🚀Round 2 – 14-Day CCNA & CCNP Study Sprint!

Our first 21-Day Sprint was a huge success — we saw amazing check-ins, great discussions, and a community that truly learned together. 🙌

Now we're back with a faster, tighter 14-Day Sprint — same energy, same prizes, easier to finish! 💪

📅 Sprint Period: Sep 14 – Sep 27 (UTC+8)
📝 How It Works:
① DM admin: "I'M IN + cert name" (e.g., I'M IN CCNA 200-301)
② Check in 12 out of 14 days → win prizes 🎁

🏆 Prizes (First come, first served!):
1️⃣ $10 SPOTO Universal Coupon ×2
2️⃣ Cisco SD-Access Training ($150 value) ×1
3️⃣ Cisco SD-WAN Training ($150 value) ×1
4️⃣ CCNA Training Pro Package ($59.99 value) ×10
5️⃣ Free Cisco Learning Pack – unlimited for all finishers 🎁

✅ Referral Bonus: Invite a friend → Get FREE EXAM DEMO
💻 DM admin to register: https://wa.me/8619559123054
JOIN 14 Days Study Sprint: https://chat.whatsapp.com/KZrAj2HZ3Y5K9UhhNhrApf

🔖 Free book on graph theory

"Introduction to Graph Theory" by Darij Grinberg is an advanced resource with theorems, an algebraic approach, and plenty of exercises.

You can read it for free with an AI tutor.

⛓ Link to the book
https://chapterpal.com/ebook/473a1c1b-c584-4430-b986-cd9c57085e67

Get Up to 500MB of Residential Proxy Traffic for Your Python Projects 🐍

Building a web scraper with Python?
ThorData helps developers collect public web data while handling proxy rotation, geo-targeting, and access restrictions.

✅ Residential IPs across 190+ countries
✅ Country, city, and ASN-level targeting
✅ Rotating and sticky sessions
✅ HTTP(S) and SOCKS5 support
✅ Works with Requests, Scrapy, Selenium, and Playwright

🎁 Exclusive offer for Machine Learning with Python members

Eligible new users can receive up to 500MB of residential proxy traffic for testing.

Use channel code: PYTHONSCRAPE

👉 Start your test:
https://www.thordata.com/?ls=MQiAFqAo&lk=ps-02

Available to eligible new users. The actual trial traffic may vary, up to a maximum of 500MB.

🔖 Python Reference for Data Science and Machine Learning

PY-DS-ML provides practical resources on 30 popular Python libraries for data analysis and machine learning.

You can quickly find the commands, syntax, and examples you need without having to search through extensive documentation.

It includes a search function, organization by difficulty level, cheat sheets, and checklists.

Link: https://py-ds-ml.ru/

#russian #ML

🤖 A Practical Tip for ML Data Collection
When building a machine learning project, getting enough useful data is often just as important as the model itself.
If you're collecting public web data for a dataset, you may need to access the same source from different locations or test how location affects the data returned.
A residential proxy can help with this by routing your requests through IPs from different regions.
For example, with Python:

import requests

proxies = {
    "http": "http://USER:PASSWORD@HOST:PORT",
    "https": "http://USER:PASSWORD@HOST:PORT"
}

response = requests.get(
    "https://example.com",
    proxies=proxies
)

print(response.status_code)

Replace USER, PASSWORD, HOST, and PORT with your proxy credentials.

🚀 711Proxy provides real residential IPs across 200+ countries and regions, with SOCKS5 support and sticky sessions — useful for data collection, testing, and other location-based ML workflows.

🎁 1GB free for testing
New users can use 711TRIAL to get 1GB of residential proxy traffic.
👉 https://www.711proxy.com
After registration, contact 711Proxy support and mention “711TRIAL” to claim the trial.
Available to eligible new users.