etc…\n\n**Hard**\n\n-\tMachine translation (e.g. translate Chinese text to English)\n-\tSemantic analysis (What is the meaning of query statement?)\n-\tQuestion answering","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# 2. Learning representations that conveys semantic and syntactic information","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"**Central problem in NLP**: How to represent words as input to any of our models while expressing a notion of similarity/distance between them?\n\n\nThere are millions of tokens in any language. Those tokens are not completely unrelated.<br/>\n*E.g.* : feline to cat, hotel to motel\n\nThus we want to encode word tokens each into some vector that represents a point in some ‘word space’. \n\n**Objective**: Finding a N-dimensional space (where N is between 100 and 1000) that is sufficient to encode all semantics of our language. \n\nEach dimension would encode some meaning that we transfer using speech. \n*E.g.*: tense, count, gender","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 2.1. Denotational semantics, a naïve approach\n\nDenotational semantics consist in representing an ideas as a symbol. It is **sparse** and cannot capture similarity.\n\nThe most basic approach would be to one-hot encode vector: forming a vocabulary of N words and representing the i-th word as a N-dimensional vector with 1 for the i-th coefficient and 0 otherwise.\n\n**Problem**: No notion of similarity (no cosine similarity for instance)\n\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAdQAAAB7CAYAAADNGnHjAAAgAElEQVR4Ae2dB9QVxRXHieZERY6C2BWVEkWjYgcRVEA0aKQZrGADI2BABDsq1igKqCAqKCIgKILYC6IGsIANERsoRYpYMBaMxhIzOb9J5rHf45WZ2X27+7537znf997bnd2Z+U/537lzZ6aGEkkVApdcconq1KmTqlu3rnr11Vdzpu22225TNWvWVBMmTMh5Xy5Gj8ATTzyhtt12WzV06FD17bffqq+//lqNHj1abb/99uq9996LPsIyeOOvv/6qOnbsqDbaaCO1Zs2avCm+5pprVI0aNdTzzz+veEZEEDAIUB8GDRqkateurWbNmqV+/vln9dFHH6kuXbqoHj16FKxX5h1p+qyRpsRIWpS64oor1IEHHqg76+zO55dfflHPPPOM7sRatWqlOnTooGbOnKn+85//CHQxIDB9+nR1yimnqDPOOEP17NlT9e3bVy1evDiGmNMXBXXu8ssvV+3atVNt2rTReCxdunS9hN5///26vh5++OHquOOOU6+88orU1/VQquwL//rXv9SIESN0PTn77LM1kd5+++1acS03ZIRQy6zE/v3vf2c6JAiX3yLxIkAHIKLUTz/9lIGBkUW2AshNlEAj1FWprwYN+cyFQLm3LSHUXKUq1wQBQUAQEAQEAUcEhFAdAZPggoAgIAgIAoJALgSEUHOhEtM1zF8ff/yxevnll9VLL72k/5gTXbZsWU7zWRTJwkz39ttvqxdffFHHxyfOT5999lkUr0/1O5j3W7FihZozZ04GbxwhFi1alDGjR50B4lywYEEGb8p57ty5auXKlVFHVRbv+/zzz3V9M/Wd+jdv3rwq5uMoMwL+y5cv1w4vJk7a25IlS6qYo6OMU94VHQLMywfb6+zZs9XChQujiyDrTdSX+fPnV2mv9I/0GzYihGqDUonC4C2KE1Ljxo1V8+bN9d++++6r7rjjjpJ1MHhj4lDTtGnTTJy77767GjNmTIlymZ7Xokxce+21as8991QHH3ywzv/++++vrrzyypLN7TG3CN4mPsp57733Vtdff316gIkxJWPHjq2CP7iceuqp6osvvihJKpjXvfvuu9V+++2Xqe+U/4ABA9RXX31VkjjlpdEgQNldcMEFij7RtJ9mzZrpPjOaGNZ/C3P+eBeb/ph4qTvXXXfd+oFzXBFCzQFKXJe+/PJL7TWKx+6DDz6oJk+erCZOnKhHNLkcPHKl66233lJ4xK1atSrX7fWu/fDDD3r5At6XxPfwww9rl/Wrr756vbDV7QIOD6effro64ogj1Pjx4zXm4IAGjGZaTOiAKaebb75Z3XLLLVajTMqR5SIPPPCAxnvKlCmaULt3714sump5nyU0W265pQIH6h+44Ln+/fffW+X3ySefVMOHD9dl8NprrxV9hnJ999131aRJk3R8lB/L0o455hjFaFkkvQjQdo466ihdXrRXU1/wFLeRTz75RLdz2uuoUaMU/W0xIc4ZM2bouIhv3Lhx6oADDtBKX7FnuS+EaoNSicL84x//UN26dVP9+vVzisF00v3791eHHnqo7qBef/11p3cEA++2227WGljwuXL7DqFCZIxOwNBFKCuWybBUBBI2y0UKrb/M937Wbp511ln5blfr63/7298UFhEfQYk5/vjjNQlT91le9txzzzm/CuvAscceW7JRsXOC5IGcCKAMQagoYTYKb/AlmGhPOOEEddNNN6n77rtP95OsbbVV3My7mJbjPaeddpq5VPBTCLUgPKW9SSeNuat3795OHfyPP/6oR0pobRdffLHaYost8m4CYZOD3//+9xVFqH369FH//Oc/baDJhBk5cqTCkoBFAGHej80Khg0blglj++VPf/pTRRMqCpxrB4mvAZtoMJpFmPdu2bKlJljag60QLyZ+IVRbxJILZwj1sssucyZClGbKePXq1Xo6B8sGG5CgDLsI/UTnzp2FUF1ASyqsL6Eyuvruu+90su+55x61zTbbCKFaFKIZoboSKh02ZkLmQpn3NtKkSROtQZvftp9CqO6EyqiS3cPMOlbmw/E/2GOPPdT7779vC70mciFUa7gSDWgIFauQy8iSNopfypAhQzKOZxBjgwYN1EknneSUJyFUJ7iSDexLqMFU43Cx9dZbC6EGQcnz3ZdQmYvBSYGGzTuMnHjiibpDN79tP4VQ3Qm1a9eu65mK8R3Yaaed9By4LfYyQrVFKvlwvoSK9YJBBhY8o4DhbHTQQQep1q1bO2VMCNUJrmQDC6HGi78voeKmj2co83947Rrp1auXbrjB3YDMvUKfQqjuhMqcdYsWLarAisNIvXr1nOZRhVCrQJjqH76EyrIoHN+mTp2amUqjjeKIxuoGFxFCdUEr4bBCqPEWgC+hMm/KPDNmx2xCbdSokfN8oBCqO6Eedthhes40WGPuvfde1bBhQ71mMHi90Hch1ELopOueL6HiqFanTh3tSR4coUKo1CMXEUJ1QSvhsEKo8RaAL6F+8MEHeoQ6cODAKiZfNspnnZqrCKG6EyqdIfNiQbnzzju1omMcxYL38n0XQs2HTPqu+xIqy+Bw1MSCESRUnNiOPvpop4wKoTrBlWzgKAnVZk1evtyKl28+ZP53nfWKNEbWsHJsmxGWLEGqriKE6k6oLDPafPPNlfHoxYR34403ahOey65TQqiutTW58L6Eyk5zO+64o7rhhhsyFiXqzV577aVYbuUiQqguaCUcNgyhUtkQdlXCvMFiZ6ONuWZLCLU4YuyewjwqmwQgkCy4447vKkKo7oTKIvsNNtggM1/KVpksOTv33HOd4BdCdYIr0cC+hMoqCJa4tW3bNrOZA+12u+22U64DDyHURKuAW+RhCJWREntM0qlsvPHGegkB+6K6OsiQYiHU4uXG/rv77LOPuvDCC3WjZJMHzJA+eAuhuhMqO3zRQWIVoCw43J1F/7QBFxFCdUEr2bC+hEqq2QFul112UUOHDtXtlTOMbTdnCOZaCDWIRsq/hyFUdgJhDSpmDSoNn+yTGlzWYZt9IVQ7pNBu2UiDdayDBg3yPlBACNWdUCkh9vtl7SkbobDYn7kyVxFCdUUsufBhCJVUswnIeeedp60YgwcPzqzdd8mREKoLWgmHDUOoUSZdCNUNzeDB2m5P/i+0EKofoRqsg57W5prtpxCqLVLJhwtLqCYHYdqrEKpBsQw+hVDjLSRfL9+oUymEGo5Qw5SHEGoY9OJ9NipCDZNqIdQw6MX8rBBqvIALocaLd67Y2BzDZy/fXO/yuSaE6oNaMs8IoSaDe9nGKoQab9EJocaLd67YhFBzoSLXciEghJoLFbmWFwEh1LzQlOSGEGpJYHV6qRCqE1wVHVgItaKL3z3zQqjumIV5Qgg1DHrRPCuEGg2OlfAWIdRKKOUI8yiEGiGYFq8SQrUAqcRBhFBLDHA1er0QajUqzDiyIoQaB8rr4hBCXYdFUt+EUJNCvvziFUItvzJLNMVCqPHCL4QaL965YhNCzYWKXMuFgBBqLlTkWl4EoiBUtr5j4bLPFngmYbKxg0HC7pONBdgv1FdkHar/OlRwp75TBnS4rsIzV155pTr22GP1zkuuz0v4+BCIglDD9o+yDjW+8g4dU1hCXbx4sT6V/tprr1V33XWXWrNmjVeahFCLw0ZHTuMCc7Z5ZBtCnw6dmIRQ/Qj1+++/19vJDRkyRLGV3EsvveSs2AihFq/raQkRllCXL1+u+0esIiNHjlSrV692zpoQqjNkyT0QhlA5A7JTp07qkksuUWPGjFH169dXnTt39tqvUgi1eB1YsGCBHtk0bdpU1ahRQ913333OnbmJRQjVnVDpXK+66ip9isjEiRNVz549Vb169dS0adMMrFafQqhWMKUiUBhCRfFt3bq1uvzyyzWpcnRbixYt1DfffOOUNyFUJ7iSDexLqBzTRofStWvXDIE+/vjjuqN/9tlnnTMlhFocsilTpqjhw4erBx54QG266ab6kwbvI0Ko7oTK8Vs1a9ZUb7/9toac05Y4febII4/UlgPbchBCtUUq+XCU1R//+EdNilgnXISTZf785z9nrEjz5s1TG264oeJQeheBUI877jjrk2pquLxcwkaLAITarVs3fXqGy5zchx9+qA455BBtejQp+uqrr/Qp9QMGDDCXrD8h1GuuucY6fLkGxCnpzDPPVH/961+dO2GT5/nz56tatWqFIlSOfePA7EqU6667Tu26666Zjs4WA06Z2WabbTLBmUPFlMe7sB7YiiFUlBpOrxFJLwL0iShMnCzkQqj0hQ0bNlS33XZb5oBx5t3Z8hKrnot89913+hnbo9+EUF3QjTjsl19+qU455RR19tlnO5kPOUycszlHjRpVJUWYfbt06VLlms2PRo0a6ePIbMKWcxgaJQ2jV69eau3atV5Z4fzNsIRKJ9G9e3ev+Mv9IRS3Bg0aONV38ky95oD3oFD/MftyDrCtQKiQc7t27byP37ONS8KFQwCHojZt2jgTKtaMrbfeWk2aNElhzUN4F4MQztN1EQgV5ev000+3ekwI1Qqm0gSCUDHbYr51GaHOmDFDNW7cWI0bN65KwtDAKHxXgVCZn6ruwiHVHDR8zjnnZEzlrnmOglDpzHv06OEadbUIzwiV+uZS38k4SkjLli2rYDB+/Hi18847q+eee67K9UI/IFTOssVK8PnnnxcKKvcSRoA6glnfdYSKglW3bl01derUTD2DUCnzZs2aOeUKQu3YsaOYfJ1QSyiwmUOlg3fpYJ5++mmt5d97771VUo7566STTqpyzeaHzKHaoPS/MFEQKks2KtXk67sO9fDDD1fNmzevUlBjx47Vpj28fW3FmHzbt28vJl9b0BIKR1n5zKE+//zzqnbt2gq/h+AIFUW2VatWTrmROVQnuJINbAi1d+/eToQ6a9YsreWPGDEikwEqH6Y0Tqh3FSFUe8SiIFRxSnJ3SkIJYV4sKDiYUHeNo1LwXr7vhlBlHWo+hNJznbI66qijnJ2SWNLGCBWFi5EpwicKmasFT7x801MfiqbEl1CZI2jSpIk2hZiRLeZjKhFamasIodojRmNlDnXy5MnOjjUmFiFUd0LFkQzcjXMKTkmsv2bkSjuyFSFUW6SSD+dLqKtWrdJz60xjUU+QH3/8UTslUWdcRAjVBa2Ew/oSKoV8wgknqIMPPlhReRDWRe6www5eZiwhVPuK8Prrr2eWzdg/VTWkEKo7ob7wwgt6WRjLlhDmPzHbXnrppVXBLfJLCLUIQCm67UuoZIE2hhPbt99+q3M0d+5cVadOHbVo0SKnHAqhOsGVbGBfQiXVVJB9991Xb+bAzjF77LGHXsBsRqwuORNCLY4WZTV69Gi9WJyNHVgoPnDgQPXpp58WfzgrhBCqO6HSuZ577rlqq622UjfeeKP2jIdQjUKZBXHen0KoeaFJ3Y0whIoVjz6Rtagsn9l///2rLDO0zawQqi1SKQgXhlBJ/meffaZHprfccotei2cm4F2zJoRaHDHWsL7//vsa548++kh/f/PNNzMmyOJvWBdCCNWdUEGP+j1nzhw1dOhQ9dBDD2VGH+uQLf5NCLU4RmkJEYZQyQPrUe+//37FgAPLko8IofqgltAzYQk1qmQLoUaFpN17hFD9CNUO3cKhhFAL45Omu2EJNYq8CKFGgWJM70gLobLcphJ2SjLrUHFwYX1ZUnL00UdX7DpU32UzUZWVIVSUGlmHGhWqpXkPFgnWH7Mfr3FGK01M+d9qdkpihzUbkY0dbFAqUZi0ECojVFfvtxJBUtLXpuU81EreejAthCrLZkra1CJ5Of4gPstmIon8/y8xI1TZKSlKVEv0rjQRKjvYVHdJC6GKyVdMvtW9rUWRPzH5RoFiBb1DCDXewhZCjRfvXLHJCDUXKnItFwJCqLlQkWt5ERBCzQtNSW4IoZYEVqeXCqE6wVXRgYVQK7r43TMvhOqOWZgnhFDDoBfNs0Ko0eBYCW8RQq2EUo4wj0KoEYJp8SohVAuQShxECLXEAFej1wuhVqPCjCMrQqhxoLwuDiHUdVgk9U0INSnkyy9eIdQYygyQ2QGDzeB9dwYKJpNTCHjfF198Ebwcy/ewhApBcBbk3XffrVyOsMrOnGzskI1I/t8c7n7PPfeoxx9/3Lv+iZdvOC/fBQsWqGeffTZ/IRW4Q/9x5ZVXqkpeNgMGa9eu1etwf/rppwJoJXuLdHJ8m+t5qCbVPM9RbrRX9oL2EZbNHHfccdXzPFTWJQEMIEMiABZW2GybTeanT58e9lXOz4chVBSAvn37qv79++s9KjlcnM0ZfPbyrZSNHVBAWKDts7EDyhsHU/fq1Uvdeuutem/QE088UZ9i4VrwadnY4ZtvvlFgEqf4jlBJJwdGn3LKKfpQcbD3EfoMCLWSN3Z47733FPhxsACEkVahL/Pd2IFNXLp3764GDBighg0bpjfK79Onj3NWq/3GDh9//LHq0qWLyj5c2xmp/z/Africs8g+rXFLGEJl3SgbPy9cuFArFjfddJPaZJNN1DvvvOOcjUokVNeOhNN8DjvsMMXxbRwJNXPmTPXb3/5Wa7+ugKdhY4d58+apM844Q9G5xim+hDp//nx9EMS4ceP0oRAs+PcRQ6iMUCt1pyROYOGgAdeTenzwDvNMmI0dGFy0bdtWrVy5Uu+yxJ6+G220kXrmmWeckpTqjR3IHB0+JlZjruWcOkhh8eLFGW2JbaYIg3zyySf6k4YA+TGiREvlkG3CLV26VP+hSXA/aMLArIF5aPXq1Zlz8dasWaMJiMbEO9ngvGnTpvo7WjBpMWlzQt4jsC+hcsKG0dzMiBRFg/Mi6bBcJQmTLxvMgzVlFJdQvmitaKouhArGaPSMbikzI1gF6JhdJQmTL+0E8vz66691csePH69OPfVU3eG4pj9MeF9CZWqGUQfpP+SQQ3T990lHkFCTmObxSbPtM5x8RLuinoMXFggjfKf8yT99KtYtlEQwpd80/Qh9JUL/yHsQ7tE/017j3LKTtPrslES6OYmLQYfhA/K/0047Kdsdj3TGldL9ROfOndNn8r3zzjv1/qWtW7fOZGr58uXaTHnSSSep3XffXf39739Xb7/9tjrooIPUFVdcoTs/Gj3Cwdm9e/fWBwp36tRJdwQcIMsorVmzZtoUzJFaZscfTqX4y1/+ojs8Oj2InO310FoGDx6sSRTSnjhxoraRU2FatWqlevbsmSkEA2qpPn0JlZMTOI5o5MiRmaQxaqpXr57uJDMXLb/ESahUdrRHRkeU2/XXX2+ZyvDBiNuHUOlkWrRooedyTCdDaphb2XvvvZ0TFiehorBi8jrttNN0nacNMEIBf463uvnmm2PdJ9WXUA3IKGDNmzcXQjWA/P+TvoTpCM4A5dB1MHriiSf0Xfwszj//fMVUA5Ys+jrKnz62Q4cOql27drrfveSSS9SBBx6oiZa6AalCoLRRBjH0ObfffntWzKX76UuoKBXbbbedtmKawREKBuk/4ogjnBJsRqi0HxuJZS9f5idheYQGfdFFF+nvFNSoUaMUoys6p7feektrTxyejXmNwsfUg3nNbE6Mqbdfv376HMQVK1bowp8wYYLWyO644w7VrVs3rXVBuh9++KF2XuBZtLcHH3xQz5dSmTj+CaFSURGpTHGbv3wJFTxoOGPHjtV5MP8w3fqMmOIkVJQAyo+O/uyzz/YymZr8un76Eir1COKk7qK4GEH5ouGaRmuuF/uMi1AZWWDRAWdGIsy3mzpDm8DZg5GrGZ0US3cU94VQo0Bx/Xeg9GGNo47TH95www26rr7xxht6EIEShTLJUY+Y+yFMvuPMiPUFix9z1Fhd8DF49NFH9cAChx76a/qqc845R4dZP/bSXPEl1FdffVVtueWWur83bRNCxfcGJd5FYiVUMoyYz+B3rpnrEOTDDz+sPXPRnBiJYj5gxAlhQqpoAOawYDJNp4tQQei46AjQTnv06JEZhVLIaE5LlizRYTl4mBEnGhnXAZFOhI4DwY5+wAEHaG1MX1BKa20777xzJoy5HsenL6E+/fTTet4Xs11QaAxGcQleL/Y9LKEGy9qUOXGa7+aTjhvt2ZwrijOYKbtiaYzivi+hUkfBiE6KOmWE+rvLLrs4E1JYQjV4m0+THoOz+YT8UVTxdMTyQ4dCB8t92tFjjz1mHo3tUwjVDWpTljwVVHyC34Nh8ELn/E9zOgvKlDlk24wuGVhQL7DQMafIgALzN0RMfWZaDMFMyrNYxPCqZu4/Tl8T8uVj8qX/r1Onjh40GZxotww2sDS5SCyECutjUsXjlk/mIWm8DLUxraIN47xBQZg5D8y7HAwMeXGNgjzrrLPUBx98oM03TJDzHGaGffbZR2vOZJxCp+NF+3rkkUcUZl1DJNOmTVMnn3yyrgCYJtCsIN2LL75Ym7nQuv7whz/oUSzv4jqemmYegHcTFye6My/Ds8HK6QK8T1hfQqXC4EiFIhIUrtE4XCUMoVJmKEizZ89WNGbKk/qBtYHRj7nPKI97LVu21A2Vsud7nOJLqFgu0OixZjCyNsJ0BCYyVwlDqOD54osv6hEFowuDN+3DzJ9RFhAoHSNmLubIMPnRmZB+ngF/yi3O+g5OQqj2tYX+iT7s5Zdf1u1r0aJF+mHqI+XN/CD9L2WN8InVj9Eq96gr9J30b4Zg+cTMT1+IEJ7pOIT5RabMqBP8vfvuu1oJwxLIgAdl3bxHP1Dif6TBh1BpFxAqc8TBESrKPEqli8RCqIwuIapDDz1UT/ReeOGFmiSxx+M9xqgDk22jRo10hdhvv/30CJNRJ8+gJTOSJDykAGiMJNGS0JqZyzSmNQi2cePGasSIEXoUyRwoI1EKlpEa8WBSxtyLJk4hoH1hpmCulPuYiTH5YvKYPHlyBs8nn3xSp4cLpAGypfLkEgqGEfSyZcsK/kEi5MMUZK53mWu+hAp+zDmb+WLeBx7bb7+9NuOY99t++hIqWKMYNWjQQDdctFtMRJQ/JtIxY8ZoZQslCnyZ08H6QEXv2rWrbqCQQD7BecIGb8o2OHLM9z5fQqWDomNiTh7TmRHqInXNVXwJFbzpLGgPONLhZDF69GhdZ5kC4DsKLeWJ4olpj7LBMgOBtmnTRk+v0F5IA+2I+s57s4VrKL6UZbEyYMrGOH9kvyf7txBqNiL5f9OnoXTiU7L55pvrvhGlv379+poIUVL5TtuirHE0uvrqq3U/iDmXfoL+FgIlLOVOHzZw4EBtHUQBpo+kfClv+kqUNb7zh8KFIkn9wcqIaZj+jXvZwjXaK/cL1Rfu017NyDH7PcHfvJO8uZ6HSl6ZisF3wPAIn02aNNHTH8E4in2PhVDRgLG3Q6wQKJowDRlzLp0oZAJx7bDDDrpQmLPEqQjTGeZbnkPrYkQ5d+5cTYas7UOjIhwdgwGcDDHqwgEJrYw1ZJMmTdINmHvnnXeefic2f4S4qSSMJoiHudGnnnpKdxyMkEmnEUa8VDaEyoYWFrxvwvFJXBTQBRdcoFAg8v2hNEAYVPxi4kuoVEgm148//vhMBw+edevW9ZoH9iVUyggrAZ08ygwVHwFXTOs0TsoU4kcBoAFDpGjdlAlKj/HizsaKxkTZMLLKhzXXKX+UMjr/YuJLqKSFKQQUQzoLhPrAPA1l7Sq+hIrSgHVixowZ2jpEm2DECZbMnzNaod4x4sDjmxELFhzu0zkyKkE5oPNlPgyllnzkEjog2gTtu1Cd5x5TKii+NhKWUClDlDK83H2Esgy7sQP1no1l8ikR1HlGl8SVLfRPNgo3z1I+KCt33XWX7tN4F5afjTfeWH8SP3hiXaMNmJEnSh5LCzHZ0g/T5uhfaafUIUy++JrQn5kpF2PFoE9CiB/zLs9iiWSgQ59K/ckl5Gv48OF6YGTTXvNhF3w3afAhVNoEliP8aMyIGhwhWdcNQWgfJffyJcEkFBMBBIrQiaLh0LEjmHzpVCkoFzEaRfCZXBXT3OceFbiYUODZ77EZ1Zj3EpYOClIo9EelRUPKlQ/zLvPpS6g8TwNipIImismdBsQoxCVPJh10xjjc+Ah1gVEOlQ5FC0GhwfqANopgIUABCGKSXRY6YNY/8KY+FcIb0sYEZtNA6YxxxkGRy0ckWUnI/ISUmKPGioHTA1o+JlQbxSnzkv9/8V2HCmZgCKmj/GFhQRhp8k46DYS0smyAOp9LjLKa6565RhiWuYFvIfy5Bx5gayNhCBVlFyerbbbZRisQKHHG78ImbsKAoSFUWyUg+93US/o+LC7ZGNMvYk1D0UPxzRaUSUZ7KD+FxJQRcWFZMJYzNrTB8mfaD/0uxBHsZ6kjhkiIgymu7HTSZ5o4CJN9v1Dact0jPQx46P8K1RfTXm3iI30+hEr6wGnHHXfUyiX1k6Vy7du3r9IH5cpH9jVDqLbLbby9fGm0zNmhiSFUUhq1qeA0HEYXtg0tOyNp+02FIa80QjTMfH/cp5MNVtZ8eQlDqDQYzKuMEBipYOrJN9rLF7+5HmZjBwickT+mJYTGy8iZCmwUHSwUePfaYGLSxKct3mjiNu8OEqqZRw/GV+w7VhC0b7DG8sFIz0dYvoDy4yPgDZbMB5Ef6iUdNA5SZpTO6NNXQTJp4r3UMZv6joXKpoPk3WEIldE5CiSWEOo8I3Hm+VyEfIUlVEgRa5xZXRCMn7ZPm0TBRCHJFlYXoOxgZbARRohY9VBcEawbtC+Ezh5HOWMZ0hcT/Ef9K1ZfIH7aK+VQTMIQKu0ER1bKAgsZinCh6aV8aaGfQGGhD7MRL0Kl8dCxGBdkzAaYwzCLoR3REfIdpyQb4GwSmnQYKi+NGbNZoT+2usIkbTNyCUOoBg86M0YmYXC2Mfkyd5hr9EuFYzSK1yiCaXHbbbfNbDDBqIIOwJXsyQ9mKszCxfBGG6WRFhMIyGcdavC94MDIO4yiaGPyJZ5cJEXbYi7LzN0yGmD9MWt7ERTa4Gg1mHaX77RjzGPU50L4c4/Oio7URsIQKmkK1sHs3zbxU5067CsAABKXSURBVK8MoaIU5xMILJ/SRdnj2JWrjUMCjEzpE3O1Sd6JEmAIMl/8XCcelF36HYQ50Zo1a2bKGpMs9ZlRbNJCXcX5CQIrVF+oT5iwbSxK4IcTke9evmCCaZ72Gqw3LljFMkIFPEYgmBwhBcy+mHfRlM1mDYBmU2lcMpdkWBovJg3MB4X+MOWgCRG+mERBqMXisLlfiFBJIxowc8NBs5J5Lx0EzjkdO3bUdQGvQSwXzLdgpqKeYBqzGUGad/JJY4KMC2HNPfCmc7NpoFEQajCNvt8LESqjQjRqFJRcHT4dBITJHCLzWZgXcUwx89GUk1lj7Zs+nqO8GGGBb7EyoKM31ohicYYh1GLvtrlvQ6iYlSkj8p2k0Jnj0Mf0Av0qo3KmHbBuQOZcNysekkwncYMrigI+MYXqC/UJRSCXspidB97pa/LNfpfvb0OoTLHYiNcIlYyyrnTDDTfUu2zQgDE/4oSERgGZokmLFEagHAiVTSQYcaIl5hqVQWSQKHXh1FNP1ZtwEBYHAEZSOC3leq4wMqW5Ww6EihmZuR+IMdcICSUV55Pf/e53euTPnBRLzvD4RaHFCSUteOcqxXIgVDy68Y6mM01aUKxoS1j8UFxQbnFKYmSKc5GNIpl0HnzjrxhCBSA0acx7TELTyDG58RsHGe6JFEegHAiVuTjWMuJdmE/IB8tnCMPIhpETc0RoojYj9Xzvjfp6ORAqi/JZqkA7yicoq+BLGPDGcsD8Is5ZabcKpZ1QMdVy6AHTNmkQypa2RVuirJniwRmN39WZTMG+ogjVZJhMGwl+N9fkMz8CaSdU5mYw5+JRXEyyyz77d7Hn47ifdkJlj1W8odnRpphJDHyDGAe/x4GlbxxpJ1S85XEESpNApEHJ/h28V52+U6crwuRbnQotybyknVCZE0EbzmV6TBI337jTTqiMOvCer87TJWkmVOoHa+CNt7RvPZPnokFACDUaHCvmLWkn1OpWEGkn1OqGd678pJlQc6VXriWHgBBqctiXZcxpItSw6xbLoQCEUJMvJSHU5MugXFIghFouJZWSdKaFUMNs7JASKK2SAaGyQJuND5I0Y3P+pFm3a5XwahQoLYTKshjbtbPVCP6yygpzxSwPw7M5KUdX+gmWBJrjQ4sB6LVspthL5b4dAmkh1ELrUO1yUh6h0jJCZR2p705J5YF0/lSmhVA5yivXOt/8KZc7cSPACDXsxg5h02zWoZZ868GwCZXnld4IgbWbbBuXpOeeEGq8tbHQxg7xpiT+2IRQ48e8XGMUk2+5llxC6ZYRarzAp2WEKoS6W5UlP3HWAjppm60H40yTxJUbASHU3LjI1TwICKHmAaZEl4VQSwSsw2tlhOoAVoUHFUKt8Argmn0hVFfEwoUXQg2HXxRPC6FGgWJlvEMItTLKObJcCqFGBqXVi4RQrWAqaSAh1JLCW61eLoRarYqz9JmJglA584+zFxcuXOidYHFKsoeOQyFwo58/f773PKDMofrPoXJUIfWd7Rl9hE5a5lB9kIv/mSgIdcqUKfpgcd8j7oyXb0lPm4kf2uoZYxSEyrm0tWvX1mfP+qIkhGqP3ODBg9Wmm26qOOWFBu8jQqj+hMqRfuDfv39/H+h1mQmhekEX+0O0r7DLZtiwhtN5OMTFRyBUzh4WQvVBL+ZnoiBUTp9gU/Uwp4zIxg72Bc8+r1gDMB/7imzs4E+onLDy4Ycf6oOjffA3I1SUGtnYwQfB+J6JYmMH2ivnJfv2j7KxQ3zlHTqmKAg1dCKUUoxQZevBKJC0e4eMUP0J1Q7h/KEMocrGDvkxSssdyiotp83Ixg5pqRUF0pEmQr3uuusKpLR63BKnpOTLUZySki+DcklBmghVTL5lUGuiIFQqXdhdlmQO1b6yRIG3jFDDjVCp75SDj/CczKH6IBf/M5RV2BEq7yh2tnChnIlTUiF0UnYvCkJ9/PHHVb9+/dTKlSu9cyeEag/drFmzVK9evRTepr4ihOpPqPgMnHvuuWrq1Kle8AuhesGWyENRECrtlX2zly9f7pUHIVQv2JJ5KApCpXOvUaOGmj17trfWLoRqX/6XXnqp2mSTTfRB4DR4HxFC9SNU8H799dfVBhtsYO11mV0+QqjZiKT3dxSEijd4rVq1dHv1yakQqg9qCT0TBaEyUpo7d663FxtZF0K1rwCffvqpmjlzZii8hVD9CJVSwsuXJUurVq2yL7RASCHUABgp/xoFoeLJ/dxzz+l645NdIVQf1BJ6JgpCjSLpQqhRoGj/DiFUf0K1Rzl3SCHU3Lik8WoUhBo2X0KoYRGM8XlDqBx4HdaxKEyyhVDDoOf+rBBq8oTavn17OQ/VverG+gSEysYOSR4wDqHKxg6xFrt/ZBBq165dtZNL0oR69dVX+2ekTJ784YcfFOvJUGBYsJ2U0En06NEjqegTjZflWY0aNfKe7w+beDrpQYMGKQ55l40dwqJZ2ufxzm3btq267LLL1Pfff1/ayPK8nX6iQ4cOut/IE6TK5RpVfsmPWBGIglCXLl2qXnjhBYUm5SuMUK+66irfx8vmOUOoHOjuS6irV69W06dP934esIRQ/QmVHW+ef/559dFHH3nVO2PyFUL1gi/WhxhkhCVU2utTTz3l3T/ST2DNkI0dYi16v8iiMPmef/752ottzpw53lo/hCo7JdmVIRsTbLHFFrpTp3P2ETH5+pl8wZtNzjfffHNt1fHB3hCq7JTkg168z1BWYU2+rDnecssttWOST+plDtUHtYSeMYTKiMnX5Dtt2jS9UfiKFSu8cyFzqPbQPfvss6pv375q2bJl9g9lhRRC9SNUYMTLmnWoDz30UBaqdj+FUO1wSkMoyirsxg7PPPOM6tOnj3d7FUJNQ02wTEMUhMoyAgqdyucrQqj2yP38889q7dq1ofAWQvUnVOo5ZjjKwUeEUH1QS+aZKAj1l19+Ud9++613exVCTabsvWKNglC9Is56SAg1C5AS/xRC9SfUsEUjhBoWwfiej4JQw6ZWCDUsgjE+L4QaI9hK6SPXunfvrk1ANJSkRAhVCDWpuldO8QqhllNppSCtQqjxFoKcNhMv3rlik9NmcqEi13IhIISaCxW5lhcBIdS80JTkhhBqSWB1eqkQqhNcFR1YCLWii98980Ko7piFeUIINQx60TwrhBoNjpXwFiHUSijlCPMohBohmBavEkK1AKnEQYRQSwxwNXq9EGo1Ksw4siKEGgfK6+IQQl2HRVLfhFCTQr784hVCLb8ySzTFQqjxwi+EGi/euWITQs2FilzLhYAQai5U5FpeBKIgVJZ/sHsMC5h9Rdah2iPHRhrsDxpms25ZNhNu2cwXX3yhvvrqK/tCC4Skk2Y7Otl6MABKSr9GRajffPONXjLnk01Zh+qDWkLPhCVUNgm/6aab1MCBA/X2gwsWLPDKiRCqHWzz5s1Tw4YN0wcJ9OzZU7ENoY8IofoR6po1a9SQIUMUJ9YMGDBAjRkzRnHggYsIobqglWzYsIS6ZMkSNWHCBNWtWze9B7RPboRQfVBL6JkwhMop9JzTN3r0aDVr1izVpk0b1aJFCy/NXQi1eAV4//33VefOndUtt9yiZs+erc466yzVoEED9c477xR/OCuEEKo7odK5sikHuIP/0KFDVcOGDXX9z4K34E8h1ILwpOpmGEIdN26cQunt2LGjqlGjhj6RyydzQqg+qCX0jC+hopWfccYZ+kxNChxhtPqb3/xGTZ061Tk3QqjFIbv00ktVu3bt1KpVq3Rgyq5WrVrqvPPOK/5wVgghVHdCffnll9Vmm22mPvjgA43m119/rRXK1q1bK8rCVoRQbZFKPlwYQqU/fOmll9SkSZM0oTLo8BEhVB/UEnrGl1AZLTVv3lybe03S6WC22morfRKHuWb7KYRaGCk21z7yyCM1eQbPUT3ssMPUIYccUvjhHHeFUN0JlWMKt9tuuwya+AzccMMNirrLkW62IoRqi1Ty4cIQKoeTI1jyGGgIoSZfniVPgS+hvvLKK2qfffZZz9yFCRKzpKsIoRZGbPny5erAAw/UziwccG3ktNNO02ZfGr6LCKG6E+rxxx+vmjRpUgVmpjvq1aunTcBVbhT4IYRaAJyU3QpDqCYrHN8mhGrQqOafvoQ6ffp0teuuu+oJ9yBEu+22m/ZeDF6z+S6EWhgl5kkbN26sR0RBb+pzzjlHj5qMNlz4LevuCqG6Eyo+Aoceeug6EJVS48ePVzvvvLPT4dFCqFUgTPUPIdRUF0/6EudLqGhdOGSMHTu2SqYgxq5du1a5ZvNDCLUwSvPnz9cKzLXXXqtYNmMEB5k999zT/LT+FEJ1J9RWrVqpZs2aVcEYL99GjRqpOXPmVLle6IcQaiF00nVPCDVd5ZH61PgS6osvvqg7eDxOjTBKql+/vrrooovMJetPIdTCUC1evFjtu+++6oILLqiy/hQzJPOoriKE6k6onTp10qPRINYjR47U7cDF01oINYhgur8Loaa7fFKXOl9CxdNxv/320x38zz//rPPFZgN169ZVjz32mHM+hVALQ4ZTUtu2bfX8NJsKGNlrr730+l/z2/ZTCNWdUFl3WrNmzcyyMOayBw0apJ3FcMizFSFUW6SSDxcFoTI9xhwqS618RLx8fVBL6BlfQmXZDGvyDj744IyH45133qmYQ2VXEFcRQi2O2OWXX64dYFi+gTXgrbfeUnXq1JF1qMWhqxLCd+tBHPE23nhjRT2no124cKFq37694n0uIoTqglayYcMQ6q+//qqnZ6ZMmaKXzTz11FN6tyTe6SJCqC5oJRzWl1BJNh065sYzzzxTe/uyjObBBx/UnY1rtoRQiyP22Wef6XWPeFEzd8eaVEjWR2SE6j5CBWfWAqM03nHHHdo6g78A5eIiQqguaCUbNgyhfv755+ruu+9WtLVddtlFW5fuuusuhbXJRYRQXdBKOKwhVLxFXTUnks5WbPfee69ej8q2eL6CxzDbuVV3MZvj9+3bV9FQXAXLwLRp07S3r++2g8QphLqbK/SZ8KwnHDx4sHrggQdUcE1wJoDFF9nL1wKkFAQJQ6hr165VWJNeffVVxbp9PtnogT7ARegn2JGOJXI2UsMmkIQpDQIQKvtM0sEnKZVGqOxuFFz+Ejf2mCrxEK5EwUTLEqQkBW9t2Rw/yRKwi9sQKgqQ69I0uxiKh6Kf6NKlixBqcaiSD/Hll1+qk08+WW8awNwQC9Vvu+02rU2VqgJxSsojjzyizWajRo1S99xzj9p00031hu/JI1LaFKCdnn766app06Zq+PDhGm88RdmmzMdCYJNayvHRRx/Vc3/gjdmJpR6Y6itRrrnmGr2FIGZb8KDeM8/lYzGwwY9yfeONNxTlTPsiPta0Hn300QqzoEh6EWAe9KijjlJHHHGE7hdNfZkxY0bJEk19wQpFXPyNGDFC7bHHHnrgYxOpjFBtUCpRGMwSnBbD9nVsbUflYfE6JGe8d6OOmlFx//79dSUlPhPn/fffH3VUqXsfmN566636EAGD9+GHH65NuDTeUghxgjdewgZv4qShVqJMnjxZkX+DP7iwiTnTF6UQypUNIPA3AH/ibdmypVYgfRz4SpFGeWduBCA3FDD2azZth/pSyukpFOA+ffpk6if1BUKn37ARIVQblEoUhsaOloyN/7333lPvvvuu4gg2rpVqxIQJY9myZTou4uMPj0nf8yVLBE1JXgumLHth2ZHBmzWMbHhfKrx579KlS9fDu1QEUhLgInwpS1wWLVpUBQ/W+ZZKgSTplDnlTF2n3GlvnCFcKitQhHBV/KtwOgu2V8pw5cqVJcMlu71SX6ivtu1VCLVkRSMvFgQEAUFAEKgkBIRQK6m0Ja+CgCAgCAgCJUNACLVk0Jbni0s1l1hKNEplri1lmtPw7lLjVur3u2JYTibetGHninWlhvci1IceekivA8M7jwNcmZMzwo4mbCZuKi8LaTk9nbATJ07UcxgmrHymAwF2EWEi/phjjskcoJ2OlOVOBfNtnHOIpywHrTPHIVIcATrp1157TZc1SwHefPPN4g85hlixYoXe8IJlKRMmTHB8umpw+pUlS5aoMErezJkz9bK0jh07am/fqjGk5xdzdMOGDdMbEODpn+SyrqhQYUUB89WsZohT8Opmv/PgUYtxxe9FqJAoSy0222wz7YVl9tKERE844QTVr18/hQcrwmJ4iJRt2jp06KDYc1YkXQiw6xJrI2vVqlVFOUpXKtelhnrGRhacQMIZsKRfpDgCECoOQLTRLbbYQr3wwgvFH3IMQefJukG2CWS9Zxhh9y92uQnTIXP4OEulateurSDXtArLhm6//XadTpTb6kCoTzzxhM5P2HrgWma9e/fWSxGT4Jr/AoHioytiSWEkAAAAAElFTkSuQmCC"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 2.2. SVD-based methods\n\n**Objective**: Finding word embeddings that captures some notion of similarity\n\n**Idea**: Loop over a massive dataset and accumulate word co-occurrence counts in a matrix X. Then use SVD where the word vecors are the columns of U. \n\n**Distributional semantics**: The concept of representing the meaning of a word based on the context in which it usually appears. It is dense and can better capture similarity.\n","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### 2.2.1. Word-document matrix\n\n**Assumption**: words that are related will appear in the same documents. \nE.g.: « bonds » and « banks »\n\n**Idea**: Loop over billions of documents and for each time word I appears in document j, we add one to entry Xij. \n\n**Problem**: Very large matrix that scales with the number of documents.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### 2.2.2. Window-based co-occurence matrix\n\n**Idea**: Loop over billions of documents and for each time a word I appears in the neighborhood of word k, we add 1 to Xij. Note the additional parameter: the window size.\n\nHow to obtain word vectors? We perform SVD on the matrix, observe the singular values and cut them off at some index k based on the desired percentage variance captured.\n\n**Problems**:\n-\tThe dimensions of the matrix change very often\n-\tThe matrix is sparse\n-\tVery high dimensional\n-\tQuadratic cost to train","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 2.3. Iteration-based methods, Word2Vec\n\n**Objective**: Create a model that will be able to learn one iteration at a time and eventually be able to encode the probability of a word given its context\n\n**Idea**: Design a model whose parameters are the word vectors. Train the model on a certain objective. At every iteration, we run our model, evaluate the errors, and follow and update rule that has some notion of penalizing the model parameters that caused the error (=backpropagation).\n\n**2 algorithms**:\n-\tContinuous bag-of-words (CBOW): predict a center word from the surrounding context in terms of word vectors\n-\tSkip-gram: predicts the distribution (probability) of context words from a center word\n\n![image.png](attachment:image.png)\n\n**2 training methods**:\n-\tHierarchical softmax\n-\tNegative sampling\n\n**Advantage**: much faster to compute and capture complex linguistic patterns beyond word similarity\n\n**Problem**: fail to make use of global co-occurrence statistics","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 2.4. Global vector for word representation (GloVe)\n\n**Idea**: Weighted least squares model that trains on global word-word co-occurrence counts and this makes efficient use of statistics\n\n**Advantage**: Produces a word vector space with meaningful sub-structure (queen – king + man = woman)\n\n**Used for**: Word analogy task, word similarity task\n\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# 3. How to create language models?\n\nLanguage models compute the probability of occurrence of a number of words in a particular sequence.\n\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 3.1. n-gram language models\n\n**Objective**: Compute the probability of occurrence of a number of words in particular sequence looking at the n-1 previous words.\n\n**Problem**: In some cases, the window of past consecutive n words may not be sufficient to capture the context.<br/>\nE.g.: As the proctor started the clock, the students opened their *??*.\n\n**2 issues**:\n-\tSparsity problems (if n-gram never appears in corpus, then probability is 0).\n-\tStorage problems (As n increases or the corpus size increases, the model size increases as well).\n\n**Limitation**: A finite window of previous words are considered for conditioning the language model","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 3.2. Recurrent Neural Networks (RNN)\n\n**Objective**: Condition the language model on all previous words in the corpus\n\n**How?** Because the same weights are applied repeatedly at each timestep. Thus the number of parameters the model has to learn is less, and most importantly, is independent of the length of the input sequence - thus defeating the curse of dimensionality.\n\n![image.png](attachment:image.png)\n\n**Advantages**:\n-\tThey can process input sequences of any length\n-\tThe model size does not increase for longer input sequence lengths\n-\tThe same weights are applied at every time step of the input, so there is symmetry in how inputs are processed\n\n**Problems**:\n-\tDifficult to access information from many steps back due to problems like vanishing and exploding gradients","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 3.3. Deep bidirectional RNN\n\n**Assumption**: It is possible to predict a word by looking at future words\n\n**Objective**: Create more accurate and contextual representation of a word by concatenating forward and backward hidden layers\n\n**Problems**: Same problem as with vanilla RNN architectures","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 3.4. GRU and LSTM\n\n**Objective**: Capture long-term dependencies in the sequence of word. In practice, vanilla RNNs are very difficult to train due to the vanishing gradient issue\n\n**Idea**: Design recurrent units (neurons) in such a way that they have more persistent memory thereby making it easier for RNNs to capture long-term dependencies.\n\n**4 types of gates for GRU**:\n-\tNew memory generation\n-\tReset gate\n-\tUpdate gate\n-\tHidden state\n\n\n**5 types of gates for LSTM**:\n-\tInput gate\n-\tForget gate\n-\tOutput/Exposure gate\n-\tNew memory cell\n-\tFinal memory cell","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# 4. How to deal with sequential output?\n\nSo far, we have predicted a single output: an NER label for a word, the single most likely next word in a sentence given the past few. However, there’s a whole class of NLP tasks that rely on sequential output.\n\nE.g: \n- Translation (NMT = neural machine translation)\n- Conversation\n- Summarization","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 4.1. Seq2Seq models\n\n**Advantage**: Can generate arbitrary output sequences after seeing the entire input. They can even focus in on specific parts of the input automatically to help generate a useful translation.\n\n**Basic architecture**: 1 encoder (LSTM or bi-LSTM) – 1 decoder (LSTM or bi-LSTM)\n\n**Role of the encoder**: Read the input sequence and generate a fixed-dimensional context vector C for the sequence.\n\n![image.png](attachment:image.png)\n\n**Objective of the decoder**: Use a language model that’s “aware” of the words that it’s generated so far and of the input. \n\n**Problem**: When using a single “context vector” for sequence-to-sequence models, often different parts of an input have different levels of significance. Moreover, different parts of the output may even consider different parts of the input 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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 4.2. Attention mechanism\n\n**Objective**: Give the decoder network a look at the entire input sequence at every decoding step; the decoder can then decide what input words are important at any point in time\n\nE.g.: The ball is on the field\n“ball”, “on” and “field” are the most important words in the sentence, hence we pay attention to them\n\n**Idea**: Providing the decoder network with a look at the entire input sequence at every decoding step; the decoder can then decide what input words are important at any point in time.\n\n\n**Main types of attention**:\n\n-\tGlobal attention\n-\tLocal attention\n-\tSelf attention\n","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 4.3. How to effectively decode a sentence in a Seq2Seq model? (Beam search, ...)\n\n**Objective**: Given an original sentence s, how to find the translation s* that maximizes P(s* given s).\n\n**Problem**: The search space is huge, it needs to be shrunk\n\n**Algorithms to achieve this**:\n-\tExhaustive search\n-\tAncestral sampling\n-\tGreedy search\n-\tBeam search","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 4.4. How to evaluate translation models?\n\n-\t**Multi-task learning**: if your word representation is useful for solving some challenging task, then the model must be encoding relevant information in your vectorized representation.\nE.g.: using the output of a translation model for question-answering\t\n\n-\t**Bilingual evaluation understudy (BLEU)**","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# 5. How to deal with large vocabulary?\n\n**Problem**: Seq2Seq models have a hard time dealing with large vocabulary size. These models predict the next word in the sequence by computing a target probabilistic distribution over the entire vocabulary using softmax. Softmax is expensive to compute and its complexity scales proportionally to the vocabulary size.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 5.1. Scaling softmax\n\n**Objective**: Reducing the time complexity of softmax\n\n**2 algorithms**:\n-\t*Noise Contrastive Estimation*: approximate “softmax » by randomly sampling K words from negative samples. The computation complexity is reduced by a factor of K.\n\n\n-\t*Hierarchical softmax*: use a binary tree structure to more efficiently compute “softmax”, computational complexity: log V.\n\n**Problem**: Both methods save computation during training step (when target word is known). At test time, one still has to compute the probability of all words in the vocabulary in order to make predictions.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 5.2. Reducing vocabulary size\n\n**Idea**: Replace words outside the vocabulary by < UNK >\n\n**Problem**: Unreliable and infeasible at scale","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 5.3. Word and character-based models\n\n**Idea**: Instead of dealing with words, let’s operate at sub-word levels by cutting tokens (words) into smaller pieces. \n\nPhonology posits a small set or sets of distinctive, categorical units that we call phonemes. Let’s try to change our perspective: instead of working with words or even splitting words into characters, let’s now consider n-gram characters. ","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### 5.3.1. Word segmentation\n\n**Objective**: Representing rare and unknown words as a sequence of subword units\n\n**Idea**: Adapting the Byte-Pair encoding algorithm (a lossless compression algorithm).\n\n**How**: start with a vocabulary of characters and keep extending the vocabulary with most frequent n-gram pairs in the data set. This process is repeated until all n-gram pairs are selected or vocabulary size reaches some threshold.\n\n**2 variants**:\n-\tWordpiece\n-\tSentencepiece","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### 5.3.2. Character-based models\n\n**Objective**: Enable open-vocabulary word representation\n\n**Idea**: for each word w with m characters, the models iterates over all characters to look up character embeddings\n\nUsing the same architecture as for word-level model, but use smaller units called “word pieces”","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### 5.3.3. FastText embeddings\n\n**Objective**: Create a next generation efficient word2vec-like word representation library by leveraging n-gram characters\n\n**Idea**: train bi-LSTM to compute embeddings that attempt to capture morphology\n\n**Advantages**: better for rare words and languages with lots of morphology","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### 5.3.4. Hybrid NMT\n\n**Objective**: deal with unknown words and achieve open-vocabulary NMT\n\n**How**: The system translates mostly at word-level and consults the character components for rare words. \n\n**Advantage**: Much faster and easier to train than character-based models\nIt never produces unknown words as in the case of word-based models.\n\n**Structure of a hybrid NMT**:\n-\tWord-based translation as a Backbone\n-\tSource character-based representation\n-\tTarget character-level generation\n\n![image.png](attachment:image.png)\n\n**How it works**: 2-stage decoding with a word-level beam search and char-level beam search for < unk > tokens","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"# 6. How to create contextual embeddings?\n\nSo far, we always have the same representation for a word type regardless of the context in which a word token occurs.\n\n**Problem**: word embeddings are context free with GloVe, Word2Vec, FastText. Those language models are trained to predict the next word, but those language models are producing context-specific word representations at each position\n\n**Objective**: obtain a very fine-grained word sense disambiguation","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 6.1. Tag LM, the pre-ELMo era\n\n**Ideas in 3 steps**:\n-\tPretrain word embeddings and language model\n-\tPrepare word embedding and LM embedding for each token in the input sequence\n-\tUse both word embeddings and LM embeddings in the sequence tagging model","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 6.2. ELMo\n\n**Objective**: Learn word token vectors using long contexts not context windows\n\n**Idea**: Learn a deep Bi-NLM and use all its layers in prediction\n\nFirst run biLM to get representations for each word\nThen let (whatever) end-task model use them\n- Freeze weights of ELMo for puposes of supervised model\n- Concatenate ELMo weights into task-specific model\n\n**Limitations**: Stack of only two layers","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 6.3. ULMFit\n\n**Idea**: Train language model on big general domain corpus (use biLM)<br />\nTune language model on target task data<br />\nFine-tune as classifier on target task<br />","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## 6.4. Transformer models\n\n**Advantage**: Stacks multiple encoder-decoder layers called transformer that enables a network to capture subtle context\n\n**Idea**: Non-recurrent sequence-to-sequence encoder-decoder model\n\n**Task**: machine translation with parallel corpus. Predict each translated word\n\n**Limitations with deep bi-LSTM**: They ‘see themselves’, meaning that there is a form of leakage when training a network.","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### 6.4.1. BERT (Bidirectional Encoder Representations from Transformers)\n\n**Objective**: truly bidirectional information flow without leakage in a deep model\n\n**Idea**: use a close task formulation where 15% of words are blanked out and predicted\n\n**Limitations**: BERT has paved the way for a lot of transformer-based models which are all more resource-hungry than the previous one. ","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### 6.4.2. ROBERTA (A robustly optimized BERT pretraining approach)\n\nBERT trained for more epochs and on/more data \n\n**Limitations**: Absolute attention\nE.g.: How much should dog attend to hot (in any position), and how much should dog in position 4 attend to the word in position 3?","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### 6.4.3. XLNet\n\n**Innovations**: Relative position embeddings, Permutation language modelling!","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### 6.4.4. ELECTRA\n\n**Objective**: How to achieve great performance while reducing training time and resources?\t\n\n**Idea**: Bidirectional model learns from all tokens (no more masked tokens). The structure of the model is 2-fold. First, generated tokens are predictions of a smaller language model on a masked sentence. Then, the discriminator learns how to make the distinction between generated tokens (from a smaller model) and original tokens.\n\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}},"execution_count":null},{"metadata":{},"cell_type":"markdown","source":"### 6.4.5. DistilBERT\n\n**Objective**: Since BERT and other pretrained language models are extremely large and expensive, retaining BERT performance while having low-latency production services\n\n**Idea**: Distillation: Use SOTA pre-training + fine-tuning technique to train model with maximum accuracy. Label a large amount of unlabeled input examples with the model. Train a second model “Student” (much smaller model) which is trained to mimic Teacher output.","execution_count":null}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}