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Top 21 Python Nltk Projects
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Using the NTLK Natural Language Toolkit
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TextBlob
Simple, Pythonic, text processing--Sentiment analysis, part-of-speech tagging, noun phrase extraction, translation, and more.
TextBlob is a Python toolkit for text processing. It offers some common NLP functionalities such as part-of-speech tagging and noun phrase extraction. We’ll use TextBlob in our project to perform some quick sentiment analysis on tweets.
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stocksight
Stock market analyzer and predictor using Elasticsearch, Twitter, News headlines and Python natural language processing and sentiment analysis
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ai-chatbot-framework
A python chatbot framework with Natural Language Understanding and Artificial Intelligence.
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Project mention: Jarvis: A Voice Virtual Assistant in Python (OpenAI, ElevenLabs, Deepgram) | news.ycombinator.com | 2023-12-18
There is another one (Also Jarvis) that's been around for a while and is more useful, wonder if they can combine forces? https://github.com/ggeop/Python-ai-assistant
Not sure if anyone has noticed but OpenAI now has a mobile app (I've been using the PWA all this time) and the voice assistant on there is really strong. Sounds good, fast, and seems to even run a pass on my voice before it submits the query.
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Watcher
Watcher - Open Source Cybersecurity Threat Hunting Platform. Developed with Django & React JS. (by Felix83000)
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Project mention: Open WebUI + talkd.ai/Dialog: RAG deployment and Development made easy with awesome UI! | dev.to | 2024-06-25
git clone https://github.com/talkdai/dialog.git
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Project mention: Ask HN: What Underrated Open Source Project Deserves More Recognition? | news.ycombinator.com | 2024-03-07
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ChatbotVerse
A Python module that lets you whip up your own custom chatbot with just a few lines of code. This AI-based package feeds your custom data into a neural network which is trained and outputs a fully functional chatbot.
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teller_of_tales
Create narrated video story from book chapter using NLP, OpenAI and StableDiffusion.
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Project mention: Tranformer-based Denoising AutoEncoder for ST Unsupervised pre-training | news.ycombinator.com | 2024-02-04
A new PyPI package for training sentence embedding models in just 2 lines.
The acquisition of sentence embeddings often necessitates a substantial volume of labeled data. However, in many cases and fields, labeled data is rarely accessible, and the procurement of such data is costly. In this project, we employ an unsupervised process grounded in pre-trained Transformers-based Sequential Denoising Auto-Encoder (TSDAE), introduced by the Ubiquitous Knowledge Processing Lab of Darmstadt, which can realize a performance level reaching 93.1% of in-domain supervised methodologies.
The TSDAE schema comprises two components: an encoder and a decoder. Throughout the training process, TSDAE translates tainted sentences into uniform-sized vectors, necessitating the decoder to reconstruct the original sentences utilizing this sentence embedding. For good reconstruction quality, the semantics must be captured well in the sentence embeddings from the encoder. Subsequently, during inference, the encoder is solely utilized to form sentence embeddings.
GitHub : https://github.com/louisbrulenaudet/tsdae
Installation :
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Tf-Idf_Search
A Search Engine based on the principle of TF-IDF and comparing documents in a vector space using Cosine Similarity
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lyricsavant
Lyric Savant is a data-driven User Interface that leverages the Lyrics Genius API to webscrape an artist's lyrics and display a module that includes their biographical information, a sample of their lyrics, and statistical insights regarding their vocabulary and polarity scores of their lyrics.
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News-Sense
A Streamlit app based on Python that fetches top news articles from the News API, generates a summary of each article using the OpenAI GPT-3 model, analyzes the sentiment of the article using the NLTK library, and classifies the article into different categories based on keywords.
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NOTE:
The open source projects on this list are ordered by number of github stars.
The number of mentions indicates repo mentiontions in the last 12 Months or
since we started tracking (Dec 2020).
Python Nltk discussion
Python Nltk related posts
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Create a Question/Answer Chatbot in Python
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NLTK version 3.8.2 is no longer available on PyPI
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Nltk version 3.8.2 is no longer available on PyPI
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Open WebUI + talkd.ai/Dialog: RAG deployment and Development made easy with awesome UI!
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Talkd/dialog open source project has been selected for 2024 GitHub Accelerator
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talkd.ai got accepted into the Github Accelerator! (also our first official release)
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GPT-4o: Learn how to Implement a RAG on the new model, step-by-step!
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A note from our sponsor - SaaSHub
www.saashub.com | 14 Oct 2024
Index
What are some of the best open-source Nltk projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | NLTK | 13,517 |
| 2 | TextBlob | 9,125 |
| 3 | stocksight | 2,136 |
| 4 | ai-chatbot-framework | 1,946 |
| 5 | rake-nltk | 1,060 |
| 6 | Python-ai-assistant | 911 |
| 7 | Watcher | 854 |
| 8 | cltk | 835 |
| 9 | dialog | 361 |
| 10 | bibaandboba | 143 |
| 11 | orange3-text | 127 |
| 12 | Sentiment-analysis-of-financial-news-data | 119 |
| 13 | ChatbotVerse | 22 |
| 14 | teller_of_tales | 10 |
| 15 | twitter-stock-sentiment | 10 |
| 16 | anime_wordclouds | 8 |
| 17 | tsdae | 4 |
| 18 | Tf-Idf_Search | 3 |
| 19 | Precis | 2 |
| 20 | lyricsavant | 1 |
| 21 | News-Sense | 0 |
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