Is there really a difference in

Well, one reason is that a number of sub-category diets have emerged under the vegetarian umbrella that include eating meat and using animal by-products, something vegans are obviously keen to disassociate themselves with.

Is there really a difference in

Is there really a difference? That made a connection to when I was watching the news and Budweiser drove 50, cans of beer across miles of highway, marking the first commercial shipment by a self-driving vehicle.

This also made a connection to the IBM Integrated Account activations where I heard of so many clients building cognitive and data science apps.

Is there really a difference in

I took a pause… I know all of this is powered by Cognitive but what really is the difference between Artificial Intelligence, Machine Learning, and Deep Learning?

They are used interchangeably but are they the same thing? How and where to do our offerings fit into each domain? Cloud Services, Hybrid Cloud so they can think about the conversations to have with their customers around this transformation.

This is my first post in a three-part series: Three key enhancements in technology: Data is also more accessible. The algorithms and models take advantage of both GPUs and Big Data to train large deep neural networks with large data sets. There are great advancements in GPU compute capacity along with the hardware becoming more widely available at a cheaper cost.

AI is when a machine simulates a human task. AI tackles problems that one would associate with human thinking such as reasoning, knowledge, planning, learning, understanding, natural language processing and translation to name a few.

It can solve specific or narrow tasks such as getting really good at answering automobile maintenance questions or can be general where it can perform a range of tasks. One of the most common use cases of AI that we see our customers wanting to adopt is Conversational Apps which use natural language processing.

Conversation focuses on reasoning strategies for language and content of the questions. Organizations want to embed Conversational Apps into their applications to improve call center service and response and improve customer satisfaction. Another use case is around Discovery which ingests unstructured and structured data and uses reasoning strategies, helping you find value in data — fast.

Machine Learning is a subset of AI that uses historical data to recognize patterns to better predict the future.

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Machine Learning algorithms iteratively learn from data, thus allowing computers to find hidden insights and patterns without being explicitly programmed where to look.

Examples of pattern detection can be speech recognition, object recognition, or image recognition to name a few. Machine Learning can be categorized into two main categories: Think about a real estate application that estimates the sales price of a house.

You provide a set of training data that contains square footage, number of rooms, zip code and sale prices for houses. You can continue to feed it housing characteristic values and it should predict the price along a regression line. For example, is this a fraudulent case? It is inspired by our understanding of the biology of our brains — all those millions of interconnections and interactions between the neurons.

You might, for example, take an image and chop it up into a bunch of tiles that are inputted into the first layer of the neural network. In the first layer, individual neurons then pass the data to a second layer.

The second layer of neurons does its task, and so on, until the final layer and the final output is produced. Neural networks need hundreds of thousands or millions of training sets to predict what something is.The difference between sativa vs indica’s are commonly characterized as follows: Appearance of Sativa vs Indica Indica plants are generally short, with wider leaves and dense branching, making them particularly suitable for indoor growing.

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