Software & Machine Learning Engineering, Data Science, Cloud

Name: Software & Machine Learning Engineering, Data Science, Cloud
Address: East York, Toronto, ON, M4C5L7, CA
Telephone: +16479137664

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.

Photos from Software & Machine Learning Engineering, Data Science, Cloud's post

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.

11/21/2025

On Bitcoin: Collected Information and created a PDF document on the Topics as you see in the image. If you need, please knock me back.

10/15/2025

NLP: Natural Language Processing (Text)

Training in AI, ML, Cloud, Networks, Software Development

10/07/2025

10/07/2025

Trial Videos for the Course: Magento 2-based Ecommerce Shop Development and Administration (if you cannot access, please let us know)

E-commerce
Public:
2-Course Topics and Installation Basics Magento 2
https://www.youtube.com/watch?v=BjxYSmxXSR8

Integrate Magento 2 shop with Facebook: Pixel, Event Setup, Track Campaign Success
https://www.youtube.com/watch?v=vqGJlOOs0zs

Utilize Facebook Chat on Magento 2/Adobe Commerce-based Online Shop.
https://www.youtube.com/watch?v=CoPQ26YcxqU

4 Linux-Based-Administration-Topics for Magento 2 based webshop
https://www.youtube.com/watch?v=ix0E6A8pBB8

ssh and varnish cofig in ubuntu 20 (Debian/Linux) Magento 2
https://www.youtube.com/watch?v=ASAUCAOfpSU

Other Videos:

SaLearningSchool-ShopForSoul-SitesTree
Integrate Magento 2 shop with Facebook: Pixel, Event Setup, Track Campaign Success
https://www.youtube.com/watch?v=vqGJlOOs0zs

23:00
Install Facebook for Magento 2 Module: Magento 2 মডিউলের জন্য Facebook ইনস্টল করুন:
https://www.youtube.com/watch?v=py8K4V0CKrM&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=2

44:05
Facebook Magento Shop
https://www.youtube.com/watch?v=OeDtK2H3U4Q&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=3

29:02
Change the email address of Paypal. Paypal এর ইমেইল ঠিকানা পরিবর্তন করুন।
https://www.youtube.com/watch?v=Uosla9U--aw&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=4

32:52
Utilize Facebook Chat on Magento 2/Adobe Commerce based Online Shop.
https://www.youtube.com/watch?v=CoPQ26YcxqU&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=5

1:00:10
Bring Aliexpress and Chinavasion Products into Magento 2/Adobe Commerce for Dropshipping
https://www.youtube.com/watch?v=AWqjPIAAQrM&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=6

30:24
Product Sourcing and What to Consider
https://www.youtube.com/watch?v=dRTpHZGShrQ&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=7

21:05
Product Sourcing and What to Consider: পণ্য সোর্সিং এবং কি বিবেচনা করতে হবে
https://www.youtube.com/watch?v=G9n5EX1Nld0&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=8

1:09:22
Bring Product Description from Supplier:SQL insert into description attribute (In Bengali) Magento 2
https://www.youtube.com/watch?v=HicBwWVgXAA&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=9

1:09:22
Magento 2: SQL: Adobe Commerce: Copy short Description into Description Fields
https://www.youtube.com/watch?v=RYTo6ZerQ38&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=10

1:28:55
Bring Supplier Product Description to Magento2 using SQL/Import. Update Description in Magento 2
https://www.youtube.com/watch?v=im9M46PLxWE&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=11

2:46
Update product description field. Bring Short Description into description Magento 2
https://www.youtube.com/watch?v=91Za6uGOvdQ&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=12

12:43
Push products to Amazon to sale on amazon: অ্যামাজনে পণ্য বিক্রি করতে অ্যামাজনে পুশ করুন Magento 2
https://www.youtube.com/watch?v=eYmkjvr8kH8&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=13

25:09
Create New Products in Magento 2/Adobe Commerce using CSV files.
https://www.youtube.com/watch?v=fTlzRiVC2j8&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=14

18:31
Magento 2, Adobe Commerce: Change category of Products using CSV File
https://www.youtube.com/watch?v=YgA8Eo3W9H0&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=15

37:47
Add Products to Multiple Categories Magento 2
https://www.youtube.com/watch?v=Pb_L3LSOp5M&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=16

7:39
Fix the issue: Products are not Showing up on Magento 2 based Ecommerce Store
https://www.youtube.com/watch?v=wRM7eYwCey4&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=17

15:01
aws magento 2 php check log check how to config deal with errors
https://www.youtube.com/watch?v=MlHXYeohfEM&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=18

54:07
ssh and varnish cofig in ubuntu 20 (Debian/Linux) Magento 2
https://www.youtube.com/watch?v=ASAUCAOfpSU&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=19

58:40
4 Linux-Based-Administration-Topics for Magento 2 based webshop
https://www.youtube.com/watch?v=ix0E6A8pBB8&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=20

32:51
3-show-installation-of-magento2-based-webshop Magento 2
https://www.youtube.com/watch?v=2GeqLkTlAaU&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=21

16:29
2-Course Topics and Installation Basics Magento 2
https://www.youtube.com/watch?v=BjxYSmxXSR8&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=22

10:49
1. Course Focus Areas: Magento 2 based Ecommerce Shop Development and Administration.
https://www.youtube.com/watch?v=EmCuBzTXuI0&list=PLUA7SYgJYDFr9TXVtGsmsgFCYzUeUnif_&index=23

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East York
Toronto, ON
M4C5L7

Software & Machine Learning Engineering, Data Science, Cloud

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