How To become Fluent in Math

Detail of Pythagoras with a tablet of ratios, numbers sacred to the Pythagoreans, from The School of Athens by Raphael. Vatican Palace, Rome, 1509

Detail of Pythagoras with a tablet of ratios, numbers sacred to the Pythagoreans, from The School of Athens by Raphael. Vatican Palace, Rome, 1509

Barbara Oakley shares how she rewired her brain to become fluent in math.

She talks about how schools focus too much on understanding and not enough on repetition and fluency, that students have to grasp the fundamental essence of an idea, even though that can quickly slip away without practice to consolidate them.

Students who have been reared in elementary school and high school to believe that understanding math through active discussion is the talisman of learning. If you can explain what you’ve learned to others, perhaps drawing them a picture, the thinking goes, you must understand it.

Japan has become seen as a much-admired and emulated exemplar of these active, “understanding-centered” teaching methods. But what’s often missing from the discussion is the rest of the story: Japan is also home of the Kumon method of teaching mathematics, which emphasizes memorization, repetition, and rote learning hand-in-hand with developing the child’s mastery over the material.

In the current educational climate, memorization and repetition in the STEM disciplines (as opposed to in the study of language or music), are often seen as demeaning and a waste of time for students and teachers alike [...] What this all means is that, despite the fact that procedural skills and fluency, along with application, are supposed to be given equal emphasis with conceptual understanding, all too often it doesn’t happen

The problem with focusing relentlessly on understanding is that math and science students can often grasp essentials of an important idea, but this understanding can quickly slip away without consolidation through practice and repetition.

Worse, students often believe they understand something when, in fact, they don’t. By championing the importance of understanding, teachers can inadvertently set their students up for failure as those students blunder in illusions of competence

This echoes the ideas in this video by the Math Sorcerer: Stop Trying To Understand.

She explores the connection between learning math & science and learning sport. By using the procedure a lot, applying it in many situations, you will understand both the why and how. Stop focusing on understanding.

When you learn how to swing a golf club, you perfect that swing from lots of repetition over a period of years. Your body knows what to do from a single thought—one chunk—instead of having to recall all the complex steps involved in hitting a ball.

once you understand why you do something in math and science, you don’t have to keep re-explaining the how to yourself every time you do it

The greater understanding results from the fact that your mind constructed the patterns of meaning. Continually focusing on understanding itself actually gets in the way.

When learning Russian, she focused on fluency, and not understanding of the language. She didn't want to simply understand Russian that is heard or read, she wanted "an internalized, deep-rooted fluency with teh words and language structure". How does she do this? By playing around with verbs, using them in sentences, learning when to (and not to) use them.

Fluency of something whole like a language requires a kind of familiarity that only repeated and varied interaction with the parts can develop.

I wouldn’t just be satisfied to know that ĐżĐŸĐœĐžĐŒĐ°Ń‚ŃŒ meant “to understand.” I’d practice with the verb—putting it through its paces by conjugating it repeatedly with all sorts of tenses, and then moving on to putting it into sentences, and then finally to understanding not only when to use this form of the verb, but also when not to use it.

This led her to the fundamental core of learning and development of expertise – chunking, which is how experts become experts, by storing thousands of chunks in their area of expertise in their long-term memory.

Chunking was originally conceptualized in the groundbreaking work of Herbert Simon in his analysis of chess

neuroscientists came to realize that experts such as chess grand masters are experts because they have stored thousands of chunks of knowledge about their area of expertise in their long-term memory

Whatever the discipline, experts can call up to consciousness one or several of these well-knit-together, chunked neural subroutines to analyze and react to a new learning situation. This level of true understanding, and ability to use that understanding in new situations, comes only with the kind of rigor and familiarity that repetition, memorization, and practice can foster

She applies the same strategy of language-learning into learning math and engineering. She played with the letters and alphabets in an equation, and build chunks around them.

I’d look at an equation, to take a very simple example, Newton’s second law of f = ma. I practiced feeling what each of the letters meant—f for force was a push, m for mass was a kind of weighty resistance to my push, and a was the exhilarating feeling of acceleration.

I memorized the equation so I could carry it around with me in my head and play with it. If m and a were big numbers, what did that do to f when I pushed it through the equation? If f was big and a was small, what did that do to m? How did the units match on each side?

the truth was that to learn math and science well, I had to slowly, day by day, build solid neural “chunked” subroutines—such as surrounding the simple equation f = ma—that I could easily call to mind from long term memory

So, focus on building well-ingrained chunks of expertise through practice and repetition.

Understanding doesn’t build fluency; instead, fluency builds understanding. In fact, I believe that true understanding of a complex subject comes only from fluency.

gaining fluency through practice, repetition, and rote learning — but rote learning that emphasized the ability to think flexibly and quickly.

Fluency allows understanding to become embedded, emerging when needed.

Takeaways by Claude 3 Sonnet:

  • Practice > understanding for building true mastery
  • Classroom "understanding" can create an illusion of competence
  • Repetitive practice builds neural "chunks" that allow rapid, intuitive expertise
  • Experts draw on vast memories of chunked patterns/subroutines
  • Fluency is key - understanding follows fluency, not vice versa
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How to: Twitter

If you're looking to start on Twitter, here's Henrik's user manual for Twitter.

you use it as your notetaking app, saving thoughts you like

reply to ppl who's thoughts you resonate

when you've replied to each other a bit: go to dms

after some dms: do a call

be friends

I still find it hard to post my thoughts freely. I've been posting quotes, projects, and pretty images, but not any original thought. I'm insecure about my thoughts not being good enough to be shared. But my goal when I'm back in SF is to tweet more, engage more, and make more friends and meet them IRL to make use of every second there [1]^{[1]}.

More useful links:


[1]: I've estimated that I will burn ~$80k USD for a year, and that divides into $0.0025/s and $9/hr. If I ever find myself procrastinating, wasting time, or being too comfortable in my comfort zone. I will revisit this number.

5/9/2024

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Ways of Drawing

Leonardo Da Vinci, A star-of-Bethlehem and other plants c.1506-12, Red chalk, pen and ink | 19.8 x 16.0 cm (sheet of paper) | RCIN 912424

Leonardo Da Vinci, A star-of-Bethlehem and other plants c.1506-12, Red chalk, pen and ink | 19.8 x 16.0 cm (sheet of paper) | RCIN 912424

Drawing, like music and dance, needs to be taught and practised throughout an artist's life. It is my firm belief that drawing is one of the most direct ways of engaging with the world and that using the most limited of means can lead to the most beautiful results. Furthermore, I am certain that drawing from observation is a central element of success across a broad scope of practice - from architecture, design, fashion and engineering, to tilm, animation and the wider creative industries.

– HRH THE PRINCE OF WALES, Royal Founding Patron of the Royal Drawing School

I read this quote while flipping through the pages of the book Ways of Drawing: Artists' Perspectives and Practices by The Royal Drawing School at Tsutaya bookstore in Pavilion Bukit Jalil.

It's a beautiful book with a wealth of drawings, prints, and paintings by established artists past and present. It covers the various techniques, approaches, and philosophies behind the art of drawing, and explores elements of drawing, such as line, tone, and composition.

I loved the "In Practice" section which has activities ranging from a recipe for making oak-gall ink to ideas for drawing from poetry.

5/8/2024

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Jakob's Law

I've been coding this new app with W for the past few days and this idea intrigued me. I've been taking inspirations from other apps to design the look and feel of the app, and I wonder if it's just based on my expectations because I'm a user of those apps, and whether they're transferrable if you're not a user.

It feels familiar to me, but it might not to others. However, since those apps are popular, I think it's safe to say it's good design to copy from.


When a user comes to your website and tries to do/use something, they come with preconceived notions and expectations, based on past experiences.

There's a term for this, it's called Jakob’s Law, and it's coined by Jakob Nielsen, a User Advocate and principal of the Nielsen Norman Group which he co-founded with Dr. Donald A. Norman (former VP of research at Apple Computer)

The law states:

Users spend most of their time on other sites. This means that users prefer your site to work the same way as all the other sites they already know.

A few takeaways:

  • Users will transfer expectations they have built around one familiar product to another that appears similar.
  • By leveraging existing mental models, we can create superior user experiences in which the users can focus on their tasks rather than on learning new models.
  • When making changes, minimize discord by empowering users to continue using a familiar version for a limited time.

Some examples:

  • Form controls: form toggles, radio inputs, and buttons originated from their tactile, analog counterparts
  • YouTube redesign: easing users into a new design, giving them the choice to preview (and revert), to gain familiarity and to submit feedback; empowering users to switch when they're ready.

More

Check out Laws of UX for more.

5/7/2024

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Kevala: Grid Intelligence

I had a chat with Troy, DS manager @ Kevala.

A few things I got out of the chat:

On Kevala

  • key mission: make energy data more useful and drive decisions in energy policy and utility decisions
  • customers: They work a lot with utilities as their main stakeholders, as well as some state and federal regulatory bodies
  • offerings:
    • They have a user platform that shows granular data on the electric grid, including high voltage transmission lines and lower voltage distribution lines
    • A key data asset is their granular data on the lower voltage distribution lines that feed customers and EV chargers
  • example works:
    • One of their data science teams models different energy resources like rooftop solar, batteries, EVs, and EV charging infrastructure
    • They help utilities plan their grids and identify where new energy needs will arise at a granular level
    • They can help utilities understand impacts on revenue and customer bills from technology adoption

resources

DS projects in energy

  • Forecasting:
    • Forecasting energy demand
    • Forecasting electricity prices
  • Optimization:
    • Controlling/optimizing different energy assets like batteries, EV chargers
  • Other Applications:
    • Image recognition (e.g. analyzing satellite imagery)
    • LLMs (e.g. parsing regulations/zoning PDFs)
    • Graph analysis (representing utility grid network as a graph)

What he looks for when hiring

  • clean, documented, production-quality code that can be collaborated
  • Familiarity with version control, cloud platforms (AWS, GCP)
  • Already thinking about evaluation metrics and how to assess model performance
  • Able to discuss next steps - other modeling techniques, deployment considerations
  • Thinking holistically about the entire solution pipeline beyond just modeling on laptop, i.e. big-picture thinking about full lifecycle of a data science solution

projects he would work on

  • EV Charging Analysis
    • Analyze data on locations of EV charging stations
    • Look at characteristics of neighborhoods that lead to more charger deployments
    • Examine speed of charger rollout in different areas
  • Transportation/Mobility Analysis
    • Use datasets on people's travel patterns and destinations
    • Analyze bike networks and most used routes/locations
  • Battery/EV Charger Optimization Modeling
    • Model integrated battery and EV charger systems
    • Optimize battery usage alongside EV charging patterns
    • Factor in pricing signals, grid carbon intensity by time of day
  • New York City Subway/Transit Analysis
    • Mentioned NYC has open data on subway schedules that could enable analysis

what keeps him up at night

  • The massive scale of EV charger deployment needed to support transportation electrification goals
  • He cites a target of 1.2 million chargers needed in California by 2035/2040, but currently only around 100,000 public ports
  • Acknowledges utilities were not designed for this magnitude of new electric loads
  • But he finds it exciting that utilities are open to changing their processes to accommodate this transition

advice for a master's student

  • Make the most of being in the Bay Area for networking and events outside just your masters program
  • Attend energy/sustainability groups and events to learn from other professionals
  • This exposure helped give him a better understanding of why energy is used/deployed in certain ways
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How to Criticize Something

Art Critic (1955) by Norman Rockwell

Art Critic (1955) by Norman Rockwell

Social psychologist Anatol Rapoport’s rules for criticizing something:

  1. You should attempt to re-express your target’s position so clearly, vividly, and fairly that your target says, "Thanks, I wish I’d thought of putting it that way."
  2. You should list any points of agreement (especially if they are not matters of general or widespread agreement).
  3. You should mention anything you have learned from your target.
  4. Only then are you permitted to say so much as a word of rebuttal or criticism.

Via Intuition Pumps And Other Tools for Thinking, by Daniel C. Dennett.

Some other quotes from the book:

No matter how smart you are, you’re smarter if you take the easy ways when they are available.

Philosophy—in every field of inquiry—is what you have to do until you figure out what questions you should have been asking in the first place.

Carpenters don’t make their saws and hammers, tailors don’t make their scissors and needles, and plumbers don’t make their wrenches, but blacksmiths can make their hammers, tongs, anvils, and chisels

5/5/2024

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Turn Towards

The Conversation, Matisse, 1908-1912

The Conversation, Matisse, 1908-1912

Pick Up limes shares one simple habit to improve any relationship.

In every interaction is a deep-seated desire to connect we yearn to be seen, heard, and understood, and dozens of times throughout the day we make what are called bids for connection.

Bids for connection is any conscious or subconscious way the tone person is reaching out to another. It could be verbal like "Wow, look at that sunset!" or non-verbal like letting out a sign.

Whether these bids are met with warmth or indifference by the other person is going to significantly influence the sense of safety and belonging that we feel in that relationship and that's going to shape the strength of the relationship overtime.

There are three ways to we can respond to a bid for connection.

  1. Towards: engaging with and acknowledging the bid
  2. Away: missing the bid or not commenting
  3. Against: rejecting the bid

A few examples:

BID: This article is so interesting!

  • Towards: Oh yeah? What's it about?
  • Away: Mhmmm, cool.
  • Against: It must be nice to have so much time to read.

BID: You wouldn’t believe how difficult my day’s been.

  • Towards: Oh no, what happened?
  • Away: You think you had a hard day? Well, I have a story for you!
  • Against: When do you not have a bad day?

BID: That was such an intense rainfall last night!

  • Towards: Yeah, that was super weird, right?
  • Away: I guess.
  • Against: You’re always so dramatic, it wasn’t that bad.

BID: This isn’t working, could you come help me out for a second?

  • Towards: Sure thing, I’m just in the middle of something right now, but I can come in 10 minutes.
  • Away: (ignores the request)
  • Against: Figure it out yourself!

responsiveness

What the humans like is responsiveness.

Relationship thrives on responsiveness and die with dismissiveness.

Turning towards build trust and connection.

And turning away can actually be more harmful than turning against.

It feeds into the idea of social isolation, and it can be the silent killer of relationships.

It sends a subtle, but harmful message of indifference. It makes the person feel unseen and undervalued.

The opposite of love is not hate, it's indifference. The opposite of art is not ugliness, it's indifference. The opposite of faith is not heresy, it's indifference. And the opposite of life is not death, it's indifference. – Elie wiesel

It's not because we don't care about the person, it's just we get preoccupied or distracted, and we don't pick on the signals of bids for connections.

A few tips provided by her:

  • Label it: voice out your bid / when the other person is turning away or against
  • Go deeper: Turn towards and ask deeper questions, not just superficial reactions
  • Acknowledge + defer: if you can't drop what you're doing now, ask for time later, the important part is acknowledging the bid first

The strongest relationships are the one where the effort is at least consistently made.

Try to master the art of those tiny moments.

"The secret to strong, healthy relationships isn't in grand gestures, but in these small, often overlooked ways we can turn towards the people we most care about."

5/4/2024

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How New Ideas Arise

The Port of Saint-Tropez, Paul Signac, 1901 - 1902

The Port of Saint-Tropez, Paul Signac, 1901 - 1902

Paolo Belardi - MIT Press, author of Why Architects Still Draw lists a few of the always-present conditions of inventive genesis as he describes, in other words, the many ways new ideas arise.

Ideas can arise:

  1. from fortuitous circumstances
    • Charles Didelot, maĂźtre de ballet and choreographer, experimented with the en pointe (tiptoe) ballet position just before a mechanical system lifted the prima ballerina, the dancer being hooked through multiple wires, gave the illusion of weightlessness.
  2. from observations outside of their specific field
    • Francis Crick and James Watson, who in 1953 discovered DNA’s double helix structure intuited the shape in a Cambridge cinema room while watching a scene in Robert Siodmak’s "The Spiral Staircase" in which the camera was held above a spiral staircase, exaggerating its cyclical shape.
  3. in the most disparate places
    • Roland Barthes: train > airplanes for invention
    • French anthropologist Marc AugĂ©: bicycle for concentrating and having new ideas
    • Virginia Wolf: hot bath for novel plots
    • Wayne Silby: isolation for sensorial deprivation to solve financial problems
  4. at any moment
    • Wassily Kandinsky paints only during the day and with incredible regularity
    • HonorĂ© de Balzac composes with a clear mind at sunrise
    • Antoine Lavoisier preferred to work at night
  5. from boredom
    • During a film conference in Assisi in 1962, Italian director Pier Paolo Pasolini got bored and started flipping the Gospel of Matthew
    • struck by how the farmer in the age of Christ presented both religious fervor and its realistic brutality
    • inspired revolutionary shots of his films "La ricotta" and "Il Vangelo secondo Matteo."
  6. from oversights
    • Antoine de Saint-ExupĂ©ry, in "The Wisdom of the Sands" talks about fertile mistakes:

      creation sometimes being a misstep, sort of like hitting the chisel wrong on the stone, but with a positive (if unexpected) result.

    • Alberto Savinio: importance of the misprint as bearer of the unexpected, encouraging others to give what seemed like an error a second chance, as some of them turn out successful
  7. from habit
    • Immanuel Kant’s philosophic speculations were written at mechanical times and with ritual gestures.
  8. from necessity
    • Jacob Schick, bedridden because of a twisted ankle while stationed in Alaska, took a patent out on the first electric razor
  9. serendipity
    • Accidental discovery of penicillin by Alexander Fleming
    • In 1978, American astronomer James Christy while observing Pluto’s orbit, noticed the elongation of the Pluto in all its image, and noticed what no one else had before: Pluto had a moon.
  10. dreams
    • chemist Friedrich August KekulĂ© von Stradonitz in the mid 19th century, researched on the structural form of benzene so intensely he had dreams where atoms would gambol in before his eyes

You can keep going , but it's not practical.

The ways enlightenment arises — a hybrid mix of intentions, chance, and attentions — elude every form of cataloging

Andy Warhol suggested, "ideas are in the air," viral elements ready to be assimilated by the most sensitive souls

Louis Pasteur used to admonish his students, "Fortune favors the mind that is prepared," to which Daniel Goleman added, "and passionate."

Erwin Schrödinger, the 1933 Nobel Prize winner in physics and the father of wave mechanics, wrote in his diary: "I have never had a good idea without having a new girlfriend, too."

5/3/2024

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A chat with a Renewable Energy Technologist

Night's Candles Are Burnt Out, Seán Keating, 1889–1977

Night's Candles Are Burnt Out, Seán Keating, 1889–1977

As part of the Work on Climate Expert Office Hours, I had a chance to talk to Dave, a renewable energy technologist at Google.

A few notes on our conversation:

Book recommendations on energy

Current challenges

  • Supplying clean energy for data centers
    • Rapidly growing need for data centers to power large language models
    • Increasing efficiency of these models 100x could prevent devastating CO2 emissions
  • Transmission Bottlenecks
    • Building out more high-voltage transmission lines is a major bottleneck
    • Many transmission projects stalled due to "not in my backyard" opposition
    • New wind/solar farms are pointless without transmission to get electricity onto grid
  • Intermittency and Weather Forecasting
    • Classic problem of wind/solar being intermittent and mismatched to demand
    • Improved weather forecasting is crucial for optimizing renewable dispatch
    • More predictive capability through better weather models is imperative
  • Optimal Power Flow (OPF) Modeling
    • Solving OPF problem is key for grid operators to avoid overloads/blackouts
    • OPF models determine optimal electricity flows during periods of energy scarcity
    • Understanding OPF is valuable for using computing/software for renewable integration
  • Overall grid management challenges
    • Intermittency of renewables coupled with transmission constraints
    • Inability to perfectly predict and match supply/demand
    • Must be overcome for effective integration of high levels of renewables

Role of Nuclear Energy

  • We have to build a lot more nuclear power plants. Nuclear power provides stable baseload power and is one of the safest forms of electrical power generation
  • It produces a tiny amount of nuclear waste, which can be managed despite opposition
  • Once built and paid off, nuclear plants can last 100 years and provide inexpensive, stable power
  • The French have perfected building nuclear plants cost-effectively, achieving economies of scale and low carbon intensity
    • as of Dec 2023, they generate 2/3 of electricity from nuclear.
    • they have one of the lowest CO2 emissions per unit of electricity in the world at 85g of CO2/kWh, compared to global average of 438.

on Fusion

  • Dave spent 5 years working on fusion energy at Google, mostly exploring ideas that didn't pan out
  • Commonwealth Fusion Sciences, an MIT startup, has a promising approach combining high-temperature superconductivity with toroidal Tokamak fusion
  • Their approach is based on well-understood models, making it more predictable and engineerable
  • However, fusion is still at an early stage, similar to solar energy in the 1950s before silicon cells became practical
  • Fusion may be viable for future generations, but serious decarbonization efforts can't rely on it in the near-term

what he wished people knew more about energy

  • energy in food
    • You can put food into a calorimeter and figure out its energy content in joules.
    • For a potato, if you burn it in a calorimeter, you'll find out how many joules of energy it contains.
    • You can then trace back how many joules of fossil energy it took to produce that potato.
    • Divide the fossil energy input by the food energy output, and you get a dimensionless ratio in joules per joule.
    • For a potato, it's something like one quarter of a joule of fossil energy per joule of food energy, so a 4 to 1 ratio.
    • That's not great that fossil energy is still burned to make a potato, but at least it's 4 joules out for every 1 in.
    • If you look at the American diet on average, it's about 8 joules of fossil energy per joule of food energy.
    • So the American diet is about 30 times worse than just eating potatoes in terms of embedded fossil energy.
  • energy in air travel
    • He's happy Google Flights shows you the tons of CO2 emitted for flight routes.
    • People should especially avoid short flights, as a lot of emissions come from the energy expended in the climb to cruising altitude.
    • For short flights, planes may never reach that cruising altitude before descending.
    • Long distance isn't good either, as it burns more fuel over a longer distance.
    • If people were more aware, we'd have electrified high-speed rail networks which are much easier to decarbonize than air travel.
    • Airplanes running on batteries are either too heavy or too short range currently.

imparting words

  • get to know your neighbors and the people around you
  • volunteer for a nonprofit / start your own like Dave
  • Dave started his own nonprofit that he volunteers for
  • find joy and happiness close to home and in their own communities, this can make communities stronger and happier
  • The implication is that being engaged locally and finding fulfillment in one's community can lead to lower climate impacts from factors like reduced consumption, travel, etc.
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for rainy days

Vincent van Gogh, Rain, 1889, Philadelphia Museum of Art (F650)

Vincent van Gogh, Rain, 1889, Philadelphia Museum of Art (F650)

I watched anniee's video on how to shut your mind up and one of the things she recommended was a rainy day playlist for the bad days and it inspired me to make a list of things I should reach for on days when things aren't the best, and I'm not feeling like myself and easily get stuck in negative loops.

To consume

Actions

  • read this post and do the exercises
  • write out my thoughts, anxieties, feelings, future scenarios in my head that don't exist
  • sketch
  • call or meet friends & family
  • pray / meditate
  • take a walk outside
  • take a nap
  • exercise

5/1/2024

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