புதிய பாதை - New PadhAI
About
the PadhAI Course:
This PadhAI course is bring to us both
academic and research experience in Machine Learning (ML) and Deep Learning (DL). We have a lot of questions in
front of us to know about the ML or DL and therefore how to deploy these concepts into the machines or
systems? How will it work accurately based on our commands or expectations or Data sets? So,
let we go to the Course,
Figure 1: Computer Memory Brain and Human Brain
Memory
Figure 2: Artificial Intelligence
Artificial Intelligence (AI) is covering anything which enables
computers to behave like a human. Machine Learning is a part of this as
well as language understanding and computer vision.
Machine Learning (ML) deals with the extraction of
patterns from data sets. This means that the machine can find rules for optimal behavior but also can adapt to changes in the world.
Figure 3: Example of Machine Learning
Deep Learning (DL) is a specific class of Machine
Learning algorithms which are using complex neural networks.
Figure 4: Example of Deep Learning
Based on the data dependencies of test
date given as input to the system with respect to ML can perform excellent with
a small/medium data sets, whereas DL can perform on a big data set.
Figure 5: Difference between ML and DL
AI,
ML and DL brings us now finally to Data Science. The picture below gives an
idea how Data Science relates to those fields.
Figure 6: How to relate the Data Science with AI, ML and DL
So, what is Data Science? Why importance of Data Science?
·
Data Science (DS) is the practical application of all
those fields (AI, ML, DL) in a application of real world context. And “how it
could also cover a case where you work on scientific research.
But whatever the context of your
application is, the goals are always the same:
·
Extracting
insights from data,
·
Predicting
developments,
·
Deriving
the best actions for an optimal outcome,
·
Or sometimes
even perform those actions in an automated fashion.
As you can also see in the diagram above,
Data Science covers more than the application of only those techniques.
Acknowledgement:
I am New to PathAI,
As a Professor, I realized and I am lagging in the future dependencies and fail to promote these things
to my student’s forum, since the data science will become a vital role and occupy in the future. Anyhow? Late is better than never! Good thinks can start
anybody at any time!! I have a new path to learn AI ( புதிய பாதை - PathAI ) and Data Science in easy way; this is happening only because of PathAI
team Mitesh and Pratyush, and I came to know this PathAI through my friend and colleague Dr.
Sabarigiriraja, Thanks!
References:
By Dr.D.Loganathan,
Professor from SVS College of Engineering, Coimbatore.
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