Understanding the Differences Between AI, ML And DL - PowerPoint PPT Presentation

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Understanding the Differences Between AI, ML And DL

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Popular terms we often hear nowadays, artificial intelligence, machine learning and deep learning are all closely related, that much is true, but there are some important differences between them. Helping companies streamline their processes and make their systems more efficient, let’s look at the differences in a little more detail: – PowerPoint PPT presentation

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Title: Understanding the Differences Between AI, ML And DL


1
Understanding the Differences Between AI, ML And
DL
2
  • Popular terms we often hear nowadays, artificial
    intelligence, machine learning and deep learning
    are all closely related, that much is true, but
    there are some important differences between
    them. Helping companies streamline their
    processes and make their systems more efficient,
    lets look at the differences in a little more
    detail
  • Artificial intelligence
  • Enabling machines to think without the need for
    any input from humans, this broad area of
    computer science adds human intelligence to
    machines, and its systems are classified by how
    well they can replicate human behaviors, what
    hardware they use, how can they be used and the
    theory of mind. All AI systems fall into one of
    the following three categories

3
  • Artificial narrow intelligence
  • Artificial general intelligence
  • Artificial super intelligence
  • Machine learning
  • Using statistical algorithms to build systems
    that can learn automatically and improve from
    experiences without being programmed, machine
    learning is best thought of as a subset of
    artificial intelligence.

4
  • Search engines such as Google and Yahoo, voice
    assistants like Alexa, and recommendation systems
    on Netflix, are all examples of machine learning
    that many of us use every day, and without really
    giving the technology behind it a second thought.
    Machine learning works by training algorithms
    with the input of big data, and enabling them to
    learn more about the information being processed.
  • The algorithms used in machine learning are
    generally placed into the following three
    categories

5
  • Supervised
  • Unsupervised
  • Reinforcement learning
  • Deep learning
  • Inspired by the way a human brain filters
    information, deep learning is a technique that
    uses machine learning to learn from examples.
    Processing information in a similar way to the
    human brain, it helps filter input data from a
    computer model, to better predict and classify
    information.

6
  • Because its processes mimic human thoughts, its
    technology is typically used in applications
    commonly used by humans, such as driverless cars,
    in which deep learning enables the vehicle to
    recognize road signs and know the difference
    between certain obstacles, such as a person or a
    lamppost. Using neural network architectures,
    deep learning methods are sometimes known as deep
    neural networks.
  • There are three fundamental network architectures
    involved in deep learning, as shown below

7
  • Convolutional neural networks
  • Recurrent neural networks
  • Recursive neural networks
  • Many industries have already begun integrating
    machine learning technology into all stages of
    their production, and with more and more
    technology driven and powered by AI, businesses
    in all sectors can streamline their processes,
    predict problems before they occur, serve their
    customers better, and ultimately, give their
    bottom lines a much-needed boost.
  • To know more about how AI, machine and deep
    learning could help your business, reach out to a
    reputable tech company today, who can help bring
    your company in line with others who are already
    embracing its many benefits.

8
  • Intelliprise commits to empower organizations
    with cutting edge solutions. Intelliprise LLC is
    based in Indianapolis, IN and offers holistic
    Enterprise solutions, technologies, and systems
    integration for over 200 companies worldwide,
    ranging from startups to Fortune 1000 companies.
    Many of the largest companies outsource their
    business needs to Intelliprise, including leaders
    in retail, travel, e-commerce, education,
    hospitality, manufacturing, consumer goods,
    logistics, SCM, lifestyle, non-profits, and BFSI.
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