Search results for deep learning

    Found 99 documents, 10393 searched:

  • A “Weird” Introduction to Deep Learning">Silver BlogA “Weird” Introduction to Deep Learning

    ...  -1. Learn Python and R ;)   0. Andrew Ng and Coursera (you know, he doesn’t need an intro):> Deep Learning | Coursera Deep Learning from deeplearning.ai. If you want to break into AI, this Specialization will help you do so. Deep… Siraj Raval: He’s amazing. He has the power to explain...

    https://www.kdnuggets.com/2018/03/weird-introduction-deep-learning.html

  • Is “Artificial Intelligence” Dead? Long Live Deep Learning?!?

    ...e could forgive the uninitiated (be they laymen or tech-savvy individuals) for the casual confounding of terms such as "artificial intelligence" and "deep learning," among others. It seems these 2 terms, specifically, are moving increasingly close to one another, and the further one is removed from...

    https://www.kdnuggets.com/2016/08/artificial-intelligence-dead-long-live-deep-learning.html

  • Deep Learning Made Easy with Deep Cognition

    ...t month I had the luck to meet the founders of DeepCognition.ai. Deep Cognition breaks the significant barrier for organizations to be ready to adopt Deep Learning and AI through Deep Learning Studio.   What is Deep Learning?   Before continuing and describe how Deep Cognition simplifies...

    https://www.kdnuggets.com/2017/12/deep-learning-made-easy-deep-cognition.html

  • First Steps of Learning Deep Learning: Image Classification in Keras

    Piotr Migdał, deepsense.io. I teach deep learning both for a living (as the main deepsense.io instructor, in a Kaggle-winning team1) and as a part of my volunteering with the Polish Children’s Fund giving workshops to gifted high-school students2. I want to share a few things I’ve learnt about...

    https://www.kdnuggets.com/2017/08/first-steps-learning-deep-learning-image-classification-keras.html

  • The 10 Deep Learning Methods AI Practitioners Need to Apply

    ...putational power expanded exponentially and the industry saw a “Cambrian explosion” of computational techniques that were not possible prior to this. Deep learning emerged from that decade’s explosive computational growth as a serious contender in the field, winning many important machine learning...

    https://www.kdnuggets.com/2017/12/10-deep-learning-methods-ai-practitioners-need-apply.html

  • Deep Learning – Past, Present, and Future">Gold Blog, May 2017Deep Learning – Past, Present, and Future

    …comments By Henry H. Eckerson, Eckerson Group….

    https://www.kdnuggets.com/2017/05/deep-learning-big-deal.html

  • When not to use deep learning">Gold Blog, Jul 2017When not to use deep learning

    …odel, even with very few training samples. This back-and-forth comes at a time where more and more researchers in biomedical informatics are adopting deep learning for various problems. Is the hype real or are linear models really all we need? The answer, as always, is that it depends. In this…

    https://www.kdnuggets.com/2017/07/when-not-use-deep-learning.html

  • 7 Steps to Understanding Deep Learning

    ...ting into that. We do, however, want a common high level of understanding to begin with. First, have a look at the fantastic introductory videos from DeepLearning.tv. At the time of this writing there are 14 videos; watch them all if you like, but definitely watch the first 5, covering the basics...

    https://www.kdnuggets.com/2016/01/seven-steps-deep-learning.html

  • 50 Deep Learning Software Tools and Platforms, Updated

    ...lab toolbox for Deep Learning (from Rasmus Berg Palm) Deep Belief Networks. Matlab code for learning Deep Belief Networks (from Ruslan Salakhutdinov) deeplearning4j, an Apache 2.0-licensed, open-source, distributed neural net library written in Java and Scala. DeepDist, accelerates the training by...

    https://www.kdnuggets.com/2015/12/deep-learning-tools.html

  • Deep Learning for the Masses (… and The Semantic Layer)

    comments Introduction to Deep Learning   The scope of this article is not introducing Deep Learning, I’ve done that in other articles you can find here: A “weird” introduction to Deep Learning There are amazing introductions, courses and blog posts on Deep Learning. But this is a different...

    https://www.kdnuggets.com/2018/11/deep-learning-masses-semantic-layer.html

  • How AI will transform healthcare (and can it fix the US healthcare system?)">Silver BlogHow AI will transform healthcare (and can it fix the US healthcare system?)

    comments By Imtiaz Adam (@DeepLearn007), Data Scientist and Strategy Executive.. For those who are new to AI, Machine Learning, and Deep Learning, I recommend taking a look at the following article entitled "An Introduction to AI." I will refer to Machine Learning and Deep Learning as being...

    https://www.kdnuggets.com/2019/09/ai-transform-healthcare.html

  • What To Expect from Deep Learning in 2016 and Beyond

    …and we look forward to meeting and learning from many more in 2016! As part of our ongoing speaker Q&A series, we asked some of the top names in deep learning for their predictions for the field over the next 5 years. What developments can we expect to see in deep learning in the next 5 years?…

    https://www.kdnuggets.com/2016/01/deep-learning-2016-beyond.html

  • Deep Learning With Apache Spark: Part 2

    ...ts By my sister https://www.instagram.com/heizelvazquez/ Hi everyone and welcome back to learning :). In this article I’ll continue the discussion on Deep Learning with Apache Spark. You can see the first part here. In this part I will focus entirely on the DL pipelines library and how to use it...

    https://www.kdnuggets.com/2018/05/deep-learning-apache-spark-part-2.html

  • An Overview of 3 Popular Courses on Deep Learning">Silver BlogAn Overview of 3 Popular Courses on Deep Learning

    ...ing in India - Not still cheap), availability of data, good books and MOOCs. After completing the 3 most popular MOOCS in deep learning from Fast.ai, deeplearning.ai/Coursera (which is not completely released) and Udacity, I believe a post about what you can expect from these 3 courses will be...

    https://www.kdnuggets.com/2017/10/3-popular-courses-deep-learning.html

  • Machine Learning & Artificial Intelligence: Main Developments in 2017 and Key Trends in 2018">Gold BlogMachine Learning & Artificial Intelligence: Main Developments in 2017 and Key Trends in 2018

    ...d interesting responses to go longer. As a quick review, last year's trends and predictions centered on the major themes of: The successes of AlphaGo Deep learning mania Self-driving cars TensorFlow's influence on the commoditization of neural network technology To see what developments are...

    https://www.kdnuggets.com/2017/12/machine-learning-ai-main-developments-2017-key-trends-2018.html

  • Artificial Intelligence, Deep Learning, and Neural Networks, Explained">Silver BlogArtificial Intelligence, Deep Learning, and Neural Networks, Explained

    ...entioned, with different techniques used for each. The primary topics of this article are artificial neural networks and an advanced version known as deep learning. Biological Neural Networks Overview   The human brain is exceptionally complex and quite literally the most powerful computing...

    https://www.kdnuggets.com/2016/10/artificial-intelligence-deep-learning-neural-networks-explained.html

  • Predictions for Deep Learning in 2017

    ..., with support for other languages sure to follow. In addition to DeepMind and TensorFlow, open tools for deep-learning development currently include DeepLearning4J, Keras, Caffe, Theano, Torch, OpenBLAS and Mxnet. In 2017, open-source development options for deep-learning developers will continue...

    https://www.kdnuggets.com/2016/12/ibm-predictions-deep-learning-2017.html

  • Deep Learning With Apache Spark: Part 1

    ...utation. The process is not that simple, but you as a programmer won’t even notice it. Just now that it is there helping you out all the time.   Deep Learning and Apache Spark  ...

    https://www.kdnuggets.com/2018/04/deep-learning-apache-spark-part-1.html

  • Research Leaders on Data Mining, Data Science and Big Data key advances, top trends

    ...15? 2. Which Data Science / Data Mining / Machine Learning trends do you expect to dominate in 2016? The most popular research advances in 2015 were: Deep Learning (particularly in speech and vision), distributed machine learning, and commoditization of analytics. The most popular trends for 2016...

    https://www.kdnuggets.com/2016/01/research-leaders-data-science-big-data-top-trends.html

  • Best Deals in Deep Learning Cloud Providers: From CPU to GPU to TPU

    ...s and just want the results. I’m not looking at serving models in this article, but I might in the future. Follow me to make sure you don’t miss out. Deep Learning Chip Options Let’s briefly look at the types of chips available for deep learning. I’ll simplify the major offerings by comparing them...

    https://www.kdnuggets.com/2018/11/deep-learning-cloud-providers-cpu-gpu-tpu.html

  • Does Deep Learning Come from the Devil?

    ...ers from the academic machine learning community. Organized by Yandex, Russia's largest search engine, the conference prominently featured the themes Deep Learning and Intelligent Learning, two concepts that were often taken to be in opposition. Although I attended as a speaker and participant on...

    https://www.kdnuggets.com/2015/10/deep-learning-vapnik-einstein-devil-yandex-conference.html

  • A Vision for Making Deep Learning Simple">Silver Blog, Sep 2017A Vision for Making Deep Learning Simple

    ...accomplishments were unthinkable a few years ago: self-driving cars and AlphaGo would have been considered miracles. Yet leveraging the superpower of deep learning today is as challenging as big data was yesterday: deep learning frameworks have steep learning curves because of low-level APIs;...

    https://www.kdnuggets.com/2017/09/databricks-vision-making-deep-learning-simple.html

  • Is Deep Learning Overhyped?

    comments Editor: see also results of this poll: Deep Learning is not Enough Interest in deep learning continues to grow. Google Trends shows a steady increase in the search term "deep learning" over the past few years, with an even more noticeable uptick since late 2014. Showing even more...

    https://www.kdnuggets.com/2016/01/deep-learning-overhyped.html

  • Deep Learning in Neural Networks: An Overview

    ...An Overview – Schmidhuber 2014 What a wonderful treasure trove this paper is! Schmidhuber provides all the background you need to gain an overview of deep learning (as of 2014) and how we got there through the preceding decades. Starting from recent DL results, I tried to trace back the origins of...

    https://www.kdnuggets.com/2016/04/deep-learning-neural-networks-overview.html

  • My Journey into Deep Learning

    ...Machine Learning, a whole new thing to learn. Amazing but stressful. So did you know where I started? Guess... YES! With Andrew Ng Again! https://www.deeplearning.ai I’m truly amaze with him. When I’m starting in a field he’s already teaching it. But well, I’m still doing these courses. But I did...

    https://www.kdnuggets.com/2018/01/journey-into-deep-learning.html

  • Top 20 Deep Learning Papers, 2018 Edition">Gold BlogTop 20 Deep Learning Papers, 2018 Edition

    ...ging rapidly so the citations valued must be considered as the numbers when this article was published. In this list of papers more than 75% refer to deep learning and neural networks, specifically Convolutional Neural Networks (CNN). Almost 50% of them refer to pattern recognition applications in...

    https://www.kdnuggets.com/2018/03/top-20-deep-learning-papers-2018.html

  • Top 10 Deep Learning Projects on Github

    ...ven more confusion. However, there are a number of links, so if you speak or can read Chinese, perhaps there is something of value hidden in here. 7. Deeplearning4j ★ 1824, 612 Deeplearning4j is an industrial-strength deep learning framework for Java and Scala. As one of the lone JVM deep...

    https://www.kdnuggets.com/2016/01/top-10-deep-learning-github.html

  • Deep Learning Key Terms, Explained">Gold BlogDeep Learning Key Terms, Explained

    ...uptick in online searches of late. Enjoying a surge in research and industry, due mainly to its incredible successes in a number of different areas, deep learning is the process of applying deep neural network technologies - that is, neural network architectures with multiple hidden layers - to...

    https://www.kdnuggets.com/2016/10/deep-learning-key-terms-explained.html

  • Applying Deep Learning to Real-world Problems">Gold Blog, Jun 2017Applying Deep Learning to Real-world Problems

    ...f (deep) neural networks: the availability of huge amounts of training data, powerful computational infrastructure, and advances in academia. Thereby deep learning systems start to outperform not only classical methods, but also human benchmarks in various tasks like image classification or face...

    https://www.kdnuggets.com/2017/06/applying-deep-learning-real-world-problems.html

  • Interview: Arno Candel, H2O.ai on the Basics of Deep Learning to Get You Started

    ...cs from ETH Zurich. Arno was named 2014 Big Data All-Star by Fortune Magazine. Here is my interview with him: Anmol Rajpurohit: Q1. How do you define Deep Learning? How do you differentiate it from the rest of Machine Learning technologies? Dr. Arno Candel: Deep Learning methods use a composition...

    https://www.kdnuggets.com/2015/01/interview-arno-candel-0xdata-deep-learning.html

  • Deep Learning in a Nutshell – what it is, how it works, why care?

    ...ver the past year or two, I've heard these buzz words being tossed around a lot, and it's something that has definitely seized my curiosity recently. Deep learning is an area of active research these days, and if you've kept up with the field of computer science, I'm sure you've come across at...

    https://www.kdnuggets.com/2015/01/deep-learning-explanation-what-how-why.html

  • The Truth About Deep Learning

    comments By Clay McLeod, Machine Learning Researcher. Come on people - let’s get our act together on deep learning. I’ve been studying and writing about DL for close to two years now, and it still amazes the misinformation surrounding this relatively complex learning algorithm. This post is not...

    https://www.kdnuggets.com/2016/06/truth-deep-learning.html

  • Is Deep Learning the Silver Bullet?

    ...throughs having to do with artificial intelligence and deep learning in particular. Google, Facebook, and Baidu announced several breakthroughs using deep learning. Google also defeated Go. Deep learning is one specific class of machine learning algorithms. It has a long history, taking its roots...

    https://www.kdnuggets.com/2017/02/deep-learning-silver-bullet.html

  • Deep Learning Papers Reading Roadmap">Gold Blog, Jun 2017Deep Learning Papers Reading Roadmap

    ...lood Sung, Independent Deep Learning Researcher. Source: pythonprogramming.net/neural-networks-machine-learning-tutorial If you are a newcomer to the Deep Learning area, the first question you may have is "Which paper should I start reading from?" Here is a reading roadmap of Deep Learning papers!...

    https://www.kdnuggets.com/2017/06/deep-learning-papers-reading-roadmap.html

  • Introducing Cloud Hosted Deep Learning Models

    ...ments came into the spotlight, including Microsoft Tay, Google DeepMind AlphaGo, and Facebook M. These experiments all relied on a technique known as deep learning, which attempts to mimic the layers of neurons in the brain’s neocortex. This idea – to create an artificial neural network by...

    https://www.kdnuggets.com/2016/07/algorithmia-cloud-hosted-deep-learning-models.html

  • Recent Advances for a Better Understanding of Deep Learning">Silver BlogRecent Advances for a Better Understanding of Deep Learning

    ...call for a better understanding of deep learning was the core of Ali Rahimi’s Test-of-Time Award presentation at NIPS in December 2017. By comparing deep learning with alchemy, the goal of Ali was not to dismiss the entire field, but “to open a conversation”. This goal has definitely been achieved...

    https://www.kdnuggets.com/2018/10/recent-advances-deep-learning.html

  • Popular Deep Learning Courses of 2019

    ...ter than Machine Learning algorithms at times. The following courses are famous among peers for knowledge on the new wave of Deep Learning and AI. 1. Deeplearning.ai This is undoubtedly the most famous course in Deep Learning thanks to the team behind it and one especially – Andrew Ng. This course...

    https://www.kdnuggets.com/2019/12/deep-learning-courses.html

  • Small Data requires Specialized Deep Learning and Yann LeCun response

    ...The problem is that you can beat them by just collecting more data, and then using supervised learning. This is why in industry, the applications of Deep Learning are currently all supervised. I agree with you that for the search and advertising industry, supervised learning is used because of the...

    https://www.kdnuggets.com/2015/03/small-data-specialized-deep-learning-yann-lecun.html

  • Deep Learning in H2O using R

    ...e. h2o.init(): Connects to (or starts) an H2O cluster. h2o.shutdown(): Shuts down the H2O cluster. h2o.importFile(path): Imports a file into H2O. h2o.deeplearning(x,y,training frame,hidden,epochs): Creates a Deep Learning model. h2o.grid(algorithm,grid id,...,hyper params = list()): Starts H2O grid...

    https://www.kdnuggets.com/2018/01/deep-learning-h2o-using-r.html

  • Nando de Freitas AMA: Bayesian Deep Learning, Justice, and the Future of AI

    ...ut some of the main themes prevalent in the discussion. Beyond specific back and forth on the current state of machine learning, learning theory, and deep learning, the following were prominent throughout the AMA: 1 - Nando seems to be concerned with equality of those influencing the future of...

    https://www.kdnuggets.com/2016/01/nando-de-freitas-ama.html

  • How to Start Learning Deep Learning

    ...more on theory than the Coursera class but it is still relevant for beginners. Knowledge in machine learning isn’t really a prerequisite to learning deep learning, but it does help. In addition, learning classical machine learning and not only deep learning is important because it provides a...

    https://www.kdnuggets.com/2016/07/start-learning-deep-learning.html

  • Awesome Deep Learning: Most Cited Deep Learning Papers">Gold Blog, Apr 2017Awesome Deep Learning: Most Cited Deep Learning Papers

    ...g regardless of their application domain. Rather than providing overwhelming amount of papers, We would like to provide a curated list of the awesome deep learning papers which are considered as must-reads in certain research domains. Background   Before this list, there exist other awesome...

    https://www.kdnuggets.com/2017/04/awesome-deep-learning-most-cited-papers.html

  • Best (and Free!!) Resources to Understand Nuts and Bolts of Deep Learning

    ...d with tutorials to get started with Deep Learning. You can choose to get started with the superb Stanford courses CS221 or CS224, Fast AI courses or Deep Learning AI courses if you are an absolute beginner. All except Deep Learning AI are free and accessible from the comfort of your home. All you...

    https://www.kdnuggets.com/2018/07/best-free-resources-understand-nuts-bolts-deep-learning.html

  • Where to Learn Deep Learning – Courses, Tutorials, Software

    ...ton) and Facebook (which hired Yann LeCun to head Facebook AI Lab). Here are some useful and free (!) resources for learning and using Deep Learning: DeepLearning.net, dedicated site for Deep Learning DeepLearning.net tutorials Deep Learning Wikipedia page NYU Deep Learning course material by Yann...

    https://www.kdnuggets.com/2014/05/learn-deep-learning-courses-tutorials-overviews.html

  • KDnuggets™ News 15:n03, Jan 28: Deep Learning Basics and “Flaws”; MetaMind; KDnuggets Pass to Strata

    ...bluffs. Top KDnuggets tweets, Jan 19-20 - Jan 21, 2015. 15 #programming languages you need to know in 2015; #Facebook open sources its cutting-edge #DeepLearning tools; Simple Pictures that State-of-the-Art #AI Can't Recognize (yet); R Programming fun: writing a Twitter bot. Top KDnuggets tweets,...

    https://www.kdnuggets.com/2015/n03.html

  • Understanding Deep Convolutional Neural Networks with a practical use-case in Tensorflow and Keras">Silver BlogUnderstanding Deep Convolutional Neural Networks with a practical use-case in Tensorflow and Keras

    ...classification at character level: link References Here's a list of some references I used to learn about neural nets and convnets: neuralnetworksanddeeplearning.com : By far the best notes on neural networks and deep learning. I highly recommend this website to anyone who want to start learning...

    https://www.kdnuggets.com/2017/11/understanding-deep-convolutional-neural-networks-tensorflow-keras.html

  • Top 8 Free Must-Read Books on Deep Learning">Gold BlogTop 8 Free Must-Read Books on Deep Learning

    ...of such resources, collated in one place, all completely free of charge and open for anyone to view… This collection includes books on all aspects of deep learning. It begins with titles that cover the subject as a whole, before moving onto work that should help beginners expand their knowledge...

    https://www.kdnuggets.com/2018/04/top-free-books-deep-learning.html

  • Why Deep Learning is Radically Different From Machine Learning">Gold BlogWhy Deep Learning is Radically Different From Machine Learning

    ...g can help you in your work, please feel to leave your email at: www.intuitionmachine.com or join the discussion in Facebook: www.facebook.com/groups/deeplearningpatterns/ Bio: Carlos Perez is a software developer presently writing a book on "Design Patterns for Deep Learning". This is where he...

    https://www.kdnuggets.com/2016/12/deep-learning-radically-different-machine-learning.html

  • 12 Deep Learning Researchers and Leaders">Silver Blog12 Deep Learning Researchers and Leaders

    ...hare your favorites to follow or who you believe should be considered in a future best-of list. Andrew Ng , Founder and CEO of Landing AI, Founder of deeplearning.ai. (@andrewyng 435K | LinkedIn Activity | Facebook | Google Scholar | arXiv) Andrew co-founded and led Google Brain and was a VP and...

    https://www.kdnuggets.com/2019/09/12-deep-learning-research-leaders.html

  • How to Build Your Own Deep Learning Box

    ...it (GPU). Originally used to generate high-resolution computer images at fast speeds, the GPU’s computational efficiency makes it ideal for executing deep learning algorithms. Analysis which used to take weeks can now be completed in a few days. While all modern computers have a GPU, not all GPUs...

    https://www.kdnuggets.com/2016/06/build-deep-learning-box.html

  • Deep Learning – important resources for learning and understanding

    ...t refined in 1998 by Yann LeCun, NYU professor, recently hired to head Facebook AI Research Center. Here are additional resources to learn more about Deep Learning and convolutional neural network My post Where to Learn Deep Learning - Courses, Tutorials, Software KDnuggets Exclusive Interview with...

    https://www.kdnuggets.com/2014/08/deep-learning-important-resources-learning-understanding.html

  • Solve any Image Classification Problem Quickly and Easily

    ...al intelligence applications (LeCun et al. 2015). For example, in areas such as computer vision, natural language processing, and speech recognition, deep learning has been producing remarkable results. Therefore, there is a growing interest in deep learning. One of the problems where deep learning...

    https://www.kdnuggets.com/2018/12/solve-image-classification-problem-quickly-easily.html

  • Deep Learning meets Deep Deployment

    By Zementis. Embedding smarter decisions deep in the operational IT fabric Deep learning is, without doubt, the hottest topic in machine learning, if not the hottest topic on the planet. This article assumes, you already know what deep learning is and you have decided that you want to use it - as...

    https://www.kdnuggets.com/2016/10/zementis-deep-learning-meets-deep-deployment.html

  • Deep Learning Framework Power Scores 2018

    ...ghted and combined the data in this Kaggle Kernel. UPDATE SEPT 20, 2018: Due to popular demand, I expanded the frameworks evaluated to include Caffe, Deeplearning4J, Caffe2, and Chainer. Now all deep learning frameworks with more than 1% reported usage on KDNuggets usage survey are included. UPDATE...

    https://www.kdnuggets.com/2018/09/deep-learning-framework-power-scores-2018.html

  • Top 13 Python Deep Learning Libraries">Silver BlogTop 13 Python Deep Learning Libraries

    comments Python continues to lead the way when it comes to Machine Learning, AI, Deep Learning and Data Science tasks. According to builtwith.com, 45% of technology companies prefer to use Python for implementing AI and Machine Learning. Because of this, we’ve decided to start a series...

    https://www.kdnuggets.com/2018/11/top-python-deep-learning-libraries.html

  • Opening Up Deep Learning For Everyone

    ...until you are satisfied with the results. This is an extremely time consuming task and could end up taking most of your time. Feature extraction with deep learning Deep Learning is just another name for artificial neural networks (or ANN for short). They have been around for 40+ years, but it...

    https://www.kdnuggets.com/2016/02/opening-deep-learning-everyone.html

  • The Deep Learning Toolset — An Overview">Silver BlogThe Deep Learning Toolset — An Overview

    ...anything, it is a realm in which good tooling will become ever more important over the coming years. We are still in the relatively early days of the deep learning supernova, with many deep learning engineers and enthusiasts hacking their own way into efficient processes. However, we are also...

    https://www.kdnuggets.com/2019/03/deep-learning-toolset-overview.html

  • Exclusive: Interview with Jeremy Howard on Deep Learning, Kaggle, Data Science, and more

    ...and Chief Scientist and helped grow Kaggle to its dominant position. He left Kaggle in Dec 2013. In 2014 he started Enlitic with the mission of using Deep Learning to improve medical diagnostics and clinical decisions. I first met Jeremy at KDD-2011 (?) conference, where he gave an unforgettable...

    https://www.kdnuggets.com/2017/01/exclusive-interview-jeremy-howard-deep-learning-kaggle-data-science.html

  • Decision Boundaries for Deep Learning and other Machine Learning classifiers

    …meters gave natural and well smoothed boundaries (but classification accuracy was not good). Drawing decision boundaries with {h2o} OK, let’s run h2o.deeplearning function to estimate decision boundaries using Deep Learning. Our primary interest here is what kind of set of tuning parameters shows…

    https://www.kdnuggets.com/2015/06/decision-boundaries-deep-learning-machine-learning-classifiers.html

  • An Overview of Python Deep Learning Frameworks">Silver Blog, 2017An Overview of Python Deep Learning Frameworks

    ...he course of the past 2.5 years. The library I recommended in July 2014, pylearn2, is no longer actively developed or maintained, but a whole host of deep learning libraries have sprung up to take its place. Each has its own strengths and weaknesses. We’ve used most of the technologies on this list...

    https://www.kdnuggets.com/2017/02/python-deep-learning-frameworks-overview.html

  • Spark + Deep Learning: Distributed Deep Neural Network Training with SparkNet

    ...alled research areas, and has forced some to question whether it may be the apex of machine learning. While not magic (but, perhaps, from the devil), deep learning is certainly a complex field of study, and has managed to, on occasion, surprise even to the most knowledgeable in the field. Deep...

    https://www.kdnuggets.com/2015/12/spark-deep-learning-training-with-sparknet.html

  • Interview: How Seagate Technology Makes Great Use of Deep Learning – Last Call to Register for Deep Learning World

    ...s Chokor at Seagate Technology In anticipation of his upcoming conference co-presentation, CNNs: A Game Changer for Manufacturing?, at Deep Learning World in Las Vegas, June 3-7, 2018, we asked Abbas Chokor, Staff Data Scientist at Seagate Technology, a few questions about his...

    https://www.kdnuggets.com/2018/05/paw-interview-seagate-technology-deep-learning.html

  • Deep Learning for Internet of Things Using H2O

    ...of threads to be used by H20. By default, it uses all threads available in that machine. Training a Deep Learning Model Once the data is loaded, h20.deeplearning() method with appropriate parameters can be used to invoke the deep learning engine. H20 deep learning package has various methods to...

    https://www.kdnuggets.com/2016/04/deep-learning-iot-h2o.html

  • Will Deep Learning take over Machine Learning, make other algorithms obsolete?

    Deep learning grows rapidly and surprises us with amazing empirical results. There is a discussion on Quora about whether deep learning will make other machine learning algorithms obsolete. Specifically, will related algorithms such as back propagation, HMM become obsolete like perceptrons? Huh,…

    https://www.kdnuggets.com/2014/10/deep-learning-make-machine-learning-algorithms-obsolete.html

  • TensorFlow is Terrific – A Sober Take on Deep Learning Acceleration">2016 Silver BlogTensorFlow is Terrific – A Sober Take on Deep Learning Acceleration

    ...bold despite the fact that (Torch), which is maintained by Ronan Collobert of Facebook AI Research, already offers categorically similar open-source deep learning tools and that Yoshua Bengio's lab has long maintained Theano, the revolutionary software package which pioneered the category in the...

    https://www.kdnuggets.com/2015/12/tensor-flow-terrific-deep-learning-library.html

  • New Deep Learning Book Finished, Finalized Online Version Available

    ...ook post, book co-author Ian Goodfellow has announced that, after 2.5 years of work, the MIT Press book Deep Learning has been completed. Authored by deep learning heavyweights Goodfellow, Yoshua Bengio, and Aaron Courville, the book is poised to become the deep learning book on the market, once it...

    https://www.kdnuggets.com/2016/04/deep-learning-book-finished.html

  • Update: Google TensorFlow Deep Learning Is Improving

    ...o wager that an open source distributed TensorFlow is a reality by summer. The opening act has created a buzz. I'm ready for the headliner. 2. Use of Deep Learning within Google is growing exponentially Exponential deep learning growth within Google. DistBelief, Google Brain's first generation deep...

    https://www.kdnuggets.com/2015/12/update-google-tensorflow-deep-learning-is-improving.html

  • Deep Learning Specialization by Andrew Ng  –  21 Lessons Learned">Gold BlogDeep Learning Specialization by Andrew Ng  –  21 Lessons Learned

    ...you will not become an expert in deep learning. My only complaint of the course is that the homework assignments were too easy. I was not endorsed by deeplearning.ai for writing this article. That’s all folks — if you’ve made it this far, please comment below and add me on LinkedIn. My Github is...

    https://www.kdnuggets.com/2017/11/ng-deep-learning-specialization-21-lessons.html

  • Deep Learning Can be Applied to Natural Language Processing">Silver BlogDeep Learning Can be Applied to Natural Language Processing

    ...that attempts to make an argument against the use of Deep Learning in the domain of NLP. The article written by Riza Berkan “Is Google Hyping it? Why Deep Learning cannot be Applied to Natural Languages Easily” has several arguments about DL cannot possibly work and that Google is exaggerating its...

    https://www.kdnuggets.com/2017/01/deep-learning-applied-natural-language-processing.html

  • Deep Learning for NLP: ANNs, RNNs and LSTMs explained!">Silver BlogDeep Learning for NLP: ANNs, RNNs and LSTMs explained!

    ...even using very simple deep neural network structures, amazing results can be obtained. In this post we will learn about Artificial Neural Networks, Deep Learning, Recurrent Neural Networks and Long-Short Term Memory Networks. In the next post we will use them on a real project to make a question...

    https://www.kdnuggets.com/2019/08/deep-learning-nlp-explained.html

  • MetaMind Mastermind Richard Socher: Uncut Interview

    ...nd Khosla Ventures. As a prominent deep learning researcher and Silicon Valley CEO, Socher sits at the intersection of several recurring themes here (deep learning, machine learning as a service, and the interplay between academia and industry). For half an hour we discussed deep learning and...

    https://www.kdnuggets.com/2015/10/metamind-mastermind-richard-socher-deep-learning-interview.html

  • A 2019 Guide to Speech Synthesis with Deep Learning

    ...visually-impaired people. In this article, we’ll look at research and model architectures that have been written and developed to do just that using deep learning. But before we jump in, there are a couple of specific, traditional strategies for speech synthesis that we need to briefly outline:...

    https://www.kdnuggets.com/2019/09/2019-guide-speech-synthesis-deep-learning.html

  • Yahoo! CaffeOnSpark: Distributed Deep Learning on Big Data Clusters

    ...eams (ex. Flickr, Image Search) to gain intelligence from massive amounts of online data. Many existing DL frameworks require a separated cluster for deep learning, and multiple programs have to be created for a typical machine learning pipeline (see Figure 1). The separated clusters require large...

    https://www.kdnuggets.com/2016/02/yahoo-caffe-spark-distributed-deep-learning.html

  • Top arXiv Papers, January: ConvNets Advances, Wide Instead of Deep, Adversarial Networks Win, Learning to Reinforcement Learn

    ...sionality fits. Not exactly groundbreaking, but good review and tutorial material nonetheless. The paper characterizes classes of functions for which deep learning can be exponentially better than shallow learning. Deep convolutional networks are a special case of these conditions, though weight...

    https://www.kdnuggets.com/2017/02/top-arxiv-papers-january-convnets-wide-adversarial.html

  • Game Theory Reveals the Future of Deep Learning">Gold BlogGame Theory Reveals the Future of Deep Learning

    ...y stages here of leveraging game thoery, but I will point out some papers that have a game theoretic bent in them. David Balduzzi has a framework for deep learning that takes a game theoretic approach. In his paper “Semantics, Representations and Grammars of Deep Learning” he writes: A potential...

    https://www.kdnuggets.com/2016/12/game-theory-reveals-future-deep-learning.html

  • (Deep Learning’s Deep Flaws)’s Deep Flaws

    ...e misclassification. The result is a seemingly identical but misclassified image. This finding raises interesting questions about the applications of deep learning to adversarial situations. The authors also point out that this challenges the smoothness assumption, i.e., that examples very close to...

    https://www.kdnuggets.com/2015/01/deep-learning-flaws-universal-machine-learning.html

  • Deep Misconceptions About Deep Learning

    ...why it performs so well in some areas such as Natural Language Processing (NLP), image recognition, and machine-translation while failing at others. Deep Learning is Not a Dark Art Media often portrays Deep Learning as a magical recipe to the end of the world or the solution to all life’s...

    https://www.kdnuggets.com/2018/03/deep-misconceptions-about-deep-learning.html

  • A Statistical View of Deep Learning

    By Shakir Mohamed, Google DeepMind. Over the past 6 months, I've taken to writing a series of posts (one each month) on a statistical view of deep learning with two principal motivations in mind. The first was as a personal exercise to make concrete and to test the limits of the way that I think...

    https://www.kdnuggets.com/2015/11/statistical-view-deep-learning.html

  • There is No Such Thing as a Free Lunch

    ...fied as “AI” don’t actually use AI in any material way! The hype around AI has largely been driven by substantial recent progress in the sub field of deep learning. While deep learning has made extraordinary advances over recent years (due to the availability of larger amounts of data, increases in...

    https://www.kdnuggets.com/2019/10/there-thing-free-lunch-part-1.html

  • The Search for the Fastest Keras Deep Learning Backend

    ...raries besides supporting other popular libraries like Theano. Last year Amazon Web Services announced its support for Apache MXNet, another powerful Deep Learning library and few weeks ago support for Keras was added to the MXNet's next release candidate. As of now MXNet only seems to support...

    https://www.kdnuggets.com/2017/09/search-fastest-keras-deep-learning-backend.html

  • Deep Learning and Neural Networks Primer: Basic Concepts for Beginners

    ...atory posts can get a novice to a place where deeper investigation can be undertaken, after building a base of introductory terminology and concepts. Deep Learning Key Terms, Explained Deep learning is a relatively new term, although it has existed prior to the dramatic uptick in online searches of...

    https://www.kdnuggets.com/2017/08/deep-learning-neural-networks-primer-basic-concepts-beginners.html

  • 5 Free Resources for Furthering Your Understanding of Deep Learning

    ...ongoing adventure attempting to do so. Information Theory of Deep Learning   5. Heroes of Deep Learning Videos Andrew Ng, as part of his latest deeplearning.ai Coursera specialization, has put together a series of videos focusing on the "heroes of deep learning." It's a really great concept,...

    https://www.kdnuggets.com/2017/10/5-free-resources-furthering-understanding-deep-learning.html

  • Top 5 Deep Learning Resources, January

    ..., we sympathize. That's why we have decided to collect in a single location some of the most interesting, innovative, or otherwise view-worthy recent deep learning resources of note. Each of the selected entries in the reading list will include a brief overview, a link to the original resource, and...

    https://www.kdnuggets.com/2016/01/deep-learning-reading-list-january.html

  • A Deep (But Jargon Free) Dive Into Deep Learning

    Sponsored Post. By Dataiku Image from: An Introduction to Deep Learning Deep learning has been around for a while, so why has it just become a buzz topic in the last 5 years? Well, deep learning returned to the headlines in 2016 when Google’s AlphaGo program crushed Lee Sedol, one of the...

    https://www.kdnuggets.com/2018/09/dataiku-intro-deep-learning.html

  • Top 3 Trends in Deep Learning

    ...the journey of creating my first deep learning network. It all started by typing that first search into Google to understand the technology: “What is deep learning?” After hours of deep learning trial and error, I was left with a painstaking discovery: this is going to take a lot of time. This is...

    https://www.kdnuggets.com/2018/10/mathworks-top-3-trends-deep-learning.html

  • Speaker Introduction for the Deep Learning Summit & Deep Learning in Healthcare Summit in Boston, 25-26 May (KDnuggets Offer)

    ...a few of the industry leaders who will be presenting their latest work: Charlie Tang is a Research Scientist at Apple, his research interests include deep learning, neuroscience and robotics and his presentation will focus on the advancements and applications of Deep Reinforcement Learning. Sangram...

    https://www.kdnuggets.com/2017/04/rework-deep-learning-summit-healthcare-boston.html

  • Top 16 Open Source Deep Learning Libraries and Platforms

    ...tive programming to maximize efficiency and productivity. Stars: 13699, Contributors: 516, Commits: 6953, Start: 26-Apr-15. Github URL: Apache MXnet. DeepLearning4J is part of the Skymind Intelligence Layer, along with ND4J, DataVec, Arbiter and RL4J. It is an Apache 2.0-licensed, open-source,...

    https://www.kdnuggets.com/2018/04/top-16-open-source-deep-learning-libraries.html

  • Detecting Breast Cancer with Deep Learning

    ...egorize slide images to two classes one that contains breast cancer and other that don’t using the Deep Learning Studio. If you are not familiar with Deep Learning take a look at this :) A “weird” introduction to Deep Learning There are amazing introductions, courses and blog posts on Deep...

    https://www.kdnuggets.com/2018/05/detecting-breast-cancer-deep-learning.html

  • Deep Learning Reading Group: Deep Residual Learning for Image Recognition

    ...u would expect more layers to make the network worse after some point. But the authors anticipate this line of reasoning and state that several other deep learning methods, like batch normalization (see our postfor a summary), essentially have solved these training issues, and yet the networks...

    https://www.kdnuggets.com/2016/09/deep-learning-reading-group-deep-residual-learning-image-recognition.html

  • Join Deep Learning leaders in Boston, May 25-26 – KDnuggets Offer

    Deep learning experts share their thoughts on recent advancements Deep Learning has been called the ‘new electricity’ and is transforming every industry from manufacturing and agriculture to retail and finance. Advancements in natural language processing, reinforcement learning, image retreival...

    https://www.kdnuggets.com/2017/04/rework-deep-learning-leaders-boston-may.html

  • Deep Compression: Optimization Techniques for Inference & Efficiency

    ...asing the efficiency of model inference, as well as training in the v2 unit onward, in their data centers. The last few years have seen a plethora of deep learning hardware startups that seek to produce energy-efficient deep learning chips that specialize in the limited mix of operations required...

    https://www.kdnuggets.com/2019/03/deep-compression-optimization-techniques-inference-efficiency.html

  • Deep Feelings On Deep Learning

    ...perfect. The reason is that such systems are traditionally built using manually defined rules, features, and algorithms tailored for specific tasks. Deep Learning, on the other hand, promises to replace handcrafted features with efficient algorithms able to “learn” the features automatically from...

    https://www.kdnuggets.com/2016/01/deep-feelings-deep-learning.html

  • Deep Learning and Big Data Products: Synthos Technologies

    ...hear more about how they're using deep learning to revolutionize their work. What do you feel are the leading factors enabling recent advancements in deep learning? There are several – from the availability of inexpensive hardware to the proliferation of data, and as a consequence of all that data,...

    https://www.kdnuggets.com/2015/05/deep-learning-big-data-synthos-technologies.html

  • Deep Forger: Art Forgery Meets Deep Neural Nets

    ...based on iteration and incremental improvement, and so multiple attempts may be required to achieve the "optimal" result, which is logical given its deep learning foundation. @fairhaven999 gets Picasso'd, one of Deep Forger's favorites. Aside from the straightforward use case, there are also a...

    https://www.kdnuggets.com/2015/12/deep-learning-art-forgery.html

  • Why Do Deep Learning Networks Scale?

    ...d. This is what I mean by unstable. To address this, I have been working on this, with some collaborators at UC Berkeley, on a general theory for Why Deep Learning Works CC mmds talk 2106 (video coming soon) Why does Deep Learning work? The new idea is that, when a Deep Network is being trained, if...

    https://www.kdnuggets.com/2016/07/deep-learning-networks-scale.html

  • Around the World in 60 Days: Getting Deep Speech to Work in Mandarin

    ...ime. 3.3. More data and bigger networks outperform feature engineering, but they also make it easier to change domains It is a well-worn adage in the deep learning community at this point that a lot of data and a machine learning technique that can exploit that data tends to work better than almost...

    https://www.kdnuggets.com/2016/02/getting-deep-speech-work-mandarin-baidu.html

  • Top stories in January: (Deep Learning Deep Flaws) Deep Flaws; Research Leaders on key trends, papers

    ...Data key trends, top papers - Jan 9, 2015. 11 Clever Methods of Overfitting and how to avoid them - Jan 2, 2015. Free Public Datasets - Feb 3, 2011. Deep Learning in a Nutshell - what it is, how it works, why care? - Jan 12, 2015. Text Analysis 101: Document Classification - Jan 24, 2015. Is Data...

    https://www.kdnuggets.com/2015/02/top-news-2015-jan.html

  • Top stories for Jan 25-31: (Deep Learning Deep Flaws) Deep Flaws; Text Analysis 101: Document Classification

    ...h - Jan 29, 2015. Interview: John Schitka, SAP on The Type of Data Scientists We Need - Jan 24, 2015. Interview: Arno Candel, H2O.ai on the Basics of Deep Learning to Get You Started - Jan 20, 2015. Free Public Datasets - Feb 3, 2011. Top SlideShare Presentations on Big Data, updated - Jan 18,...

    https://www.kdnuggets.com/2015/02/top-news-week-jan-25.html

  • People Tracking using Deep Learning

    ...ning consultancy and love to work on interesting problems. I have helped many startups deploy innovative AI based solutions. Check us out at — http://deeplearninganalytics.org/. You can also see my other writings at: http://deeplearninganalytics.org/blog If you have a project that we can...

    https://www.kdnuggets.com/2019/03/people-tracking-using-deep-learning.html

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