Study Machine Learning

Rajashree

Junior Member
Jul 14, 2016
1
0
0
Hi all,

Thinking of studying Machine Learning. I have some basic knowledge in R and Python. If anyone could help me understand
1) Scope and Career opportunities in ML
2) Where do I start?
 

jman19

Lifer
Nov 3, 2000
11,222
654
126
You'll need to learn the core mathematical principles applied from statistics, probability theory, and linear algebra. ML is about statistical learning methods first, programming second.
 

repoman0

Diamond Member
Jun 17, 2010
4,544
3,473
136
Check out MIT OpenCourseWare. Their lecture notes and posted problem sets are exceptional and there are plenty of machine learning and machine vision graduate level courses and assignments to choose from. I regularly read new lectures when I have an hour or two of downtime at work. Also, it's free!
 

C1

Platinum Member
Feb 21, 2008
2,337
87
91
If I were you then I would also just go ahead & hit the ground running. Do something (like I did) & purchase some neural net software & begin using it (eg, Cal Sci "BrainMaker" - http://www.calsci.com/BrainIndex.html ). You'll be light years ahead. (Found that everybody was talking stuff like neural nets & machine learning but when the rubber hit the road no one really had any serious hands on.)

You should be able to end up even creating your own innovative ideas & applications within 6 months. Endless ideas in the area of medical analysis/diagnoses.
 

Bulldog13

Golden Member
Jul 18, 2002
1,655
1
81
If I were you then I would also just go ahead & hit the ground running. Do something (like I did) & purchase some neural net software & begin using it (eg, Cal Sci "BrainMaker" - http://www.calsci.com/BrainIndex.html ). You'll be light years ahead. (Found that everybody was talking stuff like neural nets & machine learning but when the rubber hit the road no one really had any serious hands on.)

You should be able to end up even creating your own innovative ideas & applications within 6 months. Endless ideas in the area of medical analysis/diagnoses.

Have you had a chance to compare / contrast this with TensorFlow ? Thoughts? My only concern with starting my learning with a software packge like this, is my experience would be less marketable.
 

C1

Platinum Member
Feb 21, 2008
2,337
87
91
There you go, sounds just like what I said.

[url]http://www.kdnuggets.com/2015/11/google-tensorflow-deep-learning-disappoints.html[/url] said:
Although I was learning how to use TensorFlow, I was finding it difficult to figure out when I would use it. Skimming through the rest of the tutorials, I could see that TensorFlow could be used to implement recurrent neural networks, convolutional neural networks, logistic regression, even Mandelbrot Set generation and visualization (which muddied the picture even further for me, to be honest), but there didn't seem to be any silver bullet (or anything close) as to why I would choose TensorFlow for a given project. I didn't get it. So I dug around further.

Some quick Google-fu and it became evident that I was all alone. There were experts everywhere espousing the benefits of TensorFlow. Well, actually, they were talking about how good it was, but with little more substance than you could find on the TensorFlow website. But at least there were reasons given as to why we should use it... right? Well, actually, not so much. I couldn't find a single use case specifically for TensorFlow anywhere. Most "tech experts" were busy focusing on how TensorFlow would "change everything," and speaking vaguely about how AI and machine learning would now be accessible to anyone who wanted to use it (finally!), and how it can run on a plethora of hardware. Honestly, it seemed like a lot of people were doing their very best to not offend Google, without really understanding what's going on, and perhaps just having heard about deep learning for the first time last week. And no, despite my academic tendencies, I will not be citing anyone here. And I still didn't get it.

Pick the package you can afford. The idea is to get some hands on experience as an ancillary to one's course of study.
 
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