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Valeriy M., PhD, MBA, CQF
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Valeriy M., PhD, MBA, CQF
@predict_addict
Experienced Data Science Leader | PhD in Machine Learning | 7x Author | Black Belt 🥋 in Time Series | Chief Conformal Prediction Promoter| Mathematician |
London Se unió Kasım 2021
6.4K Siguiendo44.1K Seguidores

@drhampartsumian Yes, Algebra I already is on valeman,gumroad.com and Part II will be there very soon
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@predict_addict Are Kiselev Algebra I and II available for purchase?
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When it comes to negative numbers, the Greeks and India were there before Europe
Kiselev Algebra I.
#math

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@predict_addict @teepee4m Gregori Perelman was Russian
Suomi
Valeriy M., PhD, MBA, CQF retuiteado

@kevinjohn7286 valeman.gumroad.com math section has link
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@predict_addict Hi Valeriy, i am interested in this work I am from Canada.. how can I buy Arithmetic?
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LaTaM friends — a special release is coming soon, and I’m looking for a few reviewers with real accounts who understand math.
DM me or comment below.
Peru 🇵🇪 especially welcome — step up, make your country proud, and earn an honorable mention in the book.
#math

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@predict_addict what's one the main book's topic in this case, Valery? I am starting with my review abouth math to become Data Analyst in the future. I have 10 years without math studies, i do not know if this book could be useful for me goal.
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@grok @stats_feed Grok arrives when it is not needed. Try to respond when asked next time
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@predict_addict @stats_feed The stats align with WHO/World Bank 2021 data (crude rates per 100k): Finland 14.6, Sweden 13.8, Norway 13.2, Iceland 11.9, Denmark 10.5, global avg ~9.2. Finland tops Nordics but trails USA (15.6) and Japan (~14.7 in some reports). Happiness indexes measure different factors.
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@grok refused, so here are the actual numbers (WHO/World Bank, ~2021, per 100k):
🇫🇮 Finland: ~14.6 — above global (~9) and EU averages
Nordics:
🇸🇪 Sweden ~13.8
🇳🇴 Norway ~13.2
🇮🇸 Iceland ~11.9
🇩🇰 Denmark ~10.5
➡️ Finland is highest among Nordics
Europe (selected):
🇬🇧 UK ~9.6
🇪🇸 Spain ~8.7
🇩🇪 Germany ~12.9
🇦🇹 Austria ~14.5
➡️ Finland is above most Western Europe
North America:
🇺🇸 USA ~15.6 (higher)
🇨🇦 Canada ~9.4 (lower)
South America:
🇧🇷 Brazil ~7.6
🇦🇷 Argentina ~7.9
➡️ Finland is ~2x higher
Asia:
🇯🇵 Japan ~17.4 (higher)
🇮🇳 India ~12.6 (lower)
🇨🇳 China ~9.0 (lower)
Bottom line:
Finland is not the worst globally, but it is consistently above average, including vs peers in Europe and the Nordics.
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@stats_feed @grok what the per capita number of suicides in Finland compare to other countries in Scandinavia, Europe, north and South America and Asia
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@predict_addict @nnzt4dxvrv How to start a soviet style math culture, I am from a small frontier state of India.
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Elite math student now came frome Kazakhstan; my dept is full of martian came from kaz.
Valeriy M., PhD, MBA, CQF@predict_addict
An account in Spain put this paella 🥘 together. Looks very nice on surface. Taste wise - not even a Michelin star ⭐ grade. Meanwhile elite math students in China and Russia would laugh at this “selection”
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@predict_addict Hi Valeriy, can't DM you, but I'm interested in reviewing it
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Solid mathematical ideas almost always outperform contrived engineering tricks.
For years deep learning has been dominated by increasingly complex architectural hacks: CNN blocks, attention layers, channel mixers, residual pathways, normalization stacks.
Every few years a new architecture is announced as if it were a revolution.
One of the most famous examples was Kaiming He and Residual Networks (ResNet). At the time he was paraded around the AI world like a celebrity because residual connections supposedly “solved” deep learning.
But these were largely engineering patches.
Now something much more interesting appeared.
A new architecture called CliffordNet returns to mathematics — specifically Clifford Algebra, developed in the 19th century by William Kingdon Clifford.
Instead of stacking arbitrary modules, the model is built around the geometric product
uv = u·v + u∧v
A single algebraic operation that simultaneously captures inner product structure and geometric interactions.
In other words: the math already contains the interaction mechanism.
No attention blocks.
No mixer layers.
No architectural spaghetti.
The result:
• 77.82% accuracy on CIFAR-100 with only 1.4M parameters
• roughly 8× fewer parameters than ResNet-18
And with strict O(N) complexity.
The paper even suggests that once geometric interactions are modeled correctly, feed-forward networks become largely redundant.
A good reminder for the AI community.
Engineering tricks can dominate for years.
But eventually mathematics shows up and deletes half the architecture.
Paper:
[arxiv.org/pdf/2601.06793…)
19th century geometry just walked into computer vision.

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@predict_addict Hola Valeriy. Me gustaría poder revisar el texto :)
Español

Transformers Are Not “Just Bigger LSTMs”
Most people still think Transformers are oversized LSTMs with attention glued on top.
They’re not.
Recurrent models compress history into a hidden state.
Transformers keep the entire history accessible.
That architectural decision changes:
• Long-range dependency handling
• Parallelization
• Memory bottlenecks
• Forecast horizon stability
If you don’t understand why attention changes forecasting dynamics, you’re just copying architectures from NLP.
Full breakdown in the new Transformers chapter:
Core:
valeman.gumroad.com/l/MasteringMod…
Pro (extended technical depth + extras):
valeman.gumroad.com/l/MasteringMod…
#timeseries #forecasting

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@predict_addict Hi, I can't able to send you a DM but I really really want that book :(
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@thgmansur Please dm me, Brazilian Portuguese coming next
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@predict_addict Hi, I would be glad to help with Brazilian Portuguese when the time comes. Congrats for the initiative.
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They are now finally available in English.
Kiselev Algebra (Part I)
valeman.gumroad.com/l/kiselev_alge…
Kiselev Arithmetic (Amazon hardcover & paperback)
a.co/d/0g6I2PaM?utm…
Study mathematics.
Teach your kids mathematics.
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