A Comprehensive Guide to Attention Mechanism in Deep Learning for Everyone

Analytics Vidhya

Overview The attention mechanism has changed the way we work with deep learning algorithms Fields like Natural Language Processing (NLP) and even Computer Vision. The post A Comprehensive Guide to Attention Mechanism in Deep Learning for Everyone appeared first on Analytics Vidhya.

CNN vs. RNN vs. MLP – Analyzing 3 Types of Neural Networks in Deep Learning

Analytics Vidhya

Overview Check out 3 different types of neural networks in deep learning Understand when to use which type of neural network for solving a. The post CNN vs. RNN vs. MLP – Analyzing 3 Types of Neural Networks in Deep Learning appeared first on Analytics Vidhya.

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Step-by-Step Deep Learning Tutorial to Build your own Video Classification Model

Analytics Vidhya

Overview Learn how you can use computer vision and deep learning techniques to work with video data We will build our own video classification. The post Step-by-Step Deep Learning Tutorial to Build your own Video Classification Model appeared first on Analytics Vidhya.

4 Proven Tricks to Improve your Deep Learning Model’s Performance

Analytics Vidhya

Overview Deep learning is a vast field but there are a few common challenges most of us face when building models Here, we talk. The post 4 Proven Tricks to Improve your Deep Learning Model’s Performance appeared first on Analytics Vidhya.

Deep Learning for Everyone: Master the Powerful Art of Transfer Learning using PyTorch

Analytics Vidhya

Overview The art of transfer learning could transform the way you build machine learning and deep learning models Learn how transfer learning works using.

2019 In-Review and Trends for 2020 – A Technical Overview of Machine Learning and Deep Learning!

Analytics Vidhya

Overview A comprehensive look at the top machine learning highlights from 2019, including an exhaustive dive into NLP frameworks Check out the machine learning. The post 2019 In-Review and Trends for 2020 – A Technical Overview of Machine Learning and Deep Learning! appeared first on Analytics Vidhya.

Deep Learning: Past and Future

DataFloq

Deep learning is growing in both popularity and revenue. In this article, we will shed light on the different milestones that have led to the deep learning field we know today.

Overcoming Deep Learning Stumbling Blocks

KDnuggets

Find out what was presented at the 6th annual Deep Learning Summit in London where industry leaders, academics, researchers, and innovative startups presenting the latest technological advancements and industry application methods in the field of deep learning.

Image Augmentation for Deep Learning using PyTorch – Feature Engineering for Images

Analytics Vidhya

Overview Image augmentation is a super effective concept when we don’t have enough data with us We can use image augmentation for deep learning. The post Image Augmentation for Deep Learning using PyTorch – Feature Engineering for Images appeared first on Analytics Vidhya.

12 Deep Learning Researchers and Leaders

KDnuggets

Our list of deep learning researchers and industry leaders are the people you should follow to stay current with this wildly expanding field in AI.

Practical Deep Learning

Dataiku

If this month’s Google I/O conference is any indication , then incorporating machine learning (and deep learning) into existing products and processes to make them more efficient or useful is the future. data science deep learning Education

Research Guide for Depth Estimation with Deep Learning

KDnuggets

In this guide, we’ll look at papers aimed at solving the problems of depth estimation using deep learning. 2019 Nov Tutorials, Overviews Deep Learning Neural Networks Research

Using the Power of Deep Learning for Cyber Security (Part 2) – Must-Read for All Data Scientists

Analytics Vidhya

Introduction We are in the midst of a deep learning revolution. Unprecedented success is being achieved in designing deep neural network models for building. The post Using the Power of Deep Learning for Cyber Security (Part 2) – Must-Read for All Data Scientists appeared first on Analytics Vidhya. Deep Learning cyber security deep learning Neural network

Is Class Sensitivity Model Dependent? Analyzing 4 Popular Deep Learning Architectures

Analytics Vidhya

The authors analyze four popular deep learning. Analyzing 4 Popular Deep Learning Architectures appeared first on Analytics Vidhya. Overview This article dives into the key question – is class sensitivity in a classification problem model-dependent?

Applying Occam’s razor to Deep Learning

KDnuggets

Finding a deep learning model to perform well is an exciting feat. 2020 Jan Opinions Complexity Deep Learning Model Performance RegularizationBut, might there be other -- less complex -- models that perform just as well for your application? A simple complexity measure based on the statistical physics concept of Cascading Periodic Spectral Ergodicity (cPSE) can help us be computationally efficient by considering the least complex during model selection.

Fighting Overfitting in Deep Learning

KDnuggets

2019 Dec Tutorials, Overviews Deep Learning Keras Neural Networks Overfitting Python Regularization Transfer LearningThis post outlines an attack plan for fighting overfitting in neural networks.

A Comprehensive Learning Path for Deep Learning in 2020

Analytics Vidhya

Introduction What a time to be working in the deep learning space! 2019 was chock full of deep learning-powered developments and breakthroughs – it. The post A Comprehensive Learning Path for Deep Learning in 2020 appeared first on Analytics Vidhya.

Enabling the Deep Learning Revolution

KDnuggets

Deep learning models are revolutionizing the business and technology world with jaw-dropping performances in one application area after another. Read this post on some of the numerous composite technologies which allow deep learning its complex nonlinearity. 2019 Dec Tutorials, Overviews Deep Learning Gradient Descent Neural Networks Optimization

Fundamentals of Deep Learning – Activation Functions and When to Use Them?

Analytics Vidhya

Overview Activation function is one of the building blocks on Neural Network Learn about the different activation functions in deep learning Code activation functions. The post Fundamentals of Deep Learning – Activation Functions and When to Use Them? Deep Learning Intermediate Python Technique activation function binary step function leaky relu python relu sigmoid softmax tanh

5 Famous Deep Learning Courses/Schools of 2019

KDnuggets

Deep Learning is/has become the hottest skill in Data Science at the moment. There is a plethora of articles, courses, technologies, influencers and resources that we can leverage to gain the Deep Learning skills.

A 2019 Guide to Speech Synthesis with Deep Learning

KDnuggets

In this article, we’ll look at research and model architectures that have been written and developed to do just that using deep learning. 2019 Sep Tutorials, Overviews Deep Learning NLP Speech

Comprehensive Guide to Text Summarization using Deep Learning in Python

Analytics Vidhya

Introduction “I don’t want a full report, just give me a summary of the results” I have often found myself in this situation – The post Comprehensive Guide to Text Summarization using Deep Learning in Python appeared first on Analytics Vidhya.

Deep Learning Next Step: Transformers and Attention Mechanism

KDnuggets

With the pervasive important of NLP in so many of today's applications of deep learning, find out how advanced translation techniques can be further enhanced by transformers and attention mechanisms. 2019 Aug Tutorials, Overviews Attention Deep Learning NLP Transformer

Popular Deep Learning Courses of 2019

KDnuggets

With deep learning and AI on the forefront of the latest applications and demands for new business directions, additional education is paramount for current machine learning engineers and data scientists.

Exclusive Interview with Dr. Sunil Kumar Vuppala – A Deep Learning Expert and IoT Veteran

Analytics Vidhya

Introduction There are multiple ways to learn data science, machine learning and deep learning concepts. You can watch videos, read articles, enroll in courses, The post Exclusive Interview with Dr. Sunil Kumar Vuppala – A Deep Learning Expert and IoT Veteran appeared first on Analytics Vidhya. Career career data science career data science interview data science thought leader deep learning interviews

Want to Generate your own Music using Deep Learning? Here’s a Guide to do just that!

Analytics Vidhya

Overview Learn how to develop an end-to-end model for Automatic Music Generation Understand the WaveNet architecture and implement it from scratch using Keras Compare. The post Want to Generate your own Music using Deep Learning? Advanced Audio Audio Processing Deep Learning Python AI music composer AI music generator automatic music composition causal convolution dilated convolution music generation Wavenet wavenet implementation

Deep Learning Can Make a Difference

TDAN

Deep learning, as defined by MathWorks, is a system of artificial intelligence that is built around learning by example. Multiple industries have already understood the benefits that deep learning brings to their operational capabilities.

Easily Deploy Deep Learning Models in Production

KDnuggets

2019 Aug News Deep Learning Deployment GPU Inference NVIDIAGetting trained neural networks to be deployed in applications and services can pose challenges for infrastructure managers. Challenges like multiple frameworks, underutilized infrastructure and lack of standard implementations can even cause AI projects to fail. This blog explores how to navigate these challenges.

Methods, challenges & applications of Deep Learning | Munich 11-12 May

KDnuggets

Visit Deep Learning World, 11-12 May in Munich, to broaden your knowledge, deepen your understanding and discuss your questions with other Deep Learning experts! 2020 Jan Events Deep Learning Germany Munich PAW

Deep Learning in Cloudera

Cloudera

Deep learning is in the news. But deep learning is a tool that enterprises use to solve practical problems. In this blog, we provide a few examples that show how organizations put deep learning to work. Deep Learning in Action.

A Practitioner’s Guide to Deep Learning with Ludwig

Domino Data Lab

New tools are constantly being added to the deep learning ecosystem. Beginning their analytical strategy with a data type abstraction allowed the Uber engineering team to better integrate deep learning best practices for model training, validation, testing and deployment.

Deep Learning for Image Classification with Less Data

KDnuggets

In this blog I will be demonstrating how deep learning can be applied even if we don’t have enough data. 2019 Nov Tutorials, Overviews Deep Learning Image Classification Neural Networks Small Data

Deep Learning for NLP: ANNs, RNNs and LSTMs explained!

KDnuggets

Learn about Artificial Neural Networks, Deep Learning, Recurrent Neural Networks and LSTMs like never before and use NLP to build a Chatbot! 2019 Aug Tutorials, Overviews Deep Learning Explained LSTM Neural Networks NLP Recurrent Neural Networks

Deep Learning Illustrated: Building Natural Language Processing Models

Domino Data Lab

Many thanks to Addison-Wesley Professional for providing the permissions to excerpt “Natural Language Processing” from the book, Deep Learning Illustrated by Krohn , Beyleveld , and Bassens. Learning word vectors for sentiment analysis.

Postdoctoral position (2 years) in multivariate analysis and deep learning

KDnuggets

Help develop new e-science methods that fundamentally integrates Deep Learning and Multivariate analysis. Jobs Deep Learning Multivariate Testing Postdoc Sweden Umea University

Activation maps for deep learning models in a few lines of code

KDnuggets

We illustrate how to show the activation maps of various layers in a deep CNN model with just a couple of lines of code. 2019 Oct Tutorials, Overviews Architecture Deep Learning Neural Networks Python

Facebook Has Been Quietly Open Sourcing Some Amazing Deep Learning Capabilities for PyTorch

KDnuggets

The new release of PyTorch includes some impressive open source projects for deep learning researchers and developers. 2019 Nov Tutorials, Overviews Deep Learning Facebook PyTorch

Two Years In The Life of AI, Machine Learning, Deep Learning and Java

KDnuggets

Where does Java stand in the world of artificial intelligence, machine learning, and deep learning? Learn more about how to do these things in Java, and the libraries and frameworks to use. 2019 Nov Opinions AI Career Deep Learning Java Machine Learning

Deep Learning for NLP: Creating a Chatbot with Keras!

KDnuggets

Learn how to use Keras to build a Recurrent Neural Network and create a Chatbot! 2019 Aug Tutorials, Overviews Chatbot Deep Learning Keras NLP PythonWho doesn’t like a friendly-robotic personal assistant?

5 Step Guide to Scalable Deep Learning Pipelines with d6tflow

KDnuggets

2019 Sep Tutorials, Overviews Deep Learning Pipeline Python PyTorch WorkflowHow to turn a typical pytorch script into a scalable d6tflow DAG for faster research & development.

Research Guide for Video Frame Interpolation with Deep Learning

KDnuggets

In this research guide, we’ll look at deep learning papers aimed at synthesizing video frames within an existing video. 2019 Oct Tutorials, Overviews Computer Vision Deep Learning Neural Networks Video recognition

Pytorch Cheat Sheet for Beginners and Udacity Deep Learning Nanodegree

KDnuggets

2019 Aug Tutorials, Overviews Beginners Cheat Sheet CoLaboratory Deep Learning Python PyTorch UdacityThis cheatsheet should be easier to digest than the official documentation and should be a transitional tool to get students and beginners to get started reading documentations soon.

How a simple mix of object-oriented programming can sharpen your deep learning prototype

KDnuggets

By mixing simple concepts of object-oriented programming, like functionalization and class inheritance, you can add immense value to a deep learning prototyping code. 2019 Aug Opinions Deep Learning Keras Programming Python