Practical Natural Language Processing – Go from Zero to Hero

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Practical Natural Language Processing – Go from Zero to Hero

Torrent Contents Size: 7.9 GB

Practical Natural Language Processing – Go from Zero to Hero
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1 - Why NLP and how its different from Normal ML.mp4
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1 - Knowledge Test of Basics.html
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10 - PNLP-S02V04-V07-NKTK-Hands-On.ipynb
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10 - Stemming Lemmatization.mp4
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11 - PNLP-S02V04-V07-NKTK-Hands-On.ipynb
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11 - NER and Wordsense Disambiguation.mp4
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12 - Introduction to Spacy Library.mp4
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13 - Hands On Spacy.mp4
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13 - PNLP-S02V09-Hands-On-Spacy.ipynb
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14 - Summary.mp4
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15 - PNLP-S03V01-One-Hot-Encoding-Demo.ipynb
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15 - Vector Representation of Text One Hot Encoding.mp4
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16 - Understanding BoW Technique.mp4
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17 - BoW Hands On.mp4
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17 - PNLP-S03V03-BOW-Hands-On.ipynb
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18 - TFIDF.mp4
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19 - PNLP-S03V05-TF-IDF-Hands-On.ipynb
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19 - TFIDF Hands On.mp4
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2 - Understanding Human Language.mp4
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20 - Introduction to Word Embeddings.mp4
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21 - Intuition of Vector Representation.mp4
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22 - Hands On Word Embeddings Usage of Pretrained models.mp4
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22 - PNLP-S03V07-Hands-on-Word-Embedding-Model-Pretrained.ipynb
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23 - Skipgram Word Embeddings Understanding Data Preperation.mp4
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24 - Skip Gram Model Architecture.mp4
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25 - PNLP-S03V10-Skipgram-Implementation-with-gensim.ipynb
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25 - Skip Gram Hands On Deep Dive.mp4
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26 - CBOW Model Architecture Hands On.mp4
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26 - PNLP-S03V11-CBOW-Implementation-with-gensim.ipynb
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27 - Hyperparameters Negative Sampling and Sub Sampling.mp4
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28 - Practical Difference between CBOW and Skipgram.mp4
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29 - Bonus How does a Network is trained Backpropagation.mp4
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3 - Challenges of NLP.mp4
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30 - Section Summary.mp4
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31
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31 - General Pipeline for Classification.mp4
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32 - Approaches to Classification.mp4
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33 - Loading the Dataset.mp4
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34 - Exploratory Data Analysis Text Preprocessing.mp4
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35 - Remove Low Frequency Words.mp4
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36 - Remove Stop Words with Stemming Lemmatisation.mp4
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37 - Application of Model.mp4
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38 - TfIDF Approach.mp4
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39
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39 - Challenges of NLP Ngrams.mp4
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4 - Summary.mp4
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40 - Introduction to NER.mp4
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6 - PNLP-S02V02-bookscraper.zip
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41 - Understanding CRF Introduction.mp4
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42 - Understanding Chatbots.mp4
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43 - Building a Simple Chatbot.mp4
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5 - NLP Pipeline.mp4
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6 - Data Extraction and Text Cleaning hands On.mp4
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186 MB
7 - Introduction to NLTK library.mp4
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44 - Hands On Building a Simple FAQ Chatbot.mp4
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45 - Types of Chatbot and Pipeline for Chatbot.mp4
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46 - Terminologies in Chatbot.mp4
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47 - Dialog flow Introduction.mp4
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48 - Basics of Dialogflow.mp4
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49 - Dialogflow system setup.mp4
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50 - Create Dialogflow chatbot.mp4
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51 - Dialogflow Fulfilment.mp4
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52 - Dialogflow IntegrationsDeployment.mp4
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53 - Dialogflow Miscellaneous Tools.mp4
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54 - Deep Dive into the components of Dialog System.mp4
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55 - Dialog Intent Prediction.mp4
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56 - Deep Learning based intent Classification.mp4
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57 - Project Files for RASA.html
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57 - rasa-demo.zip
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58 - Introduction to RASA Chatbot.mp4
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59 - Installation of RASA.mp4
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109.7 MB
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60 - RASA project Structure.mp4
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81.4 MB
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61 - RASA Files.mp4
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62 - Basics of YAML.mp4
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63 - Building the chatbot Add intents and Response.mp4
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148.3 MB
64 - Building the chatbot Extract Entity working with Slots.mp4
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65 - Create API Key from NyTimes.mp4
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66 - Working with Action File Demo.mp4
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67 - Building Custom Action File.mp4
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68 - Test the Action Server.mp4
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69 - RASA Pipeline file.mp4
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70 - RASA Deployment Integration with RASA Chatbot Prerequisites.mp4
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71 - Run Ngork on RASA Chatbot with Actions.mp4
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72 - Slack Settings for Connection to RASA Chatbot.mp4
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73 - Practice Project Concert Chatbot Summary.mp4
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74 - Text Summarization Introduction.mp4
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75 - Hands On Text Summarization.mp4
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128.9 MB
76 - Importance of Social Media Platforms.mp4
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8 - Tokenization bigrams trigrams and N gram Hands on.mp4
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76
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77 - Setting Up Twitter Developer Account.mp4
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78 - Introduction to Tweepy.mp4
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79 - Hands On Implementation of Project.mp4
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80 - NLP Transformers Introduction.mp4
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81 - Feed Forward Neural Network and Challenges.mp4
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81
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82 - RNN Recurrent Neural Networks.mp4
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83 - LSTM Long Short Term Memory Networks.mp4
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84 - Attention Mechanism Attention is all you Need.mp4
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85 - Transfer Learning.mp4
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86 - Transformer Architecture Overview.mp4
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87 - Additional Video on Transformers.mp4
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88 - Introduction to Hugging Face Library.mp4
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40.3 MB
9 - PNLP-S02V04-V07-NKTK-Hands-On.ipynb
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9 - POS Tagging Stop Words Removal.mp4
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89 - Working with Hugging Face Library Pipeline.mp4
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145 MB
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90 - Text Classification with HuggingFace Transformers Data Loading.mp4
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171.8 MB
91
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91 - Tokenization using Huggingface.mp4
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117 MB
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92 - Tokenization on Dataset.mp4
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93 - Text Classification with Feature Extraction.mp4
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181.7 MB
94 - Finetuning on Transformers.mp4
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58.7 MB
95 - Working with ChatGPT3.mp4
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116.8 MB
96 - Working of BERT Language Model.mp4
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192.9 MB
TutsNode.net.txt
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