Search results for deep learning

Found 5409 documents, 14218 searched:

• Deep Learning, The Curse of Dimensionality, and Autoencoders

  Autoencoders are an extremely exciting new approach to unsupervised learning and for many machine learning tasks they have already surpassed the decades of progress made by researchers handpicking features.

  https://www.kdnuggets.com/2015/03/deep-learning-curse-dimensionality-autoencoders.html

• Top KDnuggets tweets, Mar 2-8: 6 categories in the Hadoop Ecosystem; How PayPal uses Deep Learning to fight fraud

  How #PayPal uses #DeepLearning and detective work to fight #fraud; Beginning #deeplearning with 500 lines of Julia; Processing frameworks for Hadoop and 6 categories in the #Hadoop Ecosystem; KDnuggets Poll results: #Analytics, #DataMining, #DataScience salary income by region.

  https://www.kdnuggets.com/2015/03/top-tweets-mar02-08.html

• Top /r/MachineLearning Posts, Mar 1-7: Stanford Deep Learning for NLP, Machine Learning with Scikit-learn

  This week on /r/MachineLearning, we have a new NLP-focused deep learning course from Stanford, an introduction to scikit-learn, visualization of music collections, an implementation of DeepMind, and NLP using deep learning and Torch.

  https://www.kdnuggets.com/2015/03/top-machine-learning-posts-mar1-7.html

• RE.WORK Deep Learning Summit, San Francisco, January – videos, presentations

  Interesting videos and presentations from January Deep Learning Summit include a Fireside Chat with Andrew Ng and Derrick Harris, presentations by Richard Socher (Founder, MetaMind), Quoc Le (Research Scientist, Google), Greg Corrado (Sr Research Scientist at Google), and more.

  https://www.kdnuggets.com/2015/02/rework-deep-learning-summit-san-francisco-january-videos-presentations.html

• Top KDnuggets tweets, Feb 23-25: Microsoft is building fast, low-power Deep Learning networks; Lucrative tech careers: Data Scientist, Data Engineer

  5 lucrative tech careers in 2015: Data Scientist ($150K), Data Engineer ($148K); Which SQL on Hadoop? Gartner Poll Still Says "Whatever" But DBMS Providers Gain; 10 Most-Funded #BigData #Startups; DataRPM 8 runs in #Hadoop, uses #MachineLearning to find insights.

  https://www.kdnuggets.com/2015/02/top-tweets-feb23-25.html

• Top KDnuggets tweets, January: Good list of Machine Learning Resources, Deep Learning, Graphical Models; Sample solutions with R on Azure ML Marketplace

  Good list of #MachineLearning Resources, #DeepLearning, Graphical Models; Sample #MachineLearning solutions with R on #Azure ML Marketplace #rstats; New book: Data Driven: Creating a Data Culture, by @dpatil, @hmason; Intro to #Python and #IPython for #DataMining.

  https://www.kdnuggets.com/2015/02/top-tweets-jan01-31.html

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

  Research Leaders on Data Science and Big Data key trends, papers; (Deep Learning Deep Flaws) Deep Flaws; Analytics: Five Rules to Cut Through the Hype; 11 Clever Methods of Overfitting and how to avoid them.

  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

  (Deep Learning Deep Flaws) Deep Flaws; Text Analysis 101: Document Classification; Interview: Anthony Bak, Ayasdi on Managing Data Complexity through Topology.

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

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

  On the Basics of Deep Learning to Get You Started; Deep Learning can be easily fooled; (Deep Learning's Deep Flaws)'s Deep Flaws; MetaMind vs IBM Watson Analytics and Microsoft Azure Machine Learning; Top SlideShare Presentations on Big Data, and much more.

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

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

  Recent press has challenged the hype surrounding deep learning, trumpeting several findings which expose shortcomings of current algorithms. However, many of deep learning's reported flaws are universal, affecting nearly all machine learning algorithms.

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

• Top KDnuggets tweets, Jan 19-25: Facebook open sources its Deep Learning tools; Intro to Python and IPython for Data Mining

  Very useful: Intro to #Python and #IPython for #DataMining; Chart Type #CheatSheet: The Guide to Chart Design; Optimizing optimization algorithms; How to Choose between learning #Python or R? You can't go wrong.

  https://www.kdnuggets.com/2015/01/top-tweets-jan19-25.html

• Top stories for Jan 18-24: Basics of Deep Learning to Get You Started; Top SlideShare Presentations on Big Data, updated

  Arno Candel on the Basics of Deep Learning to Get You Started; Top SlideShare Presentations on Big Data, updated; 15 Programming Languages to know in 2015; 8 Trends In Big Data For 2015.

  https://www.kdnuggets.com/2015/01/top-news-week-jan-18.html

• Interview: Arno Candel, H20.ai on How to Quick Start Deep Learning with H2O

  We discuss H2O use cases, resources to start using H2O for Deep Learning, evolution of High Performance Computing (HPC) and the future of HPC.

  https://www.kdnuggets.com/2015/01/interview-arno-candel-h20-deep-learning.html

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

  We discuss how Deep Learning is different from the other methods of Machine Learning, unique characteristics and benefits of Deep Learning, and the key components of H2O architecture.

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

• Top KDnuggets tweets, Jan 12-18: Dilbert looks at #analytics of #dating and A/B testing; Deep Learning and Human Beings

  Dilbert looks at #analytics of #dating and A/B testing; A Deep Dive into Recurrent Neural Nets #DeepLearning; Great read: #Visualizing Representations: #DeepLearning and Human Beings; 9 Lessons: Picking the Right #NoSQL Tools.

  https://www.kdnuggets.com/2015/01/top-tweets-jan12-18.html

• Top stories for Jan 11-17: Research Leaders on Data Mining/Big Data key trends, top papers; Deep Learning in a Nutshell

  Research Leaders on Data Mining, Data Science, and Big Data key trends, top papers; Deep Learning in a Nutshell - what it is, how it works, why care?; Deep Learning can be easily fooled; Cartoon: Hello, Singularity.

  https://www.kdnuggets.com/2015/01/top-news-week-jan-11.html

• Deep Learning can be easily fooled

  It is almost impossible for human eyes to label the images below to be anything but abstract arts. However, researchers found that Deep Neural Network will label them to be familiar objects with 99.99% confidence. The generality of DNN is questioned again.

  https://www.kdnuggets.com/2015/01/deep-learning-can-be-easily-fooled.html

• Top KDnuggets tweets, Jan 5-11: Data Driven: Creating a Data Culture; Deep Learning in a Nutshell

  New book: Data Driven: Creating a Data Culture, by top #DataScience experts; #DeepLearning in a Nutshell: what it is, how does it work, and why; Programming languages popularity by US state; 4 ways to identify the best #data #tools.

  https://www.kdnuggets.com/2015/01/top-tweets-jan05-11.html

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

  Deep learning and neural networks are increasingly important concepts in computer science with great strides being made by large companies like Google and startups like DeepMind.

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

• World experts will meet for first Deep Learning Summit in San Francisco, Jan 29-30

  The Deep Learning Summit is a unique opportunity to meet influential data scientists, technologists, world-leading researchers, entrepreneurs and data engineers. KDnuggets discount.

  https://www.kdnuggets.com/2015/01/rework-deep-learning-summit-san-francisco.html

• Top KDnuggets tweets, Jan 5-6: Great post: Deep Learning in a Nutshell; Big Data visualized in so many ways

  Great post: #DeepLearning in a Nutshell: what it is, how does it work, and why care; #BigData is visualized in so many ways...; Review of @deanabb book "Applied Predictive Analytics" ; Free Predictive Modeling Education Videos - Learn #DataScience at your own pace.

  https://www.kdnuggets.com/2015/01/top-tweets-jan05-06.html

• Top stories for Nov 30 – Dec 6: Hinton on Deep Learning, Google and AI; Top 10 Big Data companies

  Geoff Hinton talks about Deep Learning, Google and Everything; Top 10 Big Data Companies by Revenue; Big Data Top Trends in 2015; Sisense 2015 predictions for BI, Big Data.

  https://www.kdnuggets.com/2014/12/top-news-week-nov-30.html

• KDnuggets 14:n32, On Deep Learning, Google and AI; Top SlideShare on Data Science

  KDnuggets Analytics, Big Data, Data mining, and Data Science stories, including Features, Software, Opinions, News, Webcasts, Courses, Meetings, Jobs, Academic, Publications, Tweets, and CFP.

  https://www.kdnuggets.com/2014/12/pub-kdnuggets-14-n32.html

• Geoffrey Hinton talks about Deep Learning, Google and Everything

  A review of Dr. Geoffrey Hinton’s Ask Me Anything on Reddit. He talked about his current research and his thought on some deep learning issues.

  https://www.kdnuggets.com/2014/12/geoffrey-hinton-talks-deep-learning-google-everything.html

• Top stories for Nov 2-8: Will Deep Learning take over Machine Learning? Magic: Turn Webpage Into Data

  Will Deep Learning take over Machine Learning?; 'Magic' - Quickest Way to Turn Webpage Into Data; Big Data Winter ahead - unless we change course, warns Michael Jordan.

  https://www.kdnuggets.com/2014/11/top-news-week-nov-2.html

• Top stories in October: Ebola Analytics and Data Science Lessons; Will Deep Learning take over Machine Learning?

  Ebola Analytics and Data Science Lessons; Will Deep Learning take over Machine Learning, make other algorithms obsolete?; DM Radio: Predictive Tools Are Pervasive, with KDnuggets; Mirador, a free tool for visual exploration.

  https://www.kdnuggets.com/2014/11/top-news-2014-oct.html

• Top stories for Oct 26 – Nov 1: Will Deep Learning take over Machine Learning?

  Will Deep Learning take over Machine Learning, make other algorithms obsolete? Cartoon: Halloween Costume for Big Data; CRISP-DM, still the top methodology for analytics, data mining, or data science projects; Big Data accelerates medical research? Or not?

  https://www.kdnuggets.com/2014/11/top-news-week-oct-26.html

• Top KDnuggets tweets, Oct 24-26: Why Deep Learning is likely to make other Machine Learning algorithms obsolete

  Why Deep Learning is likely to make other Machine Learning algorithms obsolete; Open Source Distributed Analytics Engine with SQL interface; Data Mining Reveals How News Coverage Varies Around the World; 3 Great (and Free) Data Science Books You Can Read Now.

  https://www.kdnuggets.com/2014/10/top-tweets-oct24-26.html

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

  Will deep learning will take over machine learning and make other algorithms obsolete, or is it too complex to use on simpler problems? We look at both sides of this discussion.

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

• Top KDnuggets tweets, Oct 22-23: Baidu revenue jumps after Deep Learning use; Great viz: chess piece survival

  Great viz: chances of survival of #chess pieces in average game; Baidu, 'Chinese Google', had big revenue jump after it started using Deep Learning; 4 ways to become a Data Scientist w/out a PhD; Machine-Learning expert Michael Jordan on the Delusions of #BigData.

  https://www.kdnuggets.com/2014/10/top-tweets-oct22-23.html

• Deep Learning RNNaissance, an insightful, comprehensive, and entertaining overview

  Watch this great overview of history and present state of Deep Learning, which is revolutionizing Machine learning, vision, robotics, and many other areas.

  https://www.kdnuggets.com/2014/10/deep-learning-rnnaissance-recurrent-neural-networks.html

• Learn how Sparkling Water brings H2O Deep Learning to Apache Spark, Oct 29 Webinar

  Sparkling Water is the latest innovation to combine two best-of-breed open source technologies Apache Spark and H2O. Learn how to setup your own Sparkling Water environment at Oct 29 Webinar.

  https://www.kdnuggets.com/2014/10/h2o-deep-learning-apache-spark-webinar.html

• Neural Networks and Deep Learning, free online book (draft)

  A free online book explaining the core ideas behind artificial neural networks and deep learning (draft), with new chapters added every 2-3 months.

  https://www.kdnuggets.com/2014/09/neural-networks-deep-learning-free-online-book.html

• CuDNN – A new library for Deep Learning

  Becoming more and more popular, deep learning is proved to be useful in artificial intelligence. Last week, NVIDIA’s new library for deep neural networks, cuDNN, has attracted much attention.

  https://www.kdnuggets.com/2014/09/cudnn-new-library-deep-learning.html

• Top KDnuggets tweets, Aug 20-21: Deep Learning book and more; Sibyl: Google Large Scale Machine Learning

  Deep Learning book draft - read and help improve it; Deep Learning - important resources for learning and understanding; Sibyl: Google's system for Large Scale Machine Learning; Excellent Intro to Deep Learning.

  https://www.kdnuggets.com/2014/08/top-tweets-aug20-21.html

• Deep Learning – important resources for learning and understanding

  New and fundamental resources for learning about Deep Learning - the hottest machine learning method, which is approaching human performance level.

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

• Interview: Pedro Domingos: the Master Algorithm, new type of Deep Learning, great advice for young researchers

  Top researcher Pedro Domingos on useful maxims for Data Mining, Machine Learning as the Master Algorithm, new type of Deep Learning called sum-product networks, Big Data and startups, and great advice to young researchers.

  https://www.kdnuggets.com/2014/08/interview-pedro-domingos-master-algorithm-new-deep-learning.html

• Top stories in June: Does Deep Learning Have Deep Flaws? Cartoon: Big Data and World Cup

  Does Deep Learning Have Deep Flaws? Cartoon: Big Data and World Cup Football; KDnuggets 15th Annual Data Mining Software Poll: RapidMiner Continues To Lead; The Cardinal Sin of Data Mining and Data Science: Overfitting.

  https://www.kdnuggets.com/2014/07/top-news-2014-jun.html

• KDnuggets 14:n16, Does Deep Learning have deep flaws? New poll: Largest dataset analyzed?

  KDnuggets analytics, data mining, and data science stories, including Features, Software, Opinions, News, Webcasts, Courses, Meetings and Reports, Jobs, Academic, Tweets, CFP, and Quote.

  https://www.kdnuggets.com/2014/06/pub-kdnuggets-14-n16-deep-learning-deep-flaws-optimizing-netflix.html

• Top KDnuggets tweets, Jun 18-19: Does Deep Learning Have Deep Flaws? Mode opens GitHub for data

  Does Deep Learning Have Deep Flaws? Mode Analytics opens 'GitHub for data'; Data Science Stack Exchange Q&A site. Big Data Analytics with Google Big Query and R.

  https://www.kdnuggets.com/2014/06/top-tweets-jun18-19.html

• Does Deep Learning Have Deep Flaws?

  A recent study of neural networks found that for every correctly classified image, one can generate an "adversarial", visually indistinguishable image that will be misclassified. This suggests potential deep flaws in all neural networks, including possibly a human brain.

  https://www.kdnuggets.com/2014/06/deep-learning-deep-flaws.html

• KDnuggets 14:n13, Where to learn Deep Learning; Vowpal Wabbit; 10 Big Data Pros

  Latest analytics/data mining news, including Features, Software,Opinions, New, Webcasts, Courses, Meetings and Reports, Jobs, Academic Positions, Publications, Tweets, and CFP.

  https://www.kdnuggets.com/2014/05/pub-kdnuggets-14-n13-learn-deep-learning-vowpal-wabbit-10-big-data-pros.html

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

  Deep Learning is a very hot Machine Learning techniques which has been achieving remarkable results recently. We give a list of free resources for learning and using Deep Learning.

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

• Deep Learning with H2O, May 21 Webcast

  H2O is Google-scale open source machine learning engine for R and Big Data. Learn how Deep Learning in H2O is unlocking never before seen performance for prediction - May 21.

  https://www.kdnuggets.com/2014/05/deep-learning-with-h2o-webcast.html

• How Deep Learning Analytics Mimic the Mind

  There has been a lot of buzz surrounding the potential impact deep learning will have in the field of analytics. This post looks at the origins of deep learning.

  https://www.kdnuggets.com/2014/03/how-deep-learning-analytics-mimic-mind.html

• Top KDnuggets tweets, Mar 10-11: Deep Learning overview, free book; Best machine learning interview questions

  Deep Learning: Methods and Application, free book from Microsoft; Best interview questions to evaluate a machine learning researcher; Good list of Machine Learning Libraries in Python: scikit-learn, pandas, Theano, NLTK.

  https://www.kdnuggets.com/2014/03/top-tweets-mar10-11.html

• KDnuggets Exclusive: Interview with Yann LeCun, Deep Learning Expert, Director of Facebook AI Lab

  We discuss what enabled Deep Learning to achieve remarkable successes recently, his argument with Vapnik about (deep) neural nets vs kernel (support vector) machines, and what kind of AI can we expect from Facebook.

  https://www.kdnuggets.com/2014/02/exclusive-yann-lecun-deep-learning-facebook-ai-lab.html

• Top KDnuggets tweets, Feb 5-6: A Deep Learning expert wins Dogs vs Cats competition; An alternative to R and Python: Julia

  A Deep Learning expert wins Dogs vs Cats competition with an almost perfect result; An alternative to R and #Python: Julia; Spark is a hot trend in #BigData but what is it exactly? Here is a explanation; etcML - Free Text-Analysis Tool - Machine Learning as a Service.

  https://www.kdnuggets.com/2014/02/top-tweets-feb5-6.html

• Deep Learning Wins Dogs vs Cats competition on Kaggle

  A Deep learning expert wins Kaggle Dogs vs Cats image competition with an almost perfect result.

  https://www.kdnuggets.com/2014/02/deep-learning-wins-dogs-vs-cats-competition.html

• Top KDnuggets tweets, Dec 13-15: Facebook hires Deep Learning expert Yann LeCun; 2014 World Cup Group Stage

  Facebook hires Deep Learning expert Yann LeCun to head its new AI lab; New Data Mining and Machine Learning books from CRC Press - Save 25%; Import.io turns any website into a database; 2014 World Cup Group Stage, per ESPN: Brazil, Argentina, Germany, France advance

  https://www.kdnuggets.com/2013/12/top-tweets-dec13-15.html

• Top KDnuggets tweets, Dec 2-3: Google Deep Learning is outsmarting humans; Udacity Online Degree program for Data Science

  Google "Deep Learning" is outsmarting its human employees; Udacity Creates Online Degree Program For Data Science; JSON and #BigData will Shape the Internet of Things: RESTful APIs a key component; The Case Against #BigData In Sports

  https://www.kdnuggets.com/2013/12/top-tweets-dec2-3.html

• Top KDnuggets tweets, Nov 18-19: Must read: Deep Learning 101; “Pythonization” of data analysis

  Must read for Data Scientists: Deep Learning 101; The "Pythonization" of scientific computing and data analysis; Python for Data Science - a walkthrough of a complete project

  https://www.kdnuggets.com/2013/11/top-tweets-nov18-19.html

• Top KDnuggets tweets, Nov 15-17: Must read for Data Scientists: Deep Learning 101; Huge web graph publicly available for research

  Must read for Data Scientists: Deep Learning 101 (hot algorithm that wins competitions); Huge web graph publicly available for research, 3.5B web pages); Scandal: Due to bad data analysis, ~25% of studies may be false; Statistics is the *least* important part of data science

  https://www.kdnuggets.com/2013/11/top-tweets-nov15-17.html

• Top KDnuggets tweets, Oct 18-22: Automating the Black Art of Deep Learning; Top 10 Ways You Know You’re a Data Scientist

  Automating the Black Art and "Oral traditions" of Deep Learning; Top 10 Ways You Know You're a Data Scientist - very funny; LIONbook Chapter 11: Democracy in machine learning - how to combine different models

  https://www.kdnuggets.com/2013/10/top-tweets-oct18-22.html

• Top KDnuggets tweets, Oct 7-8: Data Scientists need to be Polyglots; NaSent uses recursive deep learning

  Data Scientists need to be Polyglots; NaSent, new algorithm from Stanford, uses recursive deep learning; Less is more: How to Simplify & Sexify your Graphs; RAW: A Data Visualization tool

  https://www.kdnuggets.com/2013/10/top-tweets-oct7-8.html

• Top KDnuggets tweets, Apr 29-30: Best Blogs for Data Miners and Data Scientists; Deep Learning: one of 10 breakthrough technologies of 2013

  Best Blogs for Data Miners and Data Scientists to read; Deep Learning: one of 10 breakthrough technologies of 2013; LinkedIn Data Scientist @dtunkelang on Recommendation Cold Start problem; To succeed with #BigData, you need to have 2 approaches: a Lab and a Factory

  https://www.kdnuggets.com/2013/05/top-tweets-apr29-apr30.html

• Top KDnuggets tweets, Aug 14-15: Andrew Ng explains Deep Learning; Advances in K-means Clustering, Free eBook

  Andrew Ng explains Deep Learning, the breakthrough Machine Learning technique; Advances in K-means Clustering: A Data Mining Thinking – Free eBook Share; How a “Deviant” Philosopher Built Palantir, a CIA-Funded Data-Mining Juggernaut; Top 10 KDnuggets tweets, Aug 12-13: A Beginner Guide to Data Visualization

  https://www.kdnuggets.com/2013/08/top-tweets-aug14-15.html

• Top KDnuggets tweets, Jun 10-11: Tutorial on Deep Learning, a key breakthrough in ML; Random Forests in Python

  Tutorial on Deep Learning, a key breakthrough in Machine Learning; Random Forests in Python; Walmart Labs buys Inkiru, a Data Analytics, Predictive Intelligence Startup; Great for learning! Oracle BigDataLite Virtual Machine

  https://www.kdnuggets.com/2013/06/top-tweets-jun10-11.html

• HuggingFace Has Launched a Free Deep Reinforcement Learning Course

  Hugging Face has released a free course on Deep RL. It is self-paced and shares a lot of pointers on theory, tutorials, and hands-on guides.

  https://www.kdnuggets.com/2022/05/huggingface-launched-free-deep-reinforcement-learning-course.html

• DeepMind Wants to Reimagine One of the Most Important Algorithms in Machine Learning">DeepMind Wants to Reimagine One of the Most Important Algorithms in Machine Learning

  In one of the most important papers this year, DeepMind proposed a multi-agent structure to redefine PCA.

  https://www.kdnuggets.com/2021/05/deepmind-reimagine-important-algorithms-machine-learning.html

• Machine Learning: Cutting Edge Tech with Deep Roots in Other Fields

  Join INFORMS community of data, analytics, operations research, and statistics professionals and tackle the future together. With nearly 13,000 members around the world, INFORMS is the largest international association for data science professionals.

  https://www.kdnuggets.com/2020/12/informs-machine-learning-roots.html

• DeepMind Relies on this Old Statistical Method to Build Fair Machine Learning Models

  Causal Bayesian Networks are used to model the influence of fairness attributes in a dataset.

  https://www.kdnuggets.com/2020/10/deepmind-relies-statistical-method-build-fair-machine-learning-models.html

• DeepMind’s Three Pillars for Building Robust Machine Learning Systems

  Specification Testing, Robust Training and Formal Verification are three elements that the AI powerhouse believe hold the essence of robust machine learning models.

  https://www.kdnuggets.com/2020/08/deepmind-three-pillars-building-robust-machine-learning-systems.html

• Learning by Forgetting: Deep Neural Networks and the Jennifer Aniston Neuron">Learning by Forgetting: Deep Neural Networks and the Jennifer Aniston Neuron

  DeepMind’s research shows how to understand the role of individual neurons in a neural network.

  https://www.kdnuggets.com/2020/06/learning-forgetting-deep-neural-networks-jennifer-aniston.html

• DeepMind’s Suggestions for Learning #AtHomeWithAI

  DeepMind has been sharing resources for learning AI at home on their Twitter account. Check out a few of these suggestions here, and keep your eye on the #AtHomeWithAI hashtag for more.

  https://www.kdnuggets.com/2020/05/deepmind-suggested-resources-learning-ai.html

• What You Need to Know About Deep Reinforcement Learning

  How does deep learning solve the challenges of scale and complexity in reinforcement learning? Learn how combining these approaches will make more progress toward the notion of Artificial General Intelligence.

  https://www.kdnuggets.com/2020/05/deep-reinforcement-learning.html

• DeepMind is Using This Old Technique to Evaluate Fairness in Machine Learning Models

  Visualizing the datasets is an essential component to identify potential sources of bias and unfairness. DeepMind relied on a method called Causal Bayesian networks (CBNs) to represent and estimate unfairness in a dataset.

  https://www.kdnuggets.com/2019/10/deepmind-using-old-technique-evaluate-fairness-machine-learning-models.html

• Top KDnuggets tweets, Oct 09-15: #DeepLearning for Natural Language Processing (#NLP) using RNNs & CNNs #KDN Post

  Also: Kannada-MNIST: A new handwritten digits dataset in ML town; Math for Programmers; The 4 Quadrants of Data Science Skills and 7 Principles for Creating a Viral Data Visualization; The Last SQL Guide for Data Analysis You’ll Ever Need

  https://www.kdnuggets.com/2019/10/top-tweets-oct09-15.html

• DeepMind Has Quietly Open Sourced Three New Impressive Reinforcement Learning Frameworks

  Three new releases that will help researchers streamline the implementation of reinforcement learning programs.

  https://www.kdnuggets.com/2019/09/deepmind-three-new-impressive-reinforcement-learning-frameworks.html

• Machine Learning and Deep Link Graph Analytics: A Powerful Combination

  We investigate how graphs can help machine learning and how they are related to deep link graph analytics for Big Data.

  https://www.kdnuggets.com/2019/04/machine-learning-graph-analytics.html

• Deep Multi-Task Learning – 3 Lessons Learned

  We share specific points to consider when implementing multi-task learning in a Neural Network (NN) and present TensorFlow solutions to these issues.

  https://www.kdnuggets.com/2019/02/deep-multi-task-learning.html

• Top KDnuggets tweets, Jan 16-22: How to build an API for a machine learning model in 5 minutes using Flask; Great Introduction to Deep #ReinforcementLearning

  Also: Why Ice Cream Is Linked to Shark Attacks; Data Scientist’s Dilemma: The Cold Start Problem; 10 Exciting Ideas of 2018 in #NLP; What were the most significant machine learning/AI advances in 2018?

  https://www.kdnuggets.com/2019/01/top-tweets-jan16-jan22.html

• A Machine Learning Deep Dive [Webinar, Dec 13]

  Learn how ShopRunner uses Databricks on AWS and Snowflake to tackle data science problems across personalization, recommendations, targeting, and analysis of text and images.

  https://www.kdnuggets.com/2018/12/databricks-machine-learning-deep-dive-webinar.html

• Top KDnuggets tweets, May 30 – Jun 5: Notes from Coursera #DeepLearning courses by Andrew Ng; Finland offers free online #AI course

  Also: Who Is Going To Make Money In #AI?; Generative Adversarial Networks (GANs) in 50 lines of code (PyTorch); Learning from Imbalanced Classes; 10 More Free Must-Read Books for Machine Learning and Data Science

  https://www.kdnuggets.com/2018/06/top-tweets-may30-jun06.html

• Top KDnuggets tweets, Mar 21-27: 30 Essential #DataScience, #MachineLearning & #DeepLearning Cheat Sheets

  Also: #Data Skills: They’re Not Just for #DataScientists #DataScience; 50 Must-Read Books for #MachineLearning , #DeepLearning; #DataScience Lessons learned from #MarchMadness competition on @kaggle

  https://www.kdnuggets.com/2018/03/top-tweets-mar21-27.html

• Top KDnuggets tweets, Feb 28 – Mar 6: How to build a #deeplearning model in 15 minutes

  Also: Introduction to Functional Programming in #Python; 5 Quick and Easy #DataVisualization in #Python with Code; Predicting the 2018 #Oscar Winners with #MachineLearning; #Keras implementations of Generative Adversarial Networks

  https://www.kdnuggets.com/2018/03/top-tweets-feb28-mar06.html

• Top KDnuggets tweets, Feb 7–13: Fundamentals of #MachineLearning and #DeepLearning in #Python using Scikit-Learn and #TensorFlow

  Also: Transfer Learning using differential learning rates; Which #MachineLearning #Algorithm be used in year 2118? We explain why it will be #Regression; 5 Fantastic Practical #MachineLearning Resources

  https://www.kdnuggets.com/2018/02/top-tweets-feb07-feb13.html

• Top KDnuggets tweets, Jan 31 – Feb 6: #DeepLearning for Natural Language Processing: Tutorials with Jupyter Notebooks

  Also: Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples; Why Generalists Dominate #DataScience - an inconvenient truth; #ICYMI A Beginner’s Guide to Data Engineering  –  Part I

  https://www.kdnuggets.com/2018/02/top-tweets-jan31-feb06.html

• Top KDnuggets tweets, Nov 15-21: DeepLearning is “shallow”: here are underlying concepts you need

  Also: New Poll: Data Science / Machine Learning methods you used; The amazing predictive power of conditional probability in Bayes Nets; The 10 Statistical Techniques Data Scientists Need to Master.

  https://www.kdnuggets.com/2017/11/top-tweets-nov15-21.html

• Estimating an Optimal Learning Rate For a Deep Neural Network

  This post describes a simple and powerful way to find a reasonable learning rate for your neural network.

  https://www.kdnuggets.com/2017/11/estimating-optimal-learning-rate-deep-neural-network.html

• Top KDnuggets tweets, Oct 11-17: A Beginners Guide to #DeepLearning

  Also Collecting #DataScience Cheat Sheets; Luminoth: Open source toolkit for #ComputerVision.

  https://www.kdnuggets.com/2017/10/top-tweets-oct11-17.html

• Top KDnuggets tweets, Sep 20-26: 30 Essential #DataScience, #MachineLearning & #DeepLearning Cheat Sheets

  Also: Older news, but still inspiring: #Harvard Thinks It Found the Next #Einstein; Putting #MachineLearning in Production - how to guide.

  https://www.kdnuggets.com/2017/09/top-tweets-sep20-26.html

• Top KDnuggets tweets, Aug 16-22: Getting Started with #DeepLearning

  Also: No surprise, Gartner ranks #AI as the top technology to watch in coming years; TOP 100 @medium articles on #AI / #MachineLearning / #DeepLearning.

  https://www.kdnuggets.com/2017/08/top-tweets-aug16-22.html

• Top KDnuggets tweets, Jul 19-25: 5 Free Resources for Getting Started with #DeepLearning for NLP; 10 Free Must-Read Books for ML, DS

  Also: 10 Free Must-Read Books for #MachineLearning and #DataScience; 4 cases when not to use #DeepLearning; #Internet speed and cost by country

  https://www.kdnuggets.com/2017/07/top-tweets-jul19-25.html

• Top KDnuggets tweets, Jun 28-Jul 4: Cheat Sheet of #MachineLearning and #Python Cheat Sheets; Learning #DeepLearning with #Keras

  Also: Train your #deeplearning model faster and sharper — two novel techniques; Lecture Collection - Natural Language Processing with #DeepLearning (Winter 2017) [Stanford]; #ICYMI 10 Free Must-Read Books for #MachineLearning and #DataScience

  https://www.kdnuggets.com/2017/07/top-tweets-jun28-jul4.html

• Top KDnuggets tweets, Jun 21-27: An Introduction to Key #DataScience Concepts; Emerging #BigData #DeepLearning #Python Ecosystem

  Also 5 #EBooks to Read Before Getting into #DataScience; Awesome Public Datasets on GitHub; The Data Science Process, Rediscovered.

  https://www.kdnuggets.com/2017/06/top-tweets-jun21-27.html

• Taxonomy of Methods for Deep Meta Learning

  This post discusses a variety of contemporary Deep Meta Learning methods, in which meta-data is manipulated to generate simulated architectures. Current meta-learning capabilities involve either support for search for architectures or networks inside networks.

  https://www.kdnuggets.com/2017/06/taxonomy-methods-deep-meta-learning.html

• Top /r/MachineLearning Posts, May: Deep Image Analogy; Stylized Facial Animations; Google Open Sources Sketch-RNN

  Deep Image Analogy; Example-Based Synthesis of Stylized Facial Animations; Google releases dataset of 50M vector drawings, open sources Sketch-RNN implementation; New massive medical image dataset coming from Stanford; Everything that Works Works Because it's Bayesian: Why Deep Nets Generalize?

  https://www.kdnuggets.com/2017/06/top-reddit-machine-learning-posts-may.html

• Top KDnuggets tweets, May 31-Jun 6: Essential Cheat Sheets for #MachineLearning and #DeepLearning

  The Artificial #ArtificialIntelligence Bubble and the Future of #Cybersecurity; Which #MachineLearning #Algorithm Should I Use? A handy #cheatsheet; 50 Companies Leading The #AI Revolution, Detailed; #MachineLearning Workflows in #Python from Scratch Part 1: Data Preparation

  https://www.kdnuggets.com/2017/06/top-tweets-may31-jun06.html

• Top /r/MachineLearning Posts, February: Oxford Deep NLP Course; Data Visualization for Scikit-learn Results

  Oxford Deep NLP Course; scikit-plot: Data Visualization for Scikit-learn Results; Machine Learning at Berkeley's ML Crash Course: Neural Networks; Predicting parking difficulty with machine learning; TensorFlow 1.0 Release

  https://www.kdnuggets.com/2017/03/top-reddit-machine-learning-posts-february.html

• Cooperative Trust Among Neural Networks Drives Deeper Learning

  Machine learning developers need to model a growing range of multi-partner scenarios where many learning agents and data sources interact under varying degrees of trustworthiness. This IBM site helps to take next step towards continuous intelligence.

  https://www.kdnuggets.com/2017/02/ibm-cooperative-trust-neural-networks-deeper-learning.html

• Top KDnuggets tweets, Feb 15-21: curated list of top #DeepLearning papers; Hill for the #DataScientist: An xkcd Story

  Sir Austin Bradford Hill for the #DataScientist: An xkcd Story; Attacking #machinelearning with adversarial examples; Hans Rosling: An Appreciation - Great Data Scientist, Great Human #RIP; The Most Popular Language For #MachineLearning and #DataScience Is ...

  https://www.kdnuggets.com/2017/02/top-tweets-feb15-21.html

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

  Check out the top arXiv Papers from January, covering convolutional neural network advances, why wide may trump deep, generative adversarial networks, learning to reinforcement learn, and more.

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

• Eat Melon: A Deep Q Reinforcement Learning Demo in your browser

  Check "Eat Melon demo", a fun way to gain familiarity with the Deep Q Learning algorithm, which you can do in your browser.

  https://www.kdnuggets.com/2017/01/eat-melon-deep-q-reinforcement-learning-demo.html

• arXiv Paper Spotlight: Why Does Deep and Cheap Learning Work So Well?

  The recent paper at hand approaches explaining deep learning from a different perspective, that of physics, and discusses the role of "cheap learning" (parameter reduction) and how it relates back to this innovative perspective.

  https://www.kdnuggets.com/2016/12/arxiv-spotlight-deep-cheap-learning.html

• Top KDnuggets tweets, Nov 16-22: Top 20 #Python #MachineLearning #OpenSource Projects; Shortcomings of #DeepLearning

  Top 20 #Python #MachineLearning #OpenSource Projects; Shortcomings of #DeepLearning; What is the Difference Between #DeepLearning and Regular #MachineLearning?; Questions To Ask When Moving #MachineLearning From Practice to Production; How to Choose the Right #Database System

  https://www.kdnuggets.com/2016/11/top-tweets-nov16-22.html

• Top KDnuggets tweets, Oct 12-18: #DeepLearning Key Terms, Explained; Free Foundations of #DataScience text PDF

  #DeepLearning Key Terms, Explained; Free Foundations of #DataScience text PDF; Top 12 Interesting Careers to Explore in #BigData; #ICYMI The 10 Algorithms #MachineLearning Engineers Need to Know

  https://www.kdnuggets.com/2016/10/top-tweets-oct12-18.html

• Top KDnuggets tweets, Jul 20-26: Math-free simple explanation: #DeepLearning Demystified; Are #Humans Becoming More Machine-Like?

  Finally, a #TensorFlow book for humans; Great math-free simple intro explanation video: Deep Learning Demystified; Does #sentiment analysis work? A tidy analysis of Yelp reviews; JupyterLab: the next generation of the #Jupyter Notebook

  https://www.kdnuggets.com/2016/07/top-tweets-jul20-26.html

• Top KDnuggets tweets, Jun 1-7: “Deep” vs “Regular” Machine Learning; Introduction to Scientific Python – NumPy

  How to Build Your Own #DeepLearning Box; What is the Difference Between #DeepLearning and "Regular" #MachineLearning? Data Science of #Variable Selection: A Review; Why choose #Python for #MachineLearning?

  https://www.kdnuggets.com/2016/06/top-tweets-jun01-07.html

• Top KDnuggets tweets, May 18-24: Google supercharges #MachineLearning, #DeepLearning tasks with TPU (Tensor Processing Unit)

  Stanford Crowd Course Initiative: #MachineLearning with #Python course; Practical Guide to Matrix Calculus for #DeepLearning; Build your own #DeepLearning Box < $1.5K

  https://www.kdnuggets.com/2016/05/top-tweets-may18-24.html

• Top KDnuggets tweets, Mar 07-15: Great collection of Must Know Tips/Tricks in #DeepLearning

  Great collection of Must Know Tips/Tricks in #DeepLearning; 4 Lessons for Brilliant #DataVisualization; 12 Apps with a Billion+ active Users - less time now to get to 1B users;Timeline of Artificial Intelligence #AI victories, 1997-3041, Chess, Jeopardy, Go.

  https://www.kdnuggets.com/2016/03/top-tweets-mar07-15.html

• Top KDnuggets tweets, Jan 4-10: NIPS 2015 #DeepLearning Tutorial by top researchers; Scientific way to cut pizza into equal slices will make you angry

  #NIPS2015 #DeepLearning Tutorial by top researchers Bengio, LeCun, Hinton; Understanding Rare Events and streak patterns; Most Influential Data Scientists on Twitter and Quora; 12 Tips for Data-Driven Research.

  https://www.kdnuggets.com/2016/01/top-tweets-jan04-10.html

• Top KDnuggets tweets, Dec 14-20: DeepLearning in a Nutshell: History and Training; Top 10 #MachineLearning Algorithms, updated

  Top 10 #MachineLearning Algorithms, updated; Cartoon: Surprise #DataScience #Recommendations; DeepLearning in a Nutshell: History and Training; Update: Google #TensorFlow #DeepLearning Is Improving.

  https://www.kdnuggets.com/2015/12/top-tweets-dec14-20.html

• Top /r/MachineLearning Posts, November: TensorFlow, Deep Convolutional Generative Adversarial Networks, and lolz

  In November on /r/MachineLearning, we've got a good laugh, a fantastic image-generating convolutional generative adversarial network, and a whole lot of Google TensorFlow.

  https://www.kdnuggets.com/2015/12/top-reddit-machine-learning-november.html

• Facebook Open Sources deep-learning modules for Torch

  We review Facebook recently released Torch module for Deep Learning, which helps researchers train large scale convolutional neural networks for image recognition, natural language processing and other AI applications.

  https://www.kdnuggets.com/2015/02/facebook-open-source-deep-learning-torch.html

• Top /r/MachineLearning posts, Jan 18-24: K-means clustering is not a free lunch; A Deep Dive into Recurrent Neural Nets

  Textbook Easter Eggs, issues with k-means, recurrent neural networks, genetic algorithm challenges, and the implementation of machine learning pipelines are all in this week's top /r/MachineLearning posts.

  https://www.kdnuggets.com/2015/01/top-machine-learning-posts-jan18-24.html

• KDnuggets News, December 6: GitHub Repositories to Master Machine Learning • 5 Free Courses to Master Data Engineering

  This week on KDnuggets: Discover GitHub repositories from machine learning courses, bootcamps, books, tools, interview questions, cheat sheets, MLOps platforms, and more to master ML and secure your dream job • Data engineers must prepare and manage the infrastructure and tools necessary for the whole data workflow in a data-driven company • And much, much more!

  https://www.kdnuggets.com/newsletter-n44-2023-12-06

• 10 GitHub Repositories to Master Machine Learning

  The blog covers machine learning courses, bootcamps, books, tools, interview questions, cheat sheets, MLOps platforms, and more to master ML and secure your dream job.

  https://www.kdnuggets.com/10-github-repositories-to-master-machine-learning

• 5 Free Courses to Master Machine Learning

  Are you excited to learn about and build machine learning models? Start learning today with these free machine learning courses.

  https://www.kdnuggets.com/5-free-courses-to-master-machine-learning

• Tackle computer science problems using both fundamental and modern algorithms in machine learning

  Master algorithms, including deep learning like LSTMs, GRUs, RNNs, and Generative AI & LLMs such as ChatGPT, with Packt's 50 Algorithms Every Programmer Should Know.

  https://www.kdnuggets.com/2023/11/packt-tackle-computer-science-problems-fundamental-modern-algorithms-machine-learning

• Everything you need to become a SAS Certified Machine Learning Engineer

  Read on to find out everything you need to become a SAS Certified Machine Learning Engineer.

  https://www.kdnuggets.com/2023/11/sas-everything-need-become-sas-certified-machine-learning-engineer

• The Top 5 Cloud Machine Learning Platforms & Tools

  What are the top 5 cloud machine learning platforms in the market today. Our list will help provide some vital insights into which platform might best cater to your specific machine learning needs. See what KDnuggets recommends.

  https://www.kdnuggets.com/the-top-5-cloud-machine-learning-platforms-tools

• 5 Free Books to Master Machine Learning

  Machine Learning is one of the most exciting fields in computer science today. In this article, we will take a look at the five best yet free books to learn machine learning in 2023.

  https://www.kdnuggets.com/5-free-books-to-master-machine-learning

• Hands-On with Unsupervised Learning: K-Means Clustering

  This tutorial provides hands-on experience with the key concepts and implementation of K-Means clustering, a popular unsupervised learning algorithm, for customer segmentation and targeted advertising applications.

  https://www.kdnuggets.com/handson-with-unsupervised-learning-kmeans-clustering

• Unveiling Unsupervised Learning

  Explore the unsupervised learning paradigm. Familiarize yourself with the key concepts, techniques, and popular unsupervised learning algorithms.

  https://www.kdnuggets.com/unveiling-unsupervised-learning

• Ensemble Learning Techniques: A Walkthrough with Random Forests in Python

  A practical walkthrough for random forests in Python.

  https://www.kdnuggets.com/ensemble-learning-techniques-a-walkthrough-with-random-forests-in-python

• Understanding Supervised Learning: Theory and Overview

  This article covers a high-level overview of popular supervised learning algorithms and is curated specially for beginners.

  https://www.kdnuggets.com/understanding-supervised-learning-theory-and-overview

• Demystifying Machine Learning

  This article is intended to familiarize you with the essence of Machine learning, the basic concepts, and the high-level machine learning process.

  https://www.kdnuggets.com/demystifying-machine-learning

• Understanding Machine Learning Algorithms: An In-Depth Overview

  Understanding Machine Learning: Exposing the Tasks, Algorithms, and Selecting the Best Model.

  https://www.kdnuggets.com/understanding-machine-learning-algorithms-an-indepth-overview

• Using SHAP Values for Model Interpretability in Machine Learning

  Discover how SHAP can help you understand the impact of model features on predictions.

  https://www.kdnuggets.com/2023/08/shap-values-model-interpretability-machine-learning.html

• Introduction to Statistical Learning, Python Edition: Free Book

  The highly anticipated Python edition of Introduction to Statistical Learning is here. And you can read it for free! Here’s everything you need to know about the book.

  https://www.kdnuggets.com/2023/07/introduction-statistical-learning-python-edition-free-book.html

• Unlock the Power of AI – A Special Release by KDnuggets and Machine Learning Mastery

  We are excited to announce a collaboration between Machine Learning Mastery and KDnuggets, our brand new ebook, "Maximizing Productivity with ChatGPT," to enrich your Machine Learning journey.

  https://www.kdnuggets.com/2023/07/mlm-unlock-power-ai-special-release-kdnuggets-machine-learning-mastery.html

• Unlock the Secrets to Choosing the Perfect Machine Learning Algorithm!

  When working on a data science problem, one of the most important choices to make is selecting the appropriate machine learning algorithm.

  https://www.kdnuggets.com/2023/07/ml-algorithm-choose.html

• Free From Google: Generative AI Learning Path

  Want to keep updated about Generative AI? Check these free courses and resources from Google Cloud.

  https://www.kdnuggets.com/2023/07/free-google-generative-ai-learning-path.html

• A Practical Approach To Feature Engineering In Machine Learning

  This article discussed the importance of feature learning in machine learning and how it can be implemented in simple, practical steps.

  https://www.kdnuggets.com/2023/07/practical-approach-feature-engineering-machine-learning.html

• Reinforcement Learning: Teaching Computers to Make Optimal Decisions

  Reinforcement learning basics to get your feet wet. Learn the components and key concepts in the reinforcement learning framework: from agents and rewards to value functions, policy, and more.

  https://www.kdnuggets.com/2023/07/reinforcement-learning-teaching-computers-make-optimal-decisions.html

• A Comparison of Machine Learning Algorithms in Python and R

  This list of the most commonly used machine learning algorithms in Python and R is intended to help novice engineers and enthusiasts get familiar with the most commonly used algorithms.

  https://www.kdnuggets.com/2023/06/machine-learning-algorithms-python-r.html

• Closing the Gap Between Human Understanding and Machine Learning: Explainable AI as a Solution

  This article elaborates on the importance of Explainable AI (XAI), what the challenges in building interpretable AI models are, and some practical guidelines for companies to build XAI models.

  https://www.kdnuggets.com/2023/06/closing-gap-human-understanding-machine-learning-explainable-ai-solution.html

• A Practical Guide to Transfer Learning using PyTorch

  In this article, we’ll learn to adapt pre-trained models to custom classification tasks using a technique called transfer learning. We will demonstrate it for an image classification task using PyTorch, and compare transfer learning on 3 pre-trained models, Vgg16, ResNet50, and ResNet152.

  https://www.kdnuggets.com/2023/06/practical-guide-transfer-learning-pytorch.html

• How to MLOps like a Boss: A Guide to Machine Learning without Tears

  If you have ever emailed a .pickle file to engineers for deployment, this is for YOU!

  https://www.kdnuggets.com/2023/06/mlops-like-boss-guide-machine-learning-without-tears.html