Domain-Specific Language Processing Mines Value From Unstructured Data

KDnuggets

Processing unstructured text data in real-time is challenging when applying NLP or NLU. Find out how an alternative, called Domain-Specific Language Processing, can mine valuable information from data by following your guidance and using the language of your business. 2019 Aug Opinions NLP NLU Text Mining Unstructured data

Understanding Structured and Unstructured Data

Sisense

We live in a world of data: there’s more of it than ever before, in a ceaselessly expanding array of forms and locations. Dealing with Data is your window into the ways Data Teams are tackling the challenges of this new world to help their companies and their customers thrive. In our modern digital world, proper use of data can play a huge role in a business’s success. Understanding data structure is a key to unlocking its value. Structured vs unstructured data.

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How to Use Texthero to Prepare a Text-based Dataset for Your NLP Project

Analytics Vidhya

Beginner Libraries NLP Python Text Unstructured Data Natural language processing Text Analysis unstructured dataIntroduction Natural Language Processing (NLP) is one of the most important fields of study and research in today’s world. It has many applications in.

Predicting Stock Prices using Reinforcement Learning (with Python Code!)

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This article was published as a part of the Data Science Blogathon. Intermediate Python Reinforcement Learning Stock Trading Time Series Unstructured Data Use Cases blogathon python stock price stock price prediction

Building an end to end image classification/recognition application

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Advanced Classification Computer Vision Deep Learning Image Image Analysis Python Supervised Unstructured Data face recognitionIntroduction In the recent years, face recognition applications have been developed on a much larger scale.

Sample-based analysis: A new approach for unstructured data management

IBM Big Data Hub

Introducing IBM StoredIQ Instascan for accelerated compliance and risk assessments. Read to learn more

Build Text Categorization Model with Spark NLP

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Advanced NLP Project Python Text Unstructured Data AWS Natural language processing Text analytics unstructured dataOverview Setting up John Snow labs Spark-NLP on AWS EMR and using the library to perform a simple text categorization of BBC articles. Introduction. The post Build Text Categorization Model with Spark NLP appeared first on Analytics Vidhya.

Create your Own Image Classification Model using Python and Keras

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Advanced Classification Computer Vision Deep Learning Image Python Supervised Technique Unstructured Data Image ClassificationIntroduction Have you ever stumbled upon a dataset or an image and wondered if you could create a system capable of differentiating or identifying.

Develop and Deploy an Image Classifier App Using Fastai

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This article was published as a part of the Data Science Blogathon. Advanced Classification Deep Learning Image Machine Learning Unstructured Data fastai Image ClassificationIntroduction Fastai is a popular open-source library used for learning and practicing.

Simple Text Multi Classification Task Using Keras BERT

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Advanced Classification NLP Python Supervised Technique Text Unstructured Data BERT blogathon kerasIntroduction BERT is a really powerful language representation model that has been.

A Hands-on Tutorial to Learn Attention Mechanism For Image Caption Generation in Python

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Advanced Computer Vision Deep Learning Image Image Analysis NLP Python Technique Unstructured Data attention mechanism image captioning

Pneumonia Detection using CNN with Implementation in Python

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Advanced Computer Vision Deep Learning Image Python Technique Unstructured Data CNN image classification kerasIntroduction Hey there! Just finished another deep learning project several hours ago, now I want to share what I actually did there. So the.

Analysing Streaming Tweets with Python and PostgreSQL

Analytics Vidhya

Introduction We are aware of the massive amounts of data being produced each day. This humungous data has lots of insights and hidden trends. Data Engineering Intermediate Python Social Media SQL Unstructured Data PostgreSQL streaming data Tweepy twitter analysis Twitter API

Fine-Grained Sentiment Analysis of Smartphone Review

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Advanced Classification NLP Python Technique Text Unstructured Data exploratory data analysis Fine-Grained Sentiment Analysis Natural language processing sentiment analysis textblob

Boost Model Accuracy of Imbalanced COVID-19 Mortality Prediction Using GAN-based Oversampling Technique

Analytics Vidhya

This article was published as a part of the Data Science Blogathon. Advanced Algorithm Deep Learning Machine Learning Python Unstructured Data Unsupervised blogathonIntroduction The article covers the use of Generative Adversarial Networks (GAN), an.

Summarize Twitter Live data using Pretrained NLP models

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The post Summarize Twitter Live data using Pretrained NLP models appeared first on Analytics Vidhya. Advanced NLP Python Social Media Technique Text Unstructured Data Unsupervised BART BERT blogathon GPT-2 pre-trained models T-5 twitter data analysis XLNet

A Detailed Study of Self Supervised Contrastive Loss and Supervised Contrastive Loss

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Advanced Computer Vision Deep Learning Python Technique Unstructured Data supervised contrastive learning

Image Augmentation on the fly using Keras ImageDataGenerator!

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Advanced Computer Vision Deep Learning Image Python Technique Unstructured Data data augmentation ImageDataGenerator keras

How to Reduce Computational Constraints using Momentum Contrast V2(Moco-v2) in PyTorch

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Advanced Deep Learning Python Technique Unstructured Data Moco_v2 SimCLRIntroduction The SimCLR paper explains how this framework benefits from larger models and larger batch sizes and can produce results comparable to those of.

How to Treat Overfitting in Convolutional Neural Networks

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Computer Vision Deep Learning Image Intermediate Python Technique Unstructured Data regularization weight initialization

TensorFlow Object Detection — 1.0 & 2.0: Train, Export, Optimize (TensorRT), Infer (Jetson Nano)

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Advanced Computer Vision Deep Learning Image Object Detection Python Technique Unstructured Data jetson nano tensorflowPart 1 — Detailed steps from training a detector on a custom dataset to inferencing on jetson nano board or cloud using TensorFlow 1.15.

Top 4 Pre-Trained Models for Image Classification with Python Code

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Computer Vision Image Intermediate Listicle Python Unstructured Data EfficientNet inception ResNet VGG16Introduction The human brain can easily recognize and distinguish the objects in an image.

How to Train an Image Classification Model in PyTorch and TensorFlow

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Classification Computer Vision Deep Learning Image Intermediate Project Python PyTorch Supervised Unstructured Data CNN convolutional neural networks deep learning frameworks Image Classification MNIST pytorch tensorflow

Transfer Learning for NLP: Fine-Tuning BERT for Text Classification

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Advanced Deep Learning NLP Project Python Supervised Text Unstructured Data BERT fine tuning message spam classifier Natural language processing pytorch text classification transfer learning transformers

Are critical business insights hiding inside your unstructured data?

IBM Big Data Hub

The search function is a very powerful tool, assuming you have concrete keywords or concepts to find in your data. And that does not even take into account the size of the information you might be searching

A Simple Introduction to Sequence to Sequence Models

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Algorithm Deep Learning NLP Supervised Text Unstructured DataOverview In this article, I would give you an overview of sequence to sequence models which became quite popular for different tasks like machine.

Virtual Reality for the Web: A-Frame(Creating 3D models from Images)

Analytics Vidhya

Advanced Computer Vision Deep Learning Image Python Technique Unstructured Data 3d model a-frame blogathonIntroduction Virtual reality refers to a simulation generated by a computer which allows user interaction with the use of special headsets.

Information Retrieval using word2vec based Vector Space Model

Analytics Vidhya

Advanced NLP Project Python Ranking Technique Text Unstructured Data Word Embeddings cosine similarity document ranking information retrieval mean average precision vector space models Word2Vec

Create your first Video Face Recognition app + Bonus (Happiness Recognition)

Analytics Vidhya

Advanced Computer Vision Deep Learning Project Python Technique Unstructured Data face detection face recognitionIntroduction Easy way to build a video face detection app that detects and recognizes happiness in your computer’s camera using OpenCV in Python Face.

Build a Natural Language Generation (NLG) System using PyTorch

Analytics Vidhya

Overview Introduction to Natural Language Generation (NLG) and related things- Data Preparation Training Neural Language Models Build a Natural Language Generation System using PyTorch.

How to perform Blur Detection using OpenCV in Python

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Advanced Computer Vision Deep Learning Image Python Unstructured Data blur detection laplace opencvIntroduction In the corona days (still not over) I would walk near my house for an hour a day and come back home.

MobileBERT: BERT for Resource-Limited Devices

Analytics Vidhya

Advanced Algorithm Deep Learning NLP Text Unstructured DataOverview As the size of the NLP model increases into the hundreds of billions of parameters, so does the importance of being able to. The post MobileBERT: BERT for Resource-Limited Devices appeared first on Analytics Vidhya.

How Part-of-Speech Tag, Dependency and Constituency Parsing Aid In Understanding Text Data?

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The post How Part-of-Speech Tag, Dependency and Constituency Parsing Aid In Understanding Text Data? Beginner NLP Python Technique Unstructured Data constituency parsing dependency parsing pos tagging syntactical parsing

Deploy an Image Classification Model Using Flask

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Advanced Computer Vision Deep Learning Image Python Unstructured Data computer vision projects deep leanring deep learning in python Flask Model deployment pytorchOverview Get an overview of PyTorch and Flask Learn to build an image classification model in PyTorch Learn how to deploy the model using. The post Deploy an Image Classification Model Using Flask appeared first on Analytics Vidhya.

Facebook AI Launches DEtection TRansformer (DETR) ? A Transformer based Object Detection Approach!

Analytics Vidhya

Advanced Computer Vision Deep Learning Object Detection Supervised Technique Unstructured Data object detection pytorch transfer learning transformersIntroduction Every once in a while, a machine learning framework or library changes the landscape of the field. Today, Facebook open sourced one such. The post Facebook AI Launches DEtection TRansformer (DETR) – A Transformer based Object Detection Approach! appeared first on Analytics Vidhya.

Seam Carving Algorithm : A Seemingly Impossible Way of Resizing An Image

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Advanced Computer Vision Deep Learning Image Python Technique Unstructured Data image distortion Image resize Seam CarvingIntroduction In this article, we will be taking a deep dive into an interesting algorithm known as “Seam Carving”. It does a seemingly impossible.

spaCy Tutorial to Learn and Master Natural Language Processing (NLP)

Analytics Vidhya

Beginner Libraries NLP Python Technique Text Unstructured Data API Natural language processing spaCy Text AnalysisIntroduction spaCy is my go-to library for Natural Language Processing (NLP) tasks. I’d venture to say that’s the case for the majority of NLP. The post spaCy Tutorial to Learn and Master Natural Language Processing (NLP) appeared first on Analytics Vidhya.

TensorFlow Serving: Deploying Deep Learning Models Just Got Easier!

Analytics Vidhya

Data Engineering Intermediate Libraries Project Python Unstructured Data deep learning deep learning model deployment Image Classification Model deployment tensorflow tensorflow servingLearn about deploying deep learning models using TensorFlow Serving How to handle post-deployment challenges like swapping between different versions of models using TensorFlow Serving. The post TensorFlow Serving: Deploying Deep Learning Models Just Got Easier!

What is Tokenization in NLP? Here’s All You Need To Know

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Highlights Tokenization is a key (and mandatory) aspect of working with text data We’ll discuss the various nuances of tokenization, including how to handle. Advanced Algorithm NLP Python Text Unstructured Data bpe byte pair encoding character tokenization oov words out of vocabulary words subword tokenization tokenization tokenizer

Quick Introduction to Bag-of-Words (BoW) and TF-IDF for Creating Features from Text

Analytics Vidhya

Beginner NLP Technique Text Unstructured Data deep learning Natural language processing word vectorsThe Challenge of Making Machines Understand Text Language is a wonderful medium of communication. You and I would have understood that sentence in a. The post Quick Introduction to Bag-of-Words (BoW) and TF-IDF for Creating Features from Text appeared first on Analytics Vidhya.

Hands-On Tutorial to Analyze Data using Spark SQL

Analytics Vidhya

The post Hands-On Tutorial to Analyze Data using Spark SQL appeared first on Analytics Vidhya. Data Engineering Database Intermediate Python Spark SQL Unstructured Data PySpark relational database spark python spark sqlOverview Relational databases are ubiquitous, but what happens when you need to scale your infrastructure? We will discuss the role Spark SQL plays in.

Hugging Face Releases New NLP ‘Tokenizers’ Library Version (v0.8.0)

Analytics Vidhya

Beginner Libraries NLP Python Text Unstructured Data hugging face Natural language processing state of the art NLP tokenizationHugging Face is at the forefront of a lot of updates in the NLP space. They have released one groundbreaking NLP library after another. The post Hugging Face Releases New NLP ‘Tokenizers’ Library Version (v0.8.0) appeared first on Analytics Vidhya.

Top 6 Open Source Pretrained Models for Text Classification you should use

Analytics Vidhya

Classification Deep Learning Intermediate Listicle NLP Python Text Unstructured Data ERNIE Natural language processing NLP pretrained models pretrained models pretrained models text classification T5 text classification Transfomer Transfomer NLP XLNetIntroduction We are standing at the intersection of language and machines. I’m fascinated by this topic. Can a machine write as well as Shakespeare?