Data is big
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If this doesn't terrify you... Google's computers OUTWIT their humans

If this doesn't terrify you... Google's computers OUTWIT their humans | Data is big | Scoop.it
Given Google's ambition to "organize the world's information", the fewer people it needs to employ, the better. By developing these "deep learning" systems Google needs to employ fewer human experts, Quoc, said. "Machine learning can be difficult because it turns out that even though in theory you could use logistic regression and so on, but in practice what happens is we spend a lot of time on data processing inventing features and so on. For every single problem we have to hire domain experts," he added. "We want to move beyond that ... there are certainly problems we can't engineer features of and we want machines to do that."
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The future is here, it's just not evenly distributed.
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Data is big
"The future is here. It's just not evenly distributed yet." - William Gibson     :::: Follow this topic for fresh resources and ideas related to Data Science, Machine Learning, Algorithms and #bigdata :::: <a href="http://www.dataisbig.co" rel="nofollow">http://www.dataisbig.co</a>/
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Activation Functions: Neural Networks

Activation Functions: Neural Networks | Data is big | Scoop.it
Sigmoid, tanh, Softmax, ReLU, Leaky ReLU EXPLAINED !!!

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Becoming a 10x Data Scientist - Algorithmia

Becoming a 10x Data Scientist - Algorithmia | Data is big | Scoop.it
Borrowing tips and tricks from software developers, learn how to create a more productive workflow on the journey to becoming a 10X Data Scientist.
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How to Learn Advanced Concepts Fast

How to Learn Advanced Concepts Fast | Data is big | Scoop.it
These are 10 strategies I use to learn advanced concepts as fast as possible! I'm going to explain each one, and give some examples of what I mean.
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PythonBooks - Learn Python the easy way !

PythonBooks - Learn Python the easy way ! | Data is big | Scoop.it
PythonBooks showcase the bests free ebooks about the Python programming language. The easiest way to learn Python for free!
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Deep Learning Mindmap

Deep Learning Mindmap | Data is big | Scoop.it
deeplearning-mindmap - A mindmap summarising Deep Learning concepts.
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Marc Kneepkens's curator insight, August 20, 7:52 AM

Deep Learning is part of a broader family of Machine Learning methods based on learning data representations, as opposed to task-specific algorithms. Learning can be supervised, partially supervised, or unsupervised. This is an attempt to summarize this large field in one .PDF file.

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Deep Learning Our Way Through Fashion Week – Inside EDITED

Deep Learning Our Way Through Fashion Week – Inside EDITED | Data is big | Scoop.it
AI, deep learning — or whatever we decide to call this new wave of neural network applications — has many industries racing to design the latest and most intelligent learning systems in an attempt to…
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Principal Component Analysis Course Using FactoMineR - Articles - STHDA

Principal Component Analysis Course Using FactoMineR - Articles - STHDA | Data is big | Scoop.it
Statistical tools for data analysis and visualization
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Bootstrapping Reinforcement Learning – Suman Deb Roy – Medium

Bootstrapping Reinforcement Learning – Suman Deb Roy – Medium | Data is big | Scoop.it
There are 3 overarching ways to do machine learning. There’s Supervised Learning (“this is a car” �), Unsupervised Learning (“all these things look like cars” � � �) and Reinforcement learning …
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Neural networks for algorithmic trading. Multimodal and multitask deep learning

Neural networks for algorithmic trading. Multimodal and multitask deep learning | Data is big | Scoop.it
Here we are again! We already have four tutorials on financial forecasting with artificial neural networks where we compared different architectures for financial time series forecasting, realized…
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120 Machine Learning business ideas from the latest McKinsey report.

120 Machine Learning business ideas from the latest McKinsey report. | Data is big | Scoop.it
Machine learning is on the edge of revolutionizing those 12 sectors. Most leaders in those industries look at Machine Learning and see a non-stable, none viable technology in the short term.
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Zero to One — A Ton of Awe-Inspiring Deep Learning Demos with Code for Beginners

Zero to One — A Ton of Awe-Inspiring Deep Learning Demos with Code for Beginners | Data is big | Scoop.it
— said they wanted deep learning examples that they can just download and run. No Math. No Theory. No Books. It’s difficult to find deep learning examples that are open source and that also run first…
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The Data Analyst: A Potential Difference Maker | The Higher Tempo Press

The Data Analyst: A Potential Difference Maker | The Higher Tempo Press | Data is big | Scoop.it

Believe or not, not everyone on The Higher Tempo is actually any good at the game. Take me for example. My save over on my own blog has spanned five seasons – it took me three just to get promoted and I got instantly relegated then couldn’t bounce right back up. 

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Command line tools for Machine learning

Command line tools for Machine learning | Data is big | Scoop.it
Preamble I thought I should make an article with my favourite tools that can be used from the command line and be run with minimal memory
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Neural Network Zoo Prequel: Cells and Layers - The Asimov Institute

Neural Network Zoo Prequel: Cells and Layers - The Asimov Institute | Data is big | Scoop.it
Cells The Neural Network Zoo shows different types of cells and various layer connectivity styles, but it doesn’t really go into how each cell type works. A number of cell types I originally gave different colours to differentiate the networks more clearly, but I have since found out that these cells work more or less …
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Launch a GPU-backed Google Compute Engine instance and setup Tensorflow, Keras and Jupyter

Launch a GPU-backed Google Compute Engine instance and setup Tensorflow, Keras and Jupyter | Data is big | Scoop.it
In this guide I’ll describe and explain how to launch a GPU-backed Compute Engine instance and set it up with CUDA, Tensorflow, Keras, Jupyter and so on.

Via Eric Feuilleaubois
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Scaling Keras Model Training to Multiple GPUs | Parallel Forall

Scaling Keras Model Training to Multiple GPUs | Parallel Forall | Data is big | Scoop.it
How to use Keras with the MXNet backend to achieve high performance and excellent multi-GPU scaling for deep learning training.
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Customer Churn – Logistic Regression with R

Customer Churn – Logistic Regression with R | Data is big | Scoop.it
In the customer management lifecycle, customer churn refers to a decision made by the customer about ending the business relationship. It is also referred as loss of clients or customers. Customer loyalty and customer churn always add up to 100%. If a firm has a 60% of loyalty rate, then their loss or churn rate of customers is 40%. As per 80/20 customer profitability rule, 20% of customers are generating 80% of revenue.

Via Eric Feuilleaubois
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Reinforcement Learning w/ Keras + OpenAI: Actor-Critic Models

Reinforcement Learning w/ Keras + OpenAI: Actor-Critic Models | Data is big | Scoop.it
Last time in our Keras/OpenAI tutorial, we discussed a very fundamental algorithm in reinforcement learning: the DQN. The Deep Q-Network is actually a fairly new advent that arrived on the seen only…
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A Self-Study List for Data Engineers and Aspiring Data Architects

A Self-Study List for Data Engineers and Aspiring Data Architects | Data is big | Scoop.it
Study List for Data Engineers and Aspiring Data Architects
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My Curated List of AI and Machine Learning Resources from Around the Web

My Curated List of AI and Machine Learning Resources from Around the Web | Data is big | Scoop.it
When I was writing books on networking and programming topics in the early 2000s, the web was a good, but an incomplete resource. Blogging had started to take off, but YouTube wasn’t around yet, nor…
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Deep Learning with R

Deep Learning with R | Data is big | Scoop.it
For R users, there hasn’t been a production grade solution for deep learning (sorry MXNET). This post introduces the Keras interface for R and how it can be used to
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Tensorflow and Keras finally find their way to the R world
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Thinking of doing a machine learning PhD? Read this first.

Thinking of doing a machine learning PhD? Read this first. | Data is big | Scoop.it
We explain why it’s a high-impact area, how to work out if it’s for you, and exactly how and where to apply.
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Redefining Basketball Positions with Unsupervised Learning

Redefining Basketball Positions with Unsupervised Learning | Data is big | Scoop.it
The NBA Finals are over. The last of the champagne bottles have been emptied and the confetti has begun to settle. Now that the Golden State Warriors have finished unleashing their otherworldly…
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