Recently, I shared a list of some courses that were useful in my transition to machine learning.

While I took most of the courses in person, there are some alternative online courses you can check out.

Here is a thread of a few interesting online courses based on the list:

Some of the most amazing applications of machine learning will probably come from folks working on brain-computer interface (BCI).

Check out this new paper discussing high-performance brain-to-text communication via handwriting.

Future of programming?

https://t.co/I5DUnE4vpy

Python Data Science Handbook.

An excellent book for those seeking an introduction to data science and machine learning.

Chapters have been converted to publicly available Colab notebooks.

Covers:
- NumPy
- Pandas
- Matplotlib
- ML algorithms

https://t.co/KjBpsDhDDJ

1/9 - “In the second wave we acquired much more evidence that schoolchildren are almost equally, if not more infected by SARS-CoV-2 than others.”

2/9 - “The problem is not that schools are unsafe for children,” Mr. Boris Johnson said last week. “The problem is schools may nonetheless act as vectors for transmission, causing the virus to spread between households.”

3/9 - “An antibody survey conducted by researchers in Geneva in May and December, using thousands of random samples, found that children of age 6 to 18 were getting infected as often as young adults. The study has yet to be peer reviewed.”

4/9 - “One reason for this: The Swiss city’s schools have been open since the summer, while restrictions have been placed on adults, meaning schoolchildren played a bigger role in transmitting the virus during the autumn surge.”

5/9 - “In Austria, a nationwide survey by universities and medical institutes found that children under 10 showed a similar rate of infection to those between 11 and 14, and that the children in general were getting infected as often as teachers.”

Today is the International Day of Education, & an urgent question to ask is;
Are our universities becoming better?
Will technology disrupt their existence? And
Will they become obsolete very soon?

Here are some reasons why I believe they will, if we fail to redesign them.

>>>

1. Many universities are wasting the time of young people. The Fourth Industrial Revolution is here & it is demand specific. The world needs specializations & universities aren't providing that which is why more companies like Google, IBM, Apple don't prioritize a college degree.

Why do we import foreign medicines & even vaccines produced by other countries when we have hundreds of universities? Why do over 70% of our microbiologists or biochemists never practice upon graduation but choose to become fashion designer, bankers or makeup artists ?

Why will a roadside mechanic be better at fixing a knocked engine than a mechanical engineering graduate? Why can't computer science graduates build apps or diagnose computer languages? This is because our education curriculum is outdated & irrelevant to today's world.

2. Vocational & technical workers can earn more from a non-degree education than a four-year degree.
With the fast growing economy which requires more “technicians, artisans & vocational professionals”. These professions should also be given equal respect and dignity.

What does it take to sustain screwiness in the way the world works? Mostly, it's just good people, trying their best to get us to a better place... within constraints which pretty much preclude us actually getting anywhere! A case in point with

These authors come across as hugely committed to something we might all agree upon: improving young people's experiences of physical education through better school-based-interventions. Sounds great? Agreed, & pretty much everything about their study models best practice 🥳

Sadly, established "best practice" involves further embedding the medicalisation of PE as if it should be about the potential contribution of physical activity to everything from quality of life, self-perception & cognition to the likelyhood of becoming healthy & active adults 🤯

We're reminded of the Chief Medical Officer's "recommended guidelines of 60 min of moderate-to-vigorous physical activity (MVPA) per day for healthy growth and development" 👇 This is a focus on what we can easily measure (generic) rather than on what we might value (individual).

We get recognition that PE "is not merely an opportunity for children to engage in PA" but that's linked to its role in "the development of knowledge & skills to foster their PA engagement throughout life" - so further focus on health outcomes. A long way from @meaningfulPE 🙄