en
Feedback

Don't get caught by a cheater! Telemetrio finds and tags such channels šŸ‘‰ If you want to see the tag, subscribe

Machine Learning & Artificial Intelligence | Data Science Free Courses

Machine Learning & Artificial Intelligence | Data Science Free Courses

Open in Telegram

Perfect channel to learn Data Analytics, Data Sciene, Machine Learning & Artificial Intelligence Admin: @coderfun

Show more

šŸ“ˆ Analytical overview of Telegram channel Machine Learning & Artificial Intelligence | Data Science Free Courses

Channel Machine Learning & Artificial Intelligence | Data Science Free Courses (@datasciencefree) in the English language segment is an active participant. Currently, the community unites 68 671 subscribers, ranking 2 398 in the Education category and 419 in the Malaysia region.

šŸ“Š Audience metrics and dynamics

Since its creation on невіГомо, the project has demonstrated rapid growth, gathering an audience of 68 671 subscribers.

According to the latest data from 21 October, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 274 over the last 30 days and by 4 over the last 24 hours, overall reach remains high.

  • Verification status: Not verified
  • Engagement rate (ER): The average audience engagement rate is 5.32%. Within the first 24 hours after publication, content typically collects 1.03% reactions from the total number of subscribers.
  • Post reach: On average, each post receives 0 views. Within the first day, a publication typically gains 705 views.
  • Reactions and interaction: The audience actively supports content: the average number of reactions per post is 0.
  • Thematic interests: Content is focused on key topics such as sellerflash, waybienad, pricing, buybox, buyer.

šŸ“ Description and content policy

The author describes the resource as a platform for expressing subjective opinions:
ā€œPerfect channel to learn Data Analytics, Data Sciene, Machine Learning & Artificial Intelligence Admin: @coderfunā€

Thanks to the high frequency of updates (latest data received on 22 October, 2026), the channel maintains relevance and a high level of publication reach. Analytics show that the audience actively interacts with content, making it an important point of influence in the Education category.

Buy Ad
68 671
Subscribers
+424 hours
+147 days
+27430 days
Posts Archive
āœ… Data Science Mistakes Beginners Should Avoid āš ļøšŸ“‰ 1ļøāƒ£ Skipping the Basics • Jumping into ML without Python, Stats, or Pandas āœ… Build strong foundations in math, programming & EDA first 2ļøāƒ£ Not Understanding the Problem • Applying models blindly • Irrelevant features and metrics āœ… Always clarify business goals before coding 3ļøāƒ£ Treating Data Cleaning as Optional • Training on dirty/incomplete data āœ… Spend time on preprocessing — it’s 70% of real work 4ļøāƒ£ Using Complex Models Too Early • Overfitting small datasets • Ignoring simpler, interpretable models āœ… Start with baseline models (Logistic Regression, Decision Trees) 5ļøāƒ£ No Evaluation Strategy • Relying only on accuracy āœ… Use proper metrics (F1, AUC, MAE) based on problem type 6ļøāƒ£ Not Visualizing Data • Missed outliers and patterns āœ… Use Seaborn, Matplotlib, Plotly for EDA 7ļøāƒ£ Poor Feature Engineering • Feeding raw data into models āœ… Create meaningful features that boost performance 8ļøāƒ£ Ignoring Domain Knowledge • Features don’t align with real-world logic āœ… Talk to stakeholders or do research before modeling 9ļøāƒ£ No Practice with Real Datasets • Kaggle-only learning āœ… Work with messy, real-world data (open data portals, APIs) šŸ”Ÿ Not Documenting or Sharing Work • No GitHub, no portfolio āœ… Document notebooks, write blogs, push projects online šŸ’¬ Tap ā¤ļø for more!

New to LBank? Unlock VIP2 and Trading Rewards VIP2 trial, transfer rewards, and trading bonuses for new users. Offer availabl
New to LBank? Unlock VIP2 and Trading Rewards VIP2 trial, transfer rewards, and trading bonuses for new users. Offer available until June 30. Sponsored By WaybienAds

New to LBank? Unlock VIP2 and Trading Rewards VIP2 trial, transfer rewards, and trading bonuses for new users. Offer availabl
New to LBank? Unlock VIP2 and Trading Rewards VIP2 trial, transfer rewards, and trading bonuses for new users. Offer available until June 30. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds

Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to
Unlock LBank New User Benefits Join LBank and access new user benefits, including a 30 day VIP2 trial, transfer rewards up to 200 USDT, and additional trading bonuses. Sponsored By WaybienAds