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Check out pejmantheory's about page

Howdy, I'm Pejman, based in Seattle. I build and deploy pipelines (CI/CD) to AWS using Python Django, XGBoost, and MySQL. In general, I enjoy developing open platforms that advance the daily lives of users and devs in ethical ways. I share ideas and observations about the potential link between Machine Learning, and the Stock Market. On 𝕏, you'll find me diving into everything from the nuts and bolts of AI/ML, to tackle some of the major challenges our world is up against these days. As a software engineer and Machine Learning enthusiast, I decided to leverage modern data science tools to help me make sense of investing. After 15 years in the Big Apple, I've recently moved to Seattle to continue pursuing a career in software engineering and launch my tech company. 


Languages: C-sharp, Python, C++, JavaScript, Ruby, CSS3, Mermaid, PlantUML, D2

Frameworks: Node.js, Rails, Express.js, Sails.js, AngularJS, React.js

Libraries: D3.js, jQuery, Bootstrap, Foundation, Angular Material

Database Tools: MySQL, PostgreSQL, MongoDB, Sequelize, Waterline

Other: AJAX, Heroku, Git/Github, JSON, REST, APIs, Kaggle, Bcrypt Gulp, Jupyter

Interests - Category theory, F-theory, E8 Lattice, NLP, GNN, Convolution, XGBoost, LLM, warp drives, Nuclear Energy, The hypothetical Kardashev scale, The holographic principle, biohacking, gaming, mechs, reading, writing, gardening, and the Ocean.


This week's Diagrams:

 illustrating Border Gateway Protocols(BGP) growth

 illustrating Nvidia's growth and revenue overtime


The Future of the Brain

Gary Marcus, Jeremy Freeman  

Publisher: ‎Princeton University Press 


This book is basically a comprehensive collection of essays where some of the smartest brain experts, including Nobel winners, dive into what's next in brain science. They're talking about crazy tech that might one day let us map every single neuron in our heads and what that could mean for things like medicine and even understanding ourselves better. It's kind of like getting a sneak peek at the cutting-edge stuff that scientists think might be around the corner for neuroscience. It’s definitely a pick for anyone curious about where brain research is heading and what it might reveal about us.


Chip War is an epic account of the decades long battle to control what has emerged as the world’s most critical resource microchip technology with the United States and China increasingly in conflict. Many would be surprised to learn that microchips are the new oil the scarce resource on which the modern world depends. Today, military, economic, and geopolitical power are built on a foundation of computer chips. Virtually everything from missiles to microwaves, smartphones to the stock market, runs on semiconductors. Now, as Chip War reveals, China, which spends more money importing chips than any other product, is pouring billions into a chip-building initiative to catch the US’s lead. At stake is not only America’s economic prosperity but also its military superiority. Right now the US is trying to cut off China’s ability to make advanced semiconductors, on the judgment that advanced semiconductors are critical to training AI systems. If you can’t get access to the most advanced chips, then you can’t make meaningful advances in AI. To make an advanced semiconductor, you need to buy machine tools from just a handful of companies around the world that have the precision capabilities to manufacture these tools. One of the most important of these companies is a firm called ASML, which is based in the Netherlands. It has unique capabilities which no one else in the world can replicate to produce a type of machine called an EUV lithography tool, without which making an advanced chip is simply impossible.


Top Index Funds

SCHD - Schwab US Dividend Equity ETF $77.44

VOO - Vanguard S&P 500 ETF: $487.12
VTI - Vanguard Total Stock Market ETF: $2612.87
VT - Vanguard Total World Stock ETF: $111.99
SPY - SPDR S&P 500 ETF Trust: $529.44
IVV - iShares Core S&P 500 ETF: $532.15


AMT - American Tower: $185.03
SPG - Simon Property Group: $147.88
DLR - Digital Realty Trust: $142.77
EQR - Equity Residential: $65.70
PLD - Prologis: $104.75
VNQ - Vanguard US Real Estate Index Fund: $81.86

Companies to grow 100 percent over the next decade

RBLX - Roblox: $32.67
UPWK - Upwork: $11.14
KRNT - Kornit: $14.41
RKLB - Rocket Lab USA: $4.21
PFE  - Pfizer: $28.88
PLTR - Palantir Technologies: $21.01
DOCU - DocuSign: $56.93

Dividends to cherish forever

AAPL - Apple: $189.98
MSFT - Microsoft: $430.16
O    - Realty Income: $52.18
JNJ  - Johnson & Johnson: $146.97
MCD  - McDonald's: $258.11
HD   - Home Depot: $325.10
PG   - Procter & Gamble: $165.33
JPM - JPMorgan Chase: $200.71

Weekly Dividends

CWEN - Clearway Energy: $26.85
MATV - Mativ: $18.72
AVGO - Broadcom: $1,407.84
IRM  - Iron Mountain: $80.23
T    - AT&T: $17.50
NWL  - Newell Brands: $7.86
VNO  - Vornado Realty Trust: $23.44
NEM  - Newmont: $41.98
KMI  - Kinder Morgan: $19.07

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