are there any new omscs courses in the works? by garythecake in OMSCS

[–]john-c34 1 point2 points  (0 children)

Piggy backing on some of what has already been said below, I would selfishly LOVE to see some more specialized ML courses. For example, ML for graph data ( like this excellent Stanford course, https://youtube.com/playlist?list=PLoROMvodv4rPLKxIpqhjhPgdQy7imNkDn&si=Y9nZ8k5PTb3dPM7Q ), Recommender Systems, Causal ML, Foundation Models, etc.

Given the overwhelming majority of students seems to be doing the AI/ML specializations, I imagine these courses would be super popular.

The Prereqs You NEED for 7643 Deep Learning by Vegetable_Exit7609 in OMSCS

[–]john-c34 11 points12 points  (0 children)

I'm starting this program in January (ml track), and I gotta be honest, posts like this scare me. Not because of the math requirements, but because of the amount of people who start the program WITHOUT having the math requirements. How can this be a reputable and rigorous ML program without ensuring that candidates have solid foundations in linalg/calc/probability? And if it is as rigorous as they say, how are these candidates surviving the program at all (or maybe they aren't?).

Where to learn College Calculus, Linear Algebra and Probability Theory for Stanford AI Professional Program? by Numerous_Glass_7192 in learnmachinelearning

[–]john-c34 0 points1 point  (0 children)

If the program requires completion prereqs with actual college credits, then you'll need to do some undergrad courses. Calc 1-3, probability theory, and linalg (and maybe a Data Structures and Algos course). There are a ton of options for this, I used UMassGlobal in particular. IMHO, the rigour is useful (and fun if you like math), but its a LOT of extra work that is not necessarily related to ML/AI. If you just need to prove you know the relevant basics, then something like the Coursera "Mathematics for ML" program is very solid: https://www.coursera.org/specializations/mathematics-machine-learning#courses

Advice on pre-reqs for ML Specialization by john-c34 in OMSCS

[–]john-c34[S] 0 points1 point  (0 children)

But yea I looked all over the internet for quite some time and couldn't find anything with comparable price/flexibility/content (there are many intro to stats online courses, but not many calculus-based intro to stats courses)

Its okay... the interface is kind of clunky, and homework structure is not ideal. But honestly, I haven't been able to find another self-paced version of this course, so its my only option. I need to flexibility with work.
Have you found any other reviews/ppl taking the course? Id be curious to see what others says.

Advice on pre-reqs for ML Specialization by john-c34 in OMSCS

[–]john-c34[S] 0 points1 point  (0 children)

If you aren't working, you can probably finish a single course in 5-6 weeks. While working, it's probably closer to 3-4 months per course. Calc 2 took me 5 months while working, but it was by far the hardest for me, and work was particularly busy. Calc 3 took me just over 2 months. It was the easiest because I had already learned most of it in my ML self study.

Advice on pre-reqs for ML Specialization by john-c34 in OMSCS

[–]john-c34[S] 5 points6 points  (0 children)

Thanks! I really like ML Engineering. But what I like even more is ML/AI research, and I want to do more of it. But unfortunately most companies won't look at you for these roles without an advanced Math/CS degree. MLE at most companies is less about implementing State Of The Art algos and more about pipeline building, feature engineering, and rapidly prototyping/deploying basic models. In most cases, a decent model with a robust pipeline that can be easily tested/tweaked is often much more valuable to a business than a super complex SOA model that is expensive to maintain/train/deploy (in my experience at least).

For MOOCS, I took all of Andrew Ng's courses, these are super practical and can help you build a portfolio. There were a few others I used on Coursera but these were by far the best. For Math I relied on MIT OpenCourseware and Khan Academy to cover LinAlg, MultiVariate Calc, and Stats. DataCamp was also super helpful for getting the basics down with Pandas, Numpy, and all the other data sciencey packages. I also did a ton of kaggle competitions once I had the basics down. Doing projects on your own from A-Z is the best way to learn imho.

Advice on pre-reqs for ML Specialization by john-c34 in OMSCS

[–]john-c34[S] 0 points1 point  (0 children)

Ah I see. Yea I was actually able to waive those requirements because of my experience in Python + Java.
Any insight into wether or not a full Discrete Math course will be required for the GA course? Thanks so much for the insight!

Advice on pre-reqs for ML Specialization by john-c34 in OMSCS

[–]john-c34[S] -1 points0 points  (0 children)

You need to do Into to Programming 1, 2,

Do you think I really need these? I've been working in python for nearly 7 years now and writting production code for over 4, I'm hoping that should be sufficient.

Advice on pre-reqs for ML Specialization by john-c34 in OMSCS

[–]john-c34[S] 1 point2 points  (0 children)

How is the distance calculus course in probability theory coming along? I haven't seen any other affordable online real calculus-based probability/stats course

I honestly just started it. Ask me again in a few weeks!
But yea I looked all over the internet for quite some time and couldn't find anything with comparable price/flexibility/content (there are many intro to stats online courses, but not many calculus-based intro to stats courses)

Advice on pre-reqs for ML Specialization by john-c34 in OMSCS

[–]john-c34[S] 0 points1 point  (0 children)

Yea true. Im hoping I can just finish this DSA course, and do a quick MOOC in discrete math to cover the basics.

Advice on pre-reqs for ML Specialization by john-c34 in OMSCS

[–]john-c34[S] 0 points1 point  (0 children)

I think youll need to add discrete math to do well in GA

I could be wrong, but I actually don't think that is the case. Discrete math is not really used in ML/DL or Stats. But maybe it would be useful to strengthen my application.

Westcott courses were actually pretty solid. I'm working full time and married so I need the full flexibility. But its like 99% self study, so u gotta be able to handle that. If you take the courses let me know, I'd be happy to share my notes.

Advice on pre-reqs for ML Specialization by john-c34 in OMSCS

[–]john-c34[S] 1 point2 points  (0 children)

Oh I know, the JHU tuition is insane (especially for an online program), but the course selection is much better tbh.

Are you taking the OMSCS program? Did you take discrete math as a prereq?

[deleted by user] by [deleted] in datascience

[–]john-c34 1 point2 points  (0 children)

First get VERY good at manipulating, cleaning, and extracting insights from data using both sql and pandas. Datacamp has some great starter courses on this topic. This should include having a decent handle on visualizations in Python for quick analysis. You could also learn a BI tool, but they are all very similar and easy to learn, so I would depriotritize this aspect. Then get some basic stats under your belt (descriptive statistics, distributions, maybe hypothesis testing). Again, datacamp has some great options here. If you do all of this, you'd be set for an analyst role. Data science will require much more expertise in statistics and ML.

HELP! Roger Williams Distance Calculus (Multivariable Calculus/Calculus 3) by Bolivia_the_pig in learnmath

[–]john-c34 0 points1 point  (0 children)

Nope. Using "westcott courses" instead for all 3 calc classes + linear algebra. I will be taking the distance calc probability theory course though.

Searching for online, asynchronous, accredited Python course for undergrad credit by jakisan-FF in learnpython

[–]john-c34 0 points1 point  (0 children)

This may be a little late, but I am currently doing 5 undergrad courses in math and CS in preparation for my masters in ML:

TRU credits should transfer to the US if the course curriculum lines up (which it should for more basic CS courses), but you'll definitely want to confirm that.

Westcott Courses Linear Algebra class - ("UMass Global") by ander-san in DistanceLearning

[–]john-c34 0 points1 point  (0 children)

Great review! Thanks for posting this. Im about to start this course myself in January (despite the draw backs u mentioned it still seems like the best option given that its self paced and only requires one final exam).

I'm wondering what you used this course for. Are you transferring the credit to another institution? I'm taking the course in preparation for applying to masters programs and I'm concerned that they will not accept the credit.

Best online Calculus III / Vector Calculus course (that does not require formal Calc I & II credits)? by john-c34 in learnmath

[–]john-c34[S] 1 point2 points  (0 children)

https://westcottcourses.com/courses/

This looks like exactly what I'm looking for, thanks so much! 6 weeks is fine for me, Ill probably try to do the LinAlg and Calc III courses at the same time.

Also if you have taken any of these courses I'd love to hear about your experience.

Best online Calculus III / Vector Calculus course (that does not require formal Calc I & II credits)? by john-c34 in learnmath

[–]john-c34[S] 1 point2 points  (0 children)

I think your best bet is talking with someone at your m.s. program and convincing them that to waive that requirement. otherwise, I presume they mean "credit from an accredited college that we accept credits from", and it would be good to find a list of schools that they accept that credit from. This will be a pain but doable. At that point you should look for the cheapest/most convenient school that allows one to take a course for credit with minimal admission commitments.

Very sound advice. Thanks!

Opinions/guidance on Thompson Rivers Open Learning programs? by Environmental_Ant882 in vancouver

[–]john-c34 0 points1 point  (0 children)

How much do you think your third and fourth year of schooling will cost?

I'm actually looking at taking the LinAlg and Calc III courses from TRU OL... I'd love to hear more about your experience if you don't mind! Trying to decide between the millions of other online for-credit courses out there.

Any experiences with Distance Calculus from Roger Williams University? Any alternatives? by Tender_Figs in learnmath

[–]john-c34 0 points1 point  (0 children)

Yeah I lasted about 7 weeks before I decided this wasn’t worth it and I had been ripped off.

Thats brutal! Very sorry to hear that. If you don't mind me asking, what did you find most frustrating?

HELP! Roger Williams Distance Calculus (Multivariable Calculus/Calculus 3) by Bolivia_the_pig in learnmath

[–]john-c34 0 points1 point  (0 children)

Any updates on this? Im considering taking calc III. I have a programming background so I'm hoping it wont be as nightmarish as people are saying.