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Common Data Science Challenges
In a previous newsletter I point out some of the key differences that separate data science from traditional project management.…
Doug Rose
118 posts
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Data Science Team Pitfalls
In a previous newsletters I recommend creating a small team of three to five individuals consisting of at least one…
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Breaking Down Data Silos
One of the biggest challenges your data science team is likely to encounter is gaining access to all of the…
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Getting Better Insights from your Data Science Team
Large organizations have numerous departments or teams that perform different functions, including Research and Development (R&D), Production, Purchasing,…
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Democratize Data in your Organization
Democratizing data involves making it available to personnel throughout an organization and providing them with the tools and training needed…
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The History of Neural Networks
At a basic level the perceptron is a single-layer neural network. The perceptron is worth looking at because it sheds…
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Sigmoid Neurons in Neural Networks
The Perceptron is an artificial neuron that produces a linear/binary output. The perceptron can distinguish between only two classes.…
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Using an AI Expert System Instead of Machine Learning
Prior to starting an AI project, the first choice you need to make is whether to use an expert system…
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Understanding Hidden Layers in a Neural Network
A neural network consists of three layers of neurons. An input layer, one or more hidden layers, and an output…
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Big Data and Artificial Intelligence
Fueling the rise of machine learning and deep learning is the availability of massive amounts of data, often referred to…
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Strategies to Overcome Artificial Intelligence Hurdles
Data science, artificial intelligence (AI), and machine learning (ML) are very complex fields. Amidst this complexity, it is easy to…
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How to Avoid the Most Common Data Science Pitfalls
Many people have the misconception that science is equivalent to truth. In fact, people often cite science as the authority…