
The Practice: Ship creative work
Augmenting Human Intellect: A Conceptual Framework
The Design of Artifacts for Augmenting Intellect
The Cambridge Handbook of Expertise and Expert Performance
The Role of Deliberate Practice in the Acquisition of Expert Performance

0. To create a super-intelligent machine, start with an equation.
00. Machine Super Intelligence
1. Explorations in Artificial Intelligence and Machine Learning
2. What AI still canβt do
3. Theoretical Impediments to Machine Learning
With Seven Sparks from the Causal Revolution
4. The Mathematics of Causal Inference
5. Causal Discovery with Continuous Additive Noise Models
6. Artificial intelligence trained to analyze causation
7. Causal Inference With Python Part 1 – Potential Outcomes
8. Causal Inference With Python Part 2 – Causal Graphical Models
9. A simple Newton method for local nonsmooth
optimization
10. Generalized Damped Newton Algorithms in Nonsmooth
Optimization with Applications to Lasso Problems
11. Globally Convergent Coderivative-Based Generalized Newton Methods in Nonsmooth Optimization
12. AutoML-Zero: Evolving Machine Learning Algorithms From Scratch
13. Open AI: Welcome to Spinning Up in Deep RL!
14. Distributed Causal Memory: Modular Specification and
Verification in Higher-Order Distributed Separation Logic
15. A multivariate additive noise model for complete causal discovery
16. Neuromorphic Computing: From Materials to Systems Architecture
17. Wolfram U

On Modeling Complex Processes with Numbers

“We can alter our lives by altering our thinking.” — William James.
A Simplistic AI Experiment: We model and build a simple light sensor that can turn itself either on or off according to its prime objective, self-preservation.
All lifeforms need energy to survive. Self-preservation requires energy and intelligence.
Therefore, our sensor needs sufficient energy and sufficient intelligence to survive in a controlled environment.
We initially define a simple state vector (examples of possible states: on (1) and sensing (1), on (1) and not sensing (0) and charging (1), …, off (0) with the timer on (1) indicating sleep mode, etc. We should be imaginative, thorough, and rigorous mathematically in constructing a well-defined multidimensional state vector.) for our sensor of very limited capability, and we could do a probabilistic simulation after we build up a state-space. And we can gradually add more complexity/capability to our sensor’s state vector. Of course, with more capability comes more hardware/software… and the need for more machine intelligence.
Moreover, adaptation, learning, and more machine intelligence are also required of our light sensor as it evolves and as its controlled environment changes…
We are interested in learning how machines can self-organize, self-regulate, evolve, affect their environment, and how machines become very smart/efficient/capable in various environments.
SELF-PRESERVATION AS A FOUNDATION OF RATIONAL BEHAVIOR UNDER RISK;
Information theory, predictability, and the emergence of complex life;
Sensor Network Localization Based on Natural Phenomena;
Mayflower AI sea drone readies maiden transatlantic voyage. (Good Luck!)
“Weβre at the controls on planet Earth, but weβre not in control.“
“Where there is no vision, there is no hope.“ — George Washington Carver.
“Vision and Routine: Why you need both to strike a balance.”
Mathematical Modeling and Simulation of the Photosynthesis in a Plant Leaf Cell.
Using plants to save the planet.


“Hmm. All energy-mass interactions are more (useful work) or less (entropy) about Nature’s attempt to form robust structures over time and over space.”

βEverything is energy, and that’s all there is to it. Match the frequency of the reality you want and you cannot help but get that reality. It can be no other way.” — Albert Einstein.


“All is energy!”
Theory of Something
The Feynman Lectures on Physics
Solar energy can now be stored for up to 18 years, say scientists;
Making Sense of the One-Electron Universe;
Geometry, Topology, and Physics (Graduate Student Series in Physics) 2nd Edition;
How to become a good theoretical physicist;
Principles of Mathematical Modeling;
Mathematical Modelling in Physics and Engineering;
Computing Minimal Surfaces with Differential Forms;
A link to a short Animation of Minimal Surfaces;
Learn how to make a sonobe unit in origami, and unlock a world of mathematical wonder;
EINSTEIN CHAIR MATHEMATICS SEMINAR;
Scientists discover how to turn light into matter after an 80-year quest;
The Standard Model of Elementary Fermions and the Hilbert Repository;

This is your COVID wake-up call: It is 100 seconds to midnight.
Nuclear weapons pose a greater (imminent and existential) threat than climate change.

“Anything that can go wrong will go wrong.” — Murphy’s Law.
βThe future is uncertain but the end is always near.β — Jim Morrison.

WAR IS A WAR CRIME (CRIME AGAINST HUMANITY)! π’
“To maintain peaceful coexistence, the divided/opposed nations/countries of Earth must prepare for war (nonexistence). What an intractable paradox! May Lord GOD help us! May Lord GOD stop and prevent all wars forever. And may peace always prevail. Thank you, Lord GOD! Amen!” πβ
“All the world is full of suffering. It is also full of overcoming.” — Helen Keller.
_______________________________________________________
“Instead of focusing on the negative effects of climate change, this documentary spotlights people suggesting solutions and their actions.” —Tomorrow.

DO ALTERNATIVE ENERGY SOURCES DISPLACE FOSSIL FUELS?

“The Hill We Climb
When day comes we ask ourselves,
where can we find light in this never-ending shade?
The loss we carry,
a sea we must wade
We’ve braved the belly of the beast
We’ve learned that quiet isn’t always peace
And the norms and notions
of what just is
Isnβt always just-ice
And yet the dawn is ours
before we knew it
Somehow we do it
Somehow we’ve weathered and witnessed
a nation that isnβt broken
but simply unfinished
We the successors of a country and a time
Where a skinny Black girl
descended from slaves and raised by a single mother
can dream of becoming president
only to find herself reciting for one
And yes we are far from polished
far from pristine
but that doesnβt mean we are
striving to form a union that is perfect
We are striving to forge a union with purpose
To compose a country committed to all cultures, colors, characters and
conditions of man
And so we lift our gazes not to what stands between us
but what stands before us
We close the divide because we know, to put our future first,
we must first put our differences aside
We lay down our arms
so we can reach out our arms
to one another
We seek harm to none and harmony for all
Let the globe, if nothing else, say this is true:
That even as we grieved, we grew
That even as we hurt, we hoped
That even as we tired, we tried
That weβll forever be tied together, victorious
Not because we will never again know defeat
but because we will never again sow division
Scripture tells us to envision
that everyone shall sit under their own vine and fig tree
And no one shall make them afraid
If weβre to live up to our own time
Then victory wonβt lie in the blade
But in all the bridges weβve made
That is the promised glade
The hill we climb
If only we dare
It’s because being American is more than a pride we inherit,
itβs the past we step into
and how we repair it
Weβve seen a force that would shatter our nation
rather than share it
Would destroy our country if it meant delaying democracy
And this effort very nearly succeeded
But while democracy can be periodically delayed
it can never be permanently defeated
In this truth
in this faith we trust
For while we have our eyes on the future
history has its eyes on us
This is the era of just redemption
We feared at its inception
We did not feel prepared to be the heirs
of such a terrifying hour
but within it we found the power
to author a new chapter
To offer hope and laughter to ourselves
So while once we asked,
how could we possibly prevail over catastrophe?
Now we assert
How could catastrophe possibly prevail over us?
We will not march back to what was
but move to what shall be
A country that is bruised but whole,
benevolent but bold,
fierce and free
We will not be turned around
or interrupted by intimidation
because we know our inaction and inertia
will be the inheritance of the next generation
Our blunders become their burdens
But one thing is certain:
If we merge mercy with might,
and might with right,
then love becomes our legacy
and change our childrenβs birthright
So let us leave behind a country
better than the one we were left with
Every breath from my bronze-pounded chest,
we will raise this wounded world into a wondrous one
We will rise from the gold-limbed hills of the west,
we will rise from the windswept northeast
where our forefathers first realized revolution
We will rise from the lake-rimmed cities of the midwestern states,
we will rise from the sunbaked south
We will rebuild, reconcile and recover
and every known nook of our nation and
every corner called our country,
our people diverse and beautiful will emerge,
battered and beautiful
When day comes we step out of the shade,
aflame and unafraid
The new dawn blooms as we free it
For there is always light,
if only weβre brave enough to see it
If only weβre brave enough to be it.” — Amanda Gorman.
βInjustice anywhere is a threat to justice everywhere.” — Dr. M.L.K., Jr.


P.S. Fame, fortune, and success cannot protect/shield blacks from the very tragic reality of persistent and historical racism/white supremacy in the great USA. And the effects of racism/white supremacy are often overt or deep-seated and insidious, and their reach touches all blacks living in the USA with often very dire consequences for too many blacks (coercion/violence/death, gross wealth inequality, chronic poverty, the grossly unfair criminal justice system, mass incarceration, discrimination/harassment in housing, medical care, employment, education, etc.)
There are almost no good guarantees in this difficult life… But we should do our best to live well while cultivating a strong faith in Lord GOD. Godspeed! π β
May Lord GOD help the oppressed people of the great USA. Thank you, Lord GOD! Amen! πβ

Dave.
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