4. 44
What is Deep Learning?
What is it?
• A method of extracting features at multiple levels of abstraction
– Features are discovered from data
– Performance improves with more data
– High Degree of representational power.
• Represents models that have multiple layers of non-linear
transformations
• It is the power to interpret sensory data- sound, images and video.
8. 88
Deep Learning Model Architectures
ImageAnalysis
Model time
and sequence
(Financial Time
Series Data)
FindFeaturesfromData
withoutknowingwhat
thecomesare.
13. 1313
Tech Giants Investing in AI Applications
• Facebook – Facial Recognition technology
• Google- Deep Minds (Mimic human brain to
recognize patterns.
• Microsoft- Emotion detection services
• Salesforce- Automate customer support and
marketing.
• Shell-Virtual Assistant to answer customer
queries
• Apple-Speech Recognition AI
• IBM Watson- Cognitive intelligence
• Skype- Speech Translation
Many more including start-ups
Engineered features
Find features from data itself
Computer vision, speech, NLP, vidoes
Engineered features
Find features from data itself
Computer vision, speech, NLP, vidoes
Engineered features
Find features from data itself
Computer vision, speech, NLP, vidoes
Used car locator application
Johan McCarthy and Marvin Minsky in 1959 coined the term ‘Artificial Intelligence’. He came up with a book called perceptron. He invented scanning microscope
, robotic arms
mind, brain, brains, head, intelligence, reason, understanding, comprehension, thought, brainpower, sense, judgement, wisdom,
Faculty of reasoning and understanding objectively especially abstract matters.
Sqrll – Specializes in cyber security solutions have
Sqrll – Specializes in cyber security solutions have