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KDnuggets News: 2019 News | Schedule | Submissions | Archive
Top stories: Most viewed and Most shared
KDnuggets News: 2019 News | Schedule | Submissions | Archive
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University of Cincinnati: Assistant Professor – Educator, Information Systems [Cincinnati, OH] - Mar 20, 2019.
Seeking applications for a non-tenure track position at the level of an Assistant Professor - Educator capable of teaching subjects such as Big Data, Business Intelligence, Machine Learning, Extract, transform, and load (ETL), Data Mining, and Data Warehousing.
Deep Compression: Optimization Techniques for Inference & Efficiency - Mar 20, 2019.
We explain deep compression for improved inference efficiency, mobile applications, and regularization as technology cozies up to the physical limits of Moore's law.- Deploy your PyTorch model to Production - Mar 20, 2019.
This tutorial aims to teach you how to deploy your recently trained model in PyTorch as an API using Python. - KDnuggets™ News 19:n11, Mar 20: Another 10 Free Must-Read Books for Data Science; 19 Inspiring Women in AI, Big Data, Machine Learning - Mar 20, 2019.
Also: Who is a typical Data Scientist in 2019?; The Pareto Principle for Data Scientists; My favorite mind-blowing Machine Learning/AI breakthroughs; Building NLP Classifiers Cheaply With Transfer Learning and Weak Supervision; Advanced Keras - Accurately Resuming a Training Process 
Just Announced, Keynotes and Major Global Events in Data Science - Mar 19, 2019.
ODSC is delighted to host an incredible lineup of leading experts in data science and AI from around the globe, with conferences in Boston, San Francisco, London, Bengaluru, São Paulo, and more on the way. Registration is now open!- Xing, Heycar & Microsoft on stage at Deep Learning World in Munich - Mar 19, 2019.
Deep Learning World Munich is coming May 6-7 in Munich, Germany. You still have the chance to get your early bird pass until Apr 5. Secure your ticket for a lower price and access case studies and deep dives covering the commercial deployment of deep learning! - Mastering Fast Gradient Boosting on Google Colaboratory with free GPU - Mar 19, 2019.
CatBoost is a fast implementation of GBDT with GPU support out-of-the-box. Google Colaboratory is a very useful tool with free GPU support. - How to Train a Keras Model 20x Faster with a TPU for Free - Mar 19, 2019.
This post shows how to train an LSTM Model using Keras and Google CoLaboratory with TPUs to exponentially reduce training time compared to a GPU on your local machine. 
Top Stories, Mar 11-17: Who is a typical Data Scientist in 2019?; The Pareto Principle for Data Scientists - Mar 18, 2019.
Also: Another 10 Free Must-Read Books for Machine Learning and Data Science; Building NLP Classifiers Cheaply With Transfer Learning and Weak Supervision; My favorite mind-blowing Machine Learning/AI breakthroughs; The 7 Myths of Data Anonymisation- Attend a PAW Workshop – Coming to a City Near You this Year - Mar 18, 2019.
PAW Workshops are coming to four cities in 2019. Along with top-tier keynotes and information-packed sessions, Predictive Analytics World brings you a wide selection of in-depth workshops this year in Munich, Las Vegas, London, and Berlin. - Apple: Commerce Data Scientist – Apple Media Products [Cupertino, CA] - Mar 18, 2019.
Apple is seeking a talented, experienced Applied Researcher/Data Scientist to work on high visibility projects that affect millions of customers globally. If you are a self-motivated, high-energy individual who is not afraid of challenges, we're looking for you. - Wake Forest University: Teaching Professor/Professor of the Practice in Statistics/Analytics [Winston-Salem, NC] - Mar 18, 2019.
The Wake Forest University School of Business is seeking qualified candidates for a Teaching Professor/Professor of the Practice in Statistics/Analytics. This individual will be expected to teach graduate courses in areas such as Data Analysis & Business Modeling, Data Mining & Machine Learning, and Forecasting. 
8 Reasons Why You Should Get a Microsoft Azure Certification - Mar 18, 2019.
With huge and growing popularity of Microsoft Azure, getting that certification will advance your career. Consider these 8 reasons for taking an Azure certification course
Overcoming distrust on the path to productive analytics - Mar 18, 2019.
We outline the importance of overcoming distrust in data and analytics, with tips on how to align all stakeholders, being a data optimist, streamlining the process, and more.- Artificial Neural Networks Optimization using Genetic Algorithm with Python - Mar 18, 2019.
This tutorial explains the usage of the genetic algorithm for optimizing the network weights of an Artificial Neural Network for improved performance. - How To Work In Data Science, AI, Big Data - Mar 18, 2019.
There are many facets to working in Data Science. Your role will depend greatly on the industry you pick and the area of Data Science you want to pursue. A Data Science career is very dynamic and requires a team effort to succeed. 
[eBook] Standardizing the Machine Learning Lifecycle - Mar 15, 2019.
We explore what makes the machine learning lifecycle so challenging compared to regular software, and share the Databricks approach.- Top R Packages for Data Cleaning - Mar 15, 2019.
Data cleaning is one of the most important and time consuming task for data scientists. Here are the top R packages for data cleaning. - Building NLP Classifiers Cheaply With Transfer Learning and Weak Supervision - Mar 15, 2019.
In this blog, I’ll walk you through a personal project in which I cheaply built a classifier to detect anti-semitic tweets, with no public dataset available, by combining weak supervision and transfer learning. - Deep Learning Summit Boston – Meet RE•WORK’s Newest Speakers - Mar 14, 2019.
RE-WORK returns to Boston in May to showcase global experts in Deep Learning. Get up to 50% off passes with code KDNUGGETS if you register before March 22. - Hone your coding and AI skills with a Computer Science online MSc - Mar 14, 2019.
Gain the necessary technical skills to further your career in an ever-growing sector with U. of Bath Computer Science online MSc. Apply until 1 April 2019. - My favorite mind-blowing Machine Learning/AI breakthroughs - Mar 14, 2019.
We present some of our favorite breakthroughs in Machine Learning and AI in recent times, complete with papers, video links and brief summaries for each. - Cartoon: AI and March Madness - Mar 14, 2019.
AI has mastered chess, Go, and other games, but can AI master March Madness? KDnuggets Cartoon imagines one scenario when this happens. - Advanced Keras — Accurately Resuming a Training Process - Mar 14, 2019.
This article on practical advanced Keras use covers handling nontrivial cases where custom callbacks are used. - Top KDnuggets tweets, Mar 06-12: Most impactful AI trends of 2018; Google open-sources GPipe for efficiently training large deep neural networks - Mar 13, 2019.
The rise of ML Engineering; Build your own Robust #DeepLearning Environment in Minutes; Another 10 Free Must-Read Books for Machine Learning and Data Science; Top 5 #MachineLearning Courses for 2019 - from @Coursera and @EdX. - Advanced Analytics & Data Gov Training in Chicago: ML, DL, Self-Service, Strategy, and more - Mar 13, 2019.
Learn effective data governance practices and how to successfully implement advanced analytics by attending our industry leading training at TDWI Chicago, April 28 - May 3, and take your projects to the next level. - [PDF] Executive Guide To Machine Learning - Mar 13, 2019.
The Executive Guide covers the benefits to your business, the build-or-buy process, and gives a practical overview for implementing ML in your organization. - Towards Automatic Text Summarization: Extractive Methods - Mar 13, 2019.
The basic idea looks simple: find the gist, cut off all opinions and detail, and write a couple of perfect sentences, the task inevitably ended up in toil and turmoil. Here is a short overview of traditional approaches that have beaten a path to advanced deep learning techniques. - Apply for a Mozilla Fellowship - Mar 13, 2019.
During their 10-month tenure, Mozilla fellows design products, run campaigns, and influence policy around the theme of “better machine decision making.” Fellows receive competitive funding + benefits, and a travel stipend. Apply by April 8. - Object Detection with Luminoth - Mar 13, 2019.
In this article you will learn about Luminoth, an open source computer vision library which sits atop Sonnet and TensorFlow and provides object detection for images and video. - Get the guidebook for tackling data privacy & compliance - Mar 12, 2019.
This guidebook walks through the myths & realities of pseudonymization and working with personal data, and suggests data team processes for compliance. - Securing your future in big data - Mar 12, 2019.
With four highly-specialised data analytics modules, and the practical business knowledge provided by the core MBA modules, NTU online course can prepare you for a career in big data. - Top Stories, Mar 4-10: Another 10 Free Must-Read Books for Machine Learning and Data Science; 19 Inspiring Women in AI, Big Data, Data Science, ML - Mar 12, 2019.
Also: Neural Networks seem to follow a puzzlingly simple strategy to classify images; Neural Networks with Numpy - Intro for Absolute Beginners. - AI: Arms Race 2.0 - Mar 12, 2019.
An analysis of the current state of the competition between US, Europe, and China in AI, examining research, patent publications, global datasphere, devices and IoT, people, and more. - The 7 Myths of Data Anonymisation - Mar 12, 2019.
Anonymisation has always been rather seen as a necessary evil instead of a helpful tool. That’s why plenty of myths have arisen around that technology over the years. - People Tracking using Deep Learning - Mar 12, 2019.
Read this overview of people tracking and how deep learning-powered computer vision has allowed for phenomenal performance. - BD: Staff Data Scientist, Operations Researcher [San Diego, CA] - Mar 11, 2019.
Working to solve complex healthcare problems using large datasets and an array of advanced data science technology, alongside energizing product teams that are eager for your insights. - Download your DATAx guide to AI in healthcare - Mar 11, 2019.
AI is expected to contribute $150bn value to business by 2026. How can AI succeed in your industry? Do you know how to set an ambitious AI vision within your organization? Download your free ebook to find these solutions. - LiveVideo Courses on AI, Big Data, Machine Learning – only $25 through March 31 - Mar 11, 2019.
All Manning live video courses, includes courses on AI, Big Data, Deep Learning, Machine Learning, Reinforcement Learning, and more - are on sale until March 31 - only twenty five dollars. -
Who is a typical Data Scientist in 2019? - Mar 11, 2019.
We investigate what a typical data scientist looks like and see how this differs from this time last year, looking at skill set, programming languages, industry of employment, country of employment, and more. -
The Pareto Principle for Data Scientists - Mar 11, 2019.
In this article, I’ll share a few ways in which we, as data scientists, can use the power of the Pareto Principle to guide our day-to-day activities. - Monash: Research Fellow [Clayton, Australia] - Mar 9, 2019.
The Data Science and AI group is seeking a go-getter Research Fellow to work at the interface of computer science, machine learning and medical research. Apply by April 4, 2019. - Moosejaw: Sr. Manager of Customer Experience and Analytics [Madison Heights, MI] - Mar 8, 2019.
Do you love digging into data to find key insights? Do you live to discover the key ways to increase customer lifetime value? Then this job is for you. 
Automated Machine Learning 101: Is Your Company Ready? - Mar 8, 2019.
In this webinar from DataRobot, learn common automated machine learning use cases how automated machine learning enables more employees to take part in AI initiatives while making existing data science teams more productive, and more!- Chief Analytics Officers & Influencers, Spring: May 15 – 16 2019, Crowne Plaza San Diego - Mar 8, 2019.
Join to connect with your peers, colleagues, and friends! Network, share and learn from the 60+ expert speakers across 2 immersive days. Register for your free pass! - Beating the Bookies with Machine Learning - Mar 8, 2019.
We investigate how to use a custom loss function to identify fair odds, including a detailed example using machine learning to bet on the results of a darts match and how this can assist you in beating the bookmaker. - 19 Inspiring Women in AI, Big Data, Data Science, Machine Learning - Mar 8, 2019.
For the 2019 international women's day, we profile a new set of 19 inspiring women who lead the field in AI, Big Data, Data Science, and Machine Learning fields. - Designing Ethical Algorithms - Mar 8, 2019.
Ethical algorithm design is becoming a hot topic as machine learning becomes more widespread. But how do you make an algorithm ethical? Here are 5 suggestions to consider. - Staff Data Scientist [Mountain View, CA, Woodland Hills, CA] - Mar 8, 2019.
Intuit is seeking a Staff Data Scientist in Mountain View, CA or Woodland Hills, CA. They are looking for team members that love new challenges, cracking tough problems and working cross-functionally. - Intuit: Principal Data Scientist [Mountain View, CA] - Mar 8, 2019.
Intuit is seeking a Principal Data Scientist in Mountain View, CA, to be responsible for developing analytical solutions for the detection of fraud and credit risk across the Intuit payments and payroll ecosystem. - Intuit: Senior Data Scientist – Business Analytics [Mountain View, CA] - Mar 8, 2019.
Intuit is seeking a Senior Data Scientist - Business Analytics in Mountain View, CA. You need to be a top-notch problem solver and problem identifier. It’s also a good idea to know the standard suite of analytical tools - SQL, R/Python, some sort of data visualization tool – but we’re more interested in your ability to quickly learn. - Top February Stories: Data Scientists: Why are they so expensive to hire? Artificial Neural Network Implementation using NumPy and Image Classification - Mar 7, 2019.
Also: Gainers, Losers, and Trends in Gartner 2019 Magic Quadrant for Data Science and Machine Learning Platforms; The Essential Data Science Venn Diagram. - New Data Science Bundle, or Build Your Own Bundle of Skills - Mar 7, 2019.
Good things come in threes, including Online Learning courses. Introducing Data Science & Build Your Own Bundles: bundles include three full courses, allowing data and analytics pros to both broaden and deepen skills across today's hottest topics and save 15% for maximum ROI. - The history of Predictive Analytics World in 13 bullets - Mar 7, 2019.
Check out these historical Predictive Analytics World milestones, from spawning the Target-predicting-pregnancy publicity debacle, to getting dinged by the Hollywood action movie star Chuck Norris, to growing into the leading international event series it is today. - KDnuggets offer: Save 20% on Strata in London - Mar 7, 2019.
Strata Data Conference is coming to London Apr 29-May 2. Discover what's coming in data and AI—and how to implement it for your business. Save 20% on Gold, Silver, and Bronze passes with code KDNU until Friday, Mar 15. - Where Analytics, Data Science, Machine Learning Were Applied: Trends and Analysis - Mar 7, 2019.
CRM/Consumer analytics, health care, banking, finance, and science were the top sectors in 2018. The greatest increases were in mobile apps, investment, security, entertainment, and social policy, while fraud detection, retail, advertising, direct marketing, and social media saw the greatest declines. - Breaking neural networks with adversarial attacks - Mar 7, 2019.
We develop an intuition behind "adversarial attacks" on deep neural networks, and understand why these attacks are so successful. - Neural Networks with Numpy for Absolute Beginners — Part 2: Linear Regression - Mar 7, 2019.
In this tutorial, you will learn to implement Linear Regression for prediction using Numpy in detail and also visualize how the algorithm learns epoch by epoch. In addition to this, you will explore two layer Neural Networks. - Beyond news contents: the role of social context for fake news detection - Mar 7, 2019.
Today we’re looking at a more general fake news problem: detecting fake news that is being spread on a social network. This is a summary of a recent paper which demonstrates why we should also look at the social context: the publishers and the users spreading the information! - Intuit: Sr Data Scientist, Business Analyst [Mountain View, CA] - Mar 7, 2019.
Intuit is seeking a Senior Data Scientist, Business Analyst in Mountain View, CA. You need to be a top-notch problem solver and problem identifier. It’s also a good idea to know the standard suite of analytical tools, but we’re more interested in your ability to quickly learn new tools as the set of tools available is constantly evolving. - Intuit: Sr Data Scientist – Business Analytics [Mountain View, CA] - Mar 7, 2019.
Intuit is seeking a Senior Data Scientist - Business Analytics in Mountain View, CA. You need to be a top-notch problem solver and problem identifier as there are no points for an elegant solution to the wrong problem. - Intuit: Sr Data Scientist, Business Analyst [Mountain View, CA] - Mar 7, 2019.
Intuit is seeking a Senior Data Scientist, Business Analyst in Mountain View, CA, to be primarily responsible for shaping the way we measure and improve product design and scaling analytics methods and tools to support our customer experiences. - Intuit: Staff Data Scientist [Mountain View, CA] - Mar 7, 2019.
Intuit is seeking a Staff Data Scientist in Mountain View, CA., to team up with our credit strategy and data engineering teams closely to develop innovative credit models for our QuickBooks Financing products. - Top KDnuggets tweets, Feb 27 – Mar 05: How to Setup a Python Environment for Machine Learning; How to do Everything in Computer Vision - Mar 6, 2019.
Also Python Data Science for Beginners; Deep Learning for Natural Language Processing (NLP) - using RNNs and CNNs. - Robust Quality – Powerful Integration of Data Science and Process Engineering. - Mar 6, 2019.
This book provides a strong connection between the concepts in data science and process engineering needed to ensure better quality and takes you through a systematic approach to measure holistic quality with several case studies. - Intuit: Staff Business Data Analyst [Mountain View, CA] - Mar 6, 2019.
Intuit is seeking a Staff Business Data Analyst in Mountain View, CA. Come join Intuit as a Staff Business Data Analyst in our blazingly fast paced and high performing team. - Intuit: Sr Business Data Analyst [Mountain View, CA] - Mar 6, 2019.
Intuit is seeking a Senior Business Data Analyst in Mountain View, CA. Your area of focus will encompass Intuit’s entire product line including QuickBooks, Payroll, and Payments, and you will interact with the larger analytics community at Intuit using industry-leading analytics tools, techniques and best practices. - Intuit: Sr Analyst, Financial & Strategic Analytics [Mountain View, CA] - Mar 6, 2019.
Intuit is seeking a Senior Analyst, Financial & Strategic Analytics in Mountain View, CA. The right candidate is a hands-on problem-solver, critical thinker who celebrates the unexpected surprises, and who knows often the perfect is the enemy of the good. - Get a free SF hotel room night for Strata San Francisco - Mar 6, 2019.
Strata Data Conference is coming to San Francisco Mar 25-28. Register by Friday, Mar 8, with the code FREEROOM, and you'll get a night at the Hilton Union Square on us (and 20% off Gold, Silver, and Bronze passes). - REV 2: Next Data Science Leaders Summit, NYC, May 23-24 - Mar 6, 2019.
Come to New York City on May 23–24 for Rev 2, and learn from data science teams and leaders. This year’s focus is “What can teams learn from each other?” - 3 Reasons Why AutoML Won’t Replace Data Scientists Yet - Mar 6, 2019.
We dispel the myth that AutoML is replacing Data Scientists jobs by highlighting three factors in Data Science development that AutoML can’t solve. - Another 10 Free Must-Read Books for Machine Learning and Data Science - Mar 6, 2019.
Here's a third set of 10 free books for machine learning and data science. Have a look to see if something catches your eye, and don't forget to check the previous installments for reading material while you're here. - Deconstructing BERT, Part 2: Visualizing the Inner Workings of Attention - Mar 6, 2019.
In this post, the author shows how BERT can mimic a Bag-of-Words model. The visualization tool from Part 1 is extended to probe deeper into the mind of BERT, to expose the neurons that give BERT its shape-shifting superpowers. - KDnuggets™ News 19:n10, Mar 6: What no one will tell you about data science job applications; The rise of ML Engineering - Mar 6, 2019.
Also most impactful AI trends of 2018: The rise of ML Engineering; How to do Everything in Computer Vision; GANs Need Some Attention, Too; OpenAI GPT-2. - Webinar: Supercharging Search: AI in Information Discovery for the Life Sciences - Mar 5, 2019.
Learn how to cut through the complexity of scientific language; hear how SciBite puts AI techniques in action, and find how to supercharge search at your organization. - Earn your MS in Business Analytics Online from Drexel University - Mar 5, 2019.
With Drexel University's online MS in Business Analytics program, you'll be able to effectively analyze this data to give your company and yourself a competitive edge. Learn more today! - Pandora: Sr Scientist – Search, Information Retrieval & Recommendation Systems [Oakland, CA] - Mar 5, 2019.
Pandora is seeking a Scientist on the Personalization and Discovery team, where you’ll help change the way people listen. You will be at the center of the next generation audio service creation, utilizing advanced algorithms to bring a delightful and personalized listening experiences that is easy to access. - Pandora: Sr Scientist, Core Radio & User Engagement [Atlanta, GA or Oakland, CA] - Mar 5, 2019.
Pandora is seeking enthusiastic data scientists with experience in machine learning, statistical modeling and analysis, combined with strong CS fundamentals and coding abilities. Scientists partner with engineers, product managers, and other key stakeholders in the product and marketing teams. - Neural Networks seem to follow a puzzlingly simple strategy to classify images - Mar 5, 2019.
We explain why state-of-the-art Deep Neural Networks can still recognize scrambled images perfectly well and how this helps to uncover a puzzlingly simple strategy that DNNs seem to use to classify natural images. - Neural Networks with Numpy for Absolute Beginners: Introduction - Mar 5, 2019.
In this tutorial, you will get a brief understanding of what Neural Networks are and how they have been developed. In the end, you will gain a brief intuition as to how the network learns. - GANs Need Some Attention, Too - Mar 5, 2019.
Traditional deep convolutional GANs are unable to capture long-range dependencies in images. When there is a high rate of information variation in an image, conventional GANs tend to miss out on obtaining all of this variation, and thus fail to represent the global relationships faithfully. - Cisco: Support Bot Designer/Engineer [Raleigh, NC] - Mar 5, 2019.
You will be responsible for designing and implementing conversational experiences on our Bot/Virtual Agent platforms and channels, including employee experience requirements, omni-channel workflow, process design, system changes, testing, analysis, and reporting. - Top Stories, Feb 25 – Mar 3: Asking Great Questions as a Data Scientist; 4 Reasons Why Your Machine Learning Code is Probably Bad - Mar 5, 2019.
Also: Deconstructing BERT: Distilling 6 Patterns from 100 Million Parameters; How to do Everything in Computer Vision; What no one will tell you about data science job applications; Python Data Science for Beginners - Interested in Datamining.net domain? - Mar 4, 2019.
Interested in datamining dot net domain? Send me your best offer by March 12. - PAW Healthcare’s Agenda Highlights, plus 3 other PAWS in Vegas – Save ’til Friday - Mar 4, 2019.
Start planning for PAW Healthcare 2019 in Las Vegas Jun 16-20 and get ready to hear excellent sessions and case studies across healthcare business operations and clinical applications. Save til Friday! - The Difference Between Data Scientists and Data Engineers - Mar 4, 2019.
ODSC East 2019 has multiple tracks for both Data Scientists and Data Engineers, including workshops, talks, and training sessions. Save 45% with code KDN45. - Penn State online MS in Data Analytics - Mar 4, 2019.
Teaches students to examine the entire life cycle of analytics problem solving and play a major role in key business decisions. - On Building Effective Data Science Teams - Mar 4, 2019.
We take a look at the qualities that make a successful data team in order to help business leaders and executives create better AI strategies. - OpenAI’s GPT-2: the model, the hype, and the controversy - Mar 4, 2019.
OpenAI recently released a very large language model called GPT-2. Controversially, they decided not to release the data or the parameters of their biggest model, citing concerns about potential abuse. Read this researcher's take on the issue. - Predictive Analytics World – Why It’s the Leading Machine Learning Event in 2019 - Mar 1, 2019.
The founder of PAW gives you an overview of PAW events in 2019 and breaks down what makes PAW the leading machine learning event to attend this year.