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The Science of Accelerated Learning, in bytes

24 key learnings on learning itself: how memory works, the study methods that hold up, and the habits that build expertise. Each takes about 40 seconds to read. Swipe, use the arrows, or your keyboard.

Books in Bytes

All 24 learnings · one per slide

The Science
of Accelerated
Learning

Peter Hollins, in bytes

24 key learnings on how to learn faster, remember longer and build real expertise.

24 learnings · ~40 sec eachSwipe →
Books in Bytes2/26

Learning 1

Learning Is a Skill

The idea

Most of us were taught what to learn, but never how. Hollins argues that learning itself is a skill with methods you can practise and improve.

In real life

Two people study for the same certification for the same hours. The one using proven techniques passes with time to spare.

Takeaway

Before your next course, spend an hour learning how to learn. It pays back every time.

The Science of Accelerated Learningabhayjaiswal.com
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Learning 2

Prepare Your Body First

The idea

The brain learns best when the body is cared for. Sleep, movement, food and hydration all affect focus and memory.

In real life

A tired professional rereads the same page five times; after a good night's sleep, it makes sense on the first read.

Takeaway

Protect sleep before a big learning push. It is when memories are consolidated.

The Science of Accelerated Learningabhayjaiswal.com
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Learning 3

A Growth Mindset

The idea

Drawing on Carol Dweck's research, the book stresses that believing ability can grow makes people persist longer and learn more.

In real life

Someone who thinks “I'm just not a numbers person” gives up on spreadsheets; someone who thinks “I'm not good at this yet” keeps practising.

Takeaway

Add “yet” to your self-limiting statements. Ability grows with effort.

The Science of Accelerated Learningabhayjaiswal.com
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Learning 4

Design Your Environment

The idea

Where you learn shapes how well you learn. A calm, organised space with fewer distractions makes focus easier.

In real life

Studying with your phone in another room produces noticeably better concentration than with it face-down on the desk.

Takeaway

Remove distractions before you start, rather than relying on willpower.

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Learning 5

How Memory Works

The idea

Memories are built as connections in the brain that strengthen each time they are used. Unused connections fade.

In real life

A language you used every day at school feels rusty after years without practice, but returns quickly once you use it again.

Takeaway

Memory is use-it-or-lose-it. Plan to revisit what you want to keep.

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Learning 6

The Forgetting Curve

The idea

Research going back to Hermann Ebbinghaus shows we forget much of new material within days unless we review it.

In real life

After a training session, most of the content is gone a week later if nobody revisits it.

Takeaway

Expect forgetting, and schedule reviews to beat it.

The Science of Accelerated Learningabhayjaiswal.com
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Learning 7

Spaced Repetition

The idea

Reviewing material at spaced intervals, after a day, then a few days, then a week, builds far stronger memory than one long session.

In real life

Twenty minutes a day for a week beats a three-hour session the night before an exam.

Takeaway

Spread study across days. Short, spaced sessions win.

The Science of Accelerated Learningabhayjaiswal.com
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Learning 8

Retrieval Practice

The idea

Pulling information out of memory, by testing yourself, strengthens it far more than rereading or highlighting.

In real life

Closing the book and writing down everything you remember is more effective than reading the chapter again.

Takeaway

Test yourself often. Recall is where learning happens.

The Science of Accelerated Learningabhayjaiswal.com
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Learning 9

Interleaving

The idea

Mixing different topics or problem types in one session feels harder, but builds deeper understanding than practising one type at a time.

In real life

A student who mixes accounting problem types in practice handles a mixed exam paper far better than one who practised each type in blocks.

Takeaway

Mix it up. Difficulty during practice often means learning is happening.

The Science of Accelerated Learningabhayjaiswal.com
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Learning 10

The Feynman Technique

The idea

Named after physicist Richard Feynman: explain a concept in simple words as if to a beginner. Where you get stuck shows what you don't yet understand.

In real life

Explaining a complex system process to a new hire quickly reveals the steps you were vague about.

Takeaway

If you can't explain it simply, go back and fill the gaps.

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Learning 11

Teach to Learn

The idea

Teaching others forces you to organise knowledge, find gaps and recall it actively. People often learn more by preparing to teach than by studying alone.

In real life

A consultant who runs a training session on a topic usually understands it better afterwards than before.

Takeaway

Share what you're learning: a post, a talk, a lesson for a colleague.

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Learning 12

Ask Why

The idea

Asking why something is true connects new facts to what you already know, making them more meaningful and easier to remember.

In real life

Memorising a rule is fragile; understanding why the rule exists lets you apply it in situations you have never seen.

Takeaway

For every new fact, ask why it is so, and how it links to what you know.

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Learning 13

Learn Concepts, Not Just Facts

The idea

Facts are easier to remember when they hang on a framework. Understanding the underlying principles lets you rebuild details you forget.

In real life

Someone who understands double-entry bookkeeping can work out an unfamiliar journal entry instead of looking it up.

Takeaway

Find the big idea first, then add the details to it.

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Learning 14

Active Beats Passive

The idea

Rereading and highlighting feel productive, but create an illusion of knowing. Active work such as summarising, questioning and solving builds real understanding.

In real life

After highlighting half a chapter, you can recognise the material but can't explain it.

Takeaway

Swap the highlighter for questions you answer from memory.

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Learning 15

Take Regular Breaks

The idea

Focus fades with time. Hollins suggests not studying much beyond about 50 minutes without a break, and stepping away often helps ideas settle.

In real life

Einstein is said to have played the violin when stuck on a problem, returning with fresh ideas.

Takeaway

Work in focused blocks with real breaks. Rest is part of learning.

The Science of Accelerated Learningabhayjaiswal.com
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Learning 16

Beat Procrastination

The idea

Procrastination often comes from a task feeling too big or vague. Breaking it into small, specific first steps makes starting easy.

In real life

“Study for the exam” gets postponed; “answer ten practice questions on topic 3” gets done.

Takeaway

Make the first step so small it would be silly not to start.

The Science of Accelerated Learningabhayjaiswal.com
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Learning 17

Learning Styles Are a Myth

The idea

The idea that people learn best only in their preferred style, visual, auditory or kinaesthetic, is not supported by good evidence.

In real life

Someone who only watches videos because they are a “visual learner” misses the benefit of practice and self-testing.

Takeaway

Match the method to the material, not to a label about yourself.

The Science of Accelerated Learningabhayjaiswal.com
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Learning 18

Cramming Is a Trap

The idea

Cramming can get you through tomorrow's test, but most of it is forgotten soon after. It also feels more effective than it is.

In real life

A crammed certification is passed, then forgotten by the time you need it on a project.

Takeaway

If you want to keep it, space it out. Cramming is renting, not owning.

The Science of Accelerated Learningabhayjaiswal.com
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Learning 19

Deliberate Practice

The idea

Expertise comes from focused practice on your weaknesses, with clear goals and feedback, not just repeating what you can already do.

In real life

A presenter who records and reviews every talk improves faster than one who simply gives more talks.

Takeaway

Practise at the edge of your ability, and get feedback every time.

The Science of Accelerated Learningabhayjaiswal.com
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Learning 20

Productive Failure

The idea

Struggling with a problem before being shown the solution can lead to deeper learning, even when the first attempts fail.

In real life

Trying to build a report yourself before watching the tutorial makes the tutorial far more useful.

Takeaway

Attempt first, then learn the answer. The struggle prepares the mind.

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Learning 21

The 80/20 Rule

The idea

Hollins applies the Pareto principle: a small share of material often gives most of the practical value. Focus there first, though some readers find this oversimplifies.

In real life

Learning the 300 most common words of a language gets you through far more conversations than random vocabulary.

Takeaway

Find the vital few concepts first, then go deeper.

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Learning 22

Test Your Depth

The idea

Knowing that you know something is different from being able to use it. Check your understanding by applying it, explaining it and predicting with it.

In real life

You can define a term, but can you use it to solve a new problem or spot when it's misapplied?

Takeaway

Push past recognition. Ask: could I use this tomorrow?

The Science of Accelerated Learningabhayjaiswal.com
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Learning 23

Notes That Help You Learn

The idea

Structured note-taking, such as the Cornell method with cues and summaries, turns notes into a tool for review and self-testing.

In real life

Writing questions in the margin of your notes lets you quiz yourself later instead of just rereading.

Takeaway

Write notes you can test yourself from, not just copies of the slides.

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Learning 24

Expertise Takes Structure, Not Just Hours

The idea

The popular 10,000-hour rule oversimplifies. What matters is the quality of practice, feedback and persistence, not hours alone.

In real life

Two people with ten years' experience: one has grown every year, the other repeated the same year ten times.

Takeaway

Count improvement, not hours. Keep raising the bar.

The Science of Accelerated Learningabhayjaiswal.com
Books in Bytes

All 24 learnings complete

That’s all 24 learnings.

Learning is a skill too. Which technique will you try on the next thing you study?

Abhay Kumar JaiswalFCA · PMP® · Workday Financeabhayjaiswal.com
Summaries in my own words. Read the book for the full stories.
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Summaries are written in my own words for learning. Read The Science of Accelerated Learning by Peter Hollins (2017) for the full stories. More Books in Bytes