Software & Machine Learning Engineering, Data Science, Cloud

Software & Machine Learning Engineering, Data Science, Cloud IT, Software/Web/Mobile Development, Data Science and Machine Learning, and DevOps/Infrastructure/Cloud. If you want to hire our Learners, fill this form (i.e.

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Advanced Data Visualization
Algorithm Design for Massive Data
Big Data Management and Tools
Course design with Prototype Autonomous Vehicle Software Design
Data Science: Methodology
Deep Learning: Fundamentals
Graph Mining: An Introduction
Introduction to Machine Learning
Introduction to Reinforcement Learning
Natural Language Processing (NLP): An Introduction

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The Hidden Firewall: How Public Wi-Fi Keeps Your Devices Apart
09/10/2026

The Hidden Firewall: How Public Wi-Fi Keeps Your Devices Apart

Have you ever sat in a crowded coffee shop, connected to the free Wi-Fi, and wondered: If dozens of us are on the exact same network, why can’t I see anyone else’s computer?

Voice Networks and Data Networks: From Analog Telephone Circuits to Modern IP Communication:
09/10/2026

Voice Networks and Data Networks: From Analog Telephone Circuits to Modern IP Communication:

For much of the history of telecommunications, a voice network and a data network were genuinely different kinds of networks.

On Computer Networks
09/09/2026

On Computer Networks

Understanding the Electromagnetic Spectrum, Radio Frequencies, and Wi-Fi Ref: AI Tools as is When we talk about Wi-Fi, cellular networks, radio, Bluetooth, satellite communication, infrared, visible light, X-rays, or gamma rays, we are talking about different parts of the same broad phenomenon: the....

(Code) Bitcoin Growth Performance in Comparison to QQQ, XIT, SPY. Note: Bitcoin is very volatile. This is for informatio...
12/01/2025

(Code) Bitcoin Growth Performance in Comparison to QQQ, XIT, SPY. Note: Bitcoin is very volatile. This is for information purpose only.

Data Download:
tickers = [
'BTC-USD',
'BTC-CAD',
'XIT.TO',
'QQQ',
'SPY'
]

#'FBTC',
#'BTCX.B',
#'BTCO.B'

# --- GET DATA ---
data = {}

start = "2014-01-01";
end = "2025-11-30";
download_interval = "1d";
ticker_list = tickers;
risk_free_annual = 0.02 # 2% annual risk-free; adjust if you prefer

df = {}

# Download historical data using the daily time frame for the start and end date
for ticker in tickers:
df[ticker] = yf.download(ticker, interval = download_interval, start = start, end = end )
data[ticker] = df[ticker]['Close'];



= data['Close']


the graph
# --- DAILY RETURNS ---
rets = prices.pct_change().dropna()

# --- CUMULATIVE RETURNS (log scale) ---
cumret = (1 + rets).cumprod()
plt.figure(figsize=(12,6))
for col in cumret.columns:
plt.plot(cumret.index, cumret[col], label=col)
plt.yscale('log')
plt.title("Cumulative Return (log scale) - Last 10 years")
plt.legend()
plt.tight_layout()
plt.savefig("cumulative_returns_log.png", dpi=1200)
plt.show()

Ref: Code mostly by AI Tools where a bit of code reused from a project done by me in the past.

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