AI Show - Deep Learning vs. Machine Learning

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This episode helps you compare deep learning vs. machine learning. You'll learn how the two concepts compare and how they fit into the broader category of artificial intelligence. During this demo we will also describes how deep learning can be applied to real-world scenarios such as fraud detection, voice and facial recognition, sentiment analytics, and time series forecasting.

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*Artificial intelligence* (AI): studies algorithms and automated systems developed for problem solving, focuses on how to solve problems instead of the problems themselves

*Machine learning* (ML) : subset of A.I algorithms that are divided into two stages, _learning_ and _execution_
On _learning_ the algorithm generates a data model that tries to abstract a characteristic of the data
On _execution_ the data model is used to reproduce the learnt characteristic on new data samples

*Deep learning* : subset of M.L. algorithms that uses _connectionist_ approaches, which are heavily based on linear algebra transformations and gradient descent, they often minimize by small steps a function that evaluates how well the "data model" fits the target characteristic, for each data sample. It's called _Deep_ because they often perform more than one transformation on the input data, more transformations imply a "deeper" model.

RafaelRocha-poyi
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Super informative. My very concise summary is:

- ML: portfolio of algorithms. Feed data --> learn something from it.
- DL: type of ML based on neural networks.
- A lot of data? You probably need DL.
- You need a lot of power, maybe GPUs? You probably are entering DL territory.
- AI: consuming ML models.

Thank you

computersciencestuff
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I took Francesca & Sara's "Den intro to Data Science and I really liked it

sprintwithcarlos
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She is using edge... that's called loyalty homies

Jack_o_all
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Hi, Thanks for this digest induction on AI, ML and DL

assembestephane
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AI Show - Deep Learning vs. Machine Learning, It is a Great show!

jamesomina
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Thank you for sharing the information!

ahsansheikh
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It's a great video, how come it only has 8k views ?

paperblackwriter
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He looks lost after a few words from the lady

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