Machine Learning
前往频道在 Telegram
Real Machine Learning — simple, practical, and built on experience. Learn step by step with clear explanations and working code. Admin: @HusseinSheikho || @Hussein_Sheikho
显示更多📈 Telegram 频道 Machine Learning 的分析概览
频道 Machine Learning (@machinelearning9) 英语 语言赛道中的 是活跃参与者。目前社区聚集了 40 106 名订阅者,在 技术与应用 类别中位列第 3 384,并在 叙利亚 地区排名第 231 位。
📊 受众指标与增长动态
自 невідомо 创建以来,项目保持高速增长,吸引了 40 106 名订阅者。
根据 24 六月, 2026 的最新数据,频道保持稳定运转。过去 30 天订阅人数变化为 401,过去 24 小时变化为 38,整体触达仍然可观。
- 认证状态: 未认证
- 互动率 (ER): 平均受众互动率为 1.96%。内容发布后 24 小时内通常能获得 1.16% 的反应,占订阅者总量。
- 帖子覆盖: 每篇帖子平均可获得 788 次浏览,首日通常累积 465 次浏览。
- 互动与反馈: 受众积极参与,单帖平均反应数为 2。
- 主题关注点: 内容集中在 distance, insidead, gpu, learning, degree 等核心主题上。
📝 描述与内容策略
作者将该频道定位为表达主观观点的平台:
“Real Machine Learning — simple, practical, and built on experience.
Learn step by step with clear explanations and working code.
Admin: @HusseinSheikho || @Hussein_Sheikho”
凭借高频更新(最新数据采集于 25 六月, 2026),频道始终保持新鲜度与高覆盖。分析显示受众积极互动,使其成为 技术与应用 类别中的关键影响点。
40 106
订阅者
+3824 小时
+637 天
+40130 天
数据加载中...
吸引订阅者
六月 '26
六月 '26
+488
在4个频道中
五月 '26
+748
在10个频道中
Get PRO
四月 '26
+423
在8个频道中
Get PRO
三月 '26
+286
在7个频道中
Get PRO
二月 '26
+467
在12个频道中
Get PRO
一月 '26
+624
在13个频道中
Get PRO
十二月 '25
+678
在14个频道中
Get PRO
十一月 '25
+642
在3个频道中
Get PRO
十月 '25
+1 052
在9个频道中
Get PRO
九月 '25
+1 012
在8个频道中
Get PRO
八月 '25
+470
在3个频道中
Get PRO
七月 '25
+1 113
在14个频道中
Get PRO
六月 '25
+876
在5个频道中
Get PRO
五月 '25
+1 030
在2个频道中
Get PRO
四月 '25
+1 368
在2个频道中
Get PRO
三月 '25
+820
在1个频道中
Get PRO
二月 '25
+1 068
在6个频道中
Get PRO
一月 '25
+1 062
在4个频道中
Get PRO
十二月 '24
+895
在4个频道中
Get PRO
十一月 '24
+1 359
在14个频道中
Get PRO
十月 '24
+1 841
在14个频道中
Get PRO
九月 '24
+1 406
在16个频道中
Get PRO
八月 '24
+1 739
在13个频道中
Get PRO
七月 '24
+1 108
在14个频道中
Get PRO
六月 '24
+1 335
在12个频道中
Get PRO
五月 '24
+1 257
在15个频道中
Get PRO
四月 '24
+1 349
在7个频道中
Get PRO
三月 '24
+1 778
在11个频道中
Get PRO
二月 '24
+1 882
在12个频道中
Get PRO
一月 '24
+2 482
在16个频道中
Get PRO
十二月 '23
+1 638
在17个频道中
Get PRO
十一月 '23
+1 420
在14个频道中
Get PRO
十月 '23
+811
在15个频道中
Get PRO
九月 '23
+1 076
在0个频道中
Get PRO
八月 '23
+1 246
在0个频道中
Get PRO
七月 '23
+4 094
在0个频道中
Get PRO
六月 '23
+1 831
在0个频道中
Get PRO
五月 '23
+1 304
在0个频道中
| 日期 | 订阅者增长 | 提及 | 频道 | |
| 25 六月 | +1 | |||
| 24 六月 | +38 | |||
| 23 六月 | +34 | |||
| 22 六月 | +9 | |||
| 21 六月 | +10 | |||
| 20 六月 | +10 | |||
| 19 六月 | +8 | |||
| 18 六月 | +13 | |||
| 17 六月 | +17 | |||
| 16 六月 | +23 | |||
| 15 六月 | +33 | |||
| 14 六月 | +24 | |||
| 13 六月 | +14 | |||
| 12 六月 | +27 | |||
| 11 六月 | +12 | |||
| 10 六月 | +20 | |||
| 09 六月 | +8 | |||
| 08 六月 | +14 | |||
| 07 六月 | +18 | |||
| 06 六月 | +17 | |||
| 05 六月 | +24 | |||
| 04 六月 | +24 | |||
| 03 六月 | +26 | |||
| 02 六月 | +33 | |||
| 01 六月 | +31 |
频道帖子
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
| 2 | 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 | 35 |
| 3 | 没有文字... | 299 |
| 4 | 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 | 29 |
| 5 | 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 | 1 |
| 6 | PANDAS — CHEAT SHEET
1. DATA LOADING
Method | What it does
----------------+--------------------
pd.read_csv() | Reads CSV file
pd.read_excel() | Reads Excel file
pd.read_sql() | Reads data from SQL
pd.read_json() | Reads JSON file
2. DATA ANALYSIS
Method | What it does
--------------+---------------------------
df.head() | Shows first rows
df.info() | Table information
df.describe() | Statistics by columns
df.shape | Table size (rows, columns)
df.columns | List of column names
3. DATA SELECTION
Method | What it does
-----------+----------------------------------
df.loc[] | Selection by row and column names
df.iloc[] | Selection by indices
df.query() | Filtering by condition
4. DATA CLEANING
Method | What it does
---------------------+--------------------------------
df.isnull() | Check for missing values (NULL)
df.dropna() | Remove rows with missing values
df.fillna() | Fill missing values
df.drop_duplicates() | Remove duplicates
df.astype() | Change data type
5. ANALYTICS
Method | What it does
------------------+----------------------------
df.groupby() | Data grouping
df.agg() | Aggregation in groups
df.value_counts() | Count of unique values
df.mean() | Mean value
df.median() | Median
df.corr() | Correlation between columns
6. DATA MERGING
Method | What it does
------------+---------------------
pd.merge() | SQL JOIN by column
pd.join() | JOIN by index
pd.concat() | Glue tables together
⭐ TOP 10 METHODS
read_csv() head() info() loc[] iloc[] query() groupby() merge() fillna() sort_values() | 673 |
| 7 | PANDAS — CHEAT SHEET
1. DATA LOADING
Method | What it does
----------------+--------------------
pd.read_csv() | Reads CSV file
pd.read_excel() | Reads Excel file
pd.read_sql() | Reads data from SQL
pd.read_json() | Reads JSON file
2. DATA ANALYSIS
Method | What it does
--------------+---------------------------
df.head() | Shows first rows
df.info() | Table information
df.describe() | Statistics by columns
df.shape | Table size (rows, columns)
df.columns | List of column names
3. DATA SELECTION
Method | What it does
-----------+----------------------------------
df.loc[] | Selection by row and column names
df.iloc[] | Selection by indices
df.query() | Filtering by condition
4. DATA CLEANING
Method | What it does
---------------------+--------------------------------
df.isnull() | Check for missing values (NULL)
df.dropna() | Remove rows with missing values
df.fillna() | Fill missing values
df.drop_duplicates() | Remove duplicates
df.astype() | Change data type
5. ANALYTICS
Method | What it does
------------------+----------------------------
df.groupby() | Data grouping
df.agg() | Aggregation in groups
df.value_counts() | Count of unique values
df.mean() | Mean value
df.median() | Median
df.corr() | Correlation between columns
6. DATA MERGING
Method | What it does
------------+---------------------
pd.merge() | SQL JOIN by column
pd.join() | JOIN by index
pd.concat() | Glue tables together
⭐ TOP 10 METHODS
read_csv() head() info() loc[] iloc[] query() groupby() merge() fillna() sort_values() | 1 |
| 8 | 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 | 26 |
| 9 | 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 | 43 |
| 10 | 没有文字... | 838 |
| 11 | 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 | 115 |
| 12 | My favorite way to work with multiple filters in pandas.Series — not a chain of .loc, but a single mask. 🐼
The chain looks neat, but breaks on real data and easily gives unexpected results:
s = pd.Series([10, 15, 20, 25, 30])
s.loc[s > 20].loc[s % 2 == 1]
The problem is that the second .loc again looks at the original s, not the already filtered result. The logic gets messy. 🤯
It's more reliable to gather everything into one expression:
s = pd.Series([10, 15, 20, 25, 30])
mask = (s > 20) & (s % 2 == 1)
result = s.loc[mask]
One mask, one point of truth. ✅
It's easier to debug. Fewer surprises when the code grows. 🚀
#Pandas #Python #DataScience #CodingTips #DataEngineering #Debugging
✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
🚀 Level up your AI & Data Science skills with HelloEncyclo — a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
✅ 13 courses live + 40+ coming soon
🎯 One access, lifetime updates
🔑 Use code: PRESALE-BOOK-WAVE-2GFG
👉 https://helloencyclo.com/?ref=HUSSEINSHEIKHO | 794 |
| 13 | 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 | 136 |
| 14 | A free MIT guide to key computer vision concepts 📘
Link: https://visionbook.mit.edu/ 🔗
#ComputerVision #MIT #AI #MachineLearning #Tech #DataScience
✨ Join Best TG Channels https://t.me/addlist/0f6vfFbEMdAwODBk
⭐️ Join Our WhatsApp Channel https://whatsapp.com/channel/0029VaC7Weq29753hpcggW2A
🚀 Level up your AI & Data Science skills with HelloEncyclo — a growing all-in-one platform featuring hands-on courses in LLMs, Deep Learning, MLOps, Data Engineering, and more.
✅ 13 courses live + 40+ coming soon
🎯 One access, lifetime updates
🔑 Use code: PRESALE-BOOK-WAVE-2GFG
👉 https://helloencyclo.com/?ref=HUSSEINSHEIKHO | 913 |
| 15 | Learn AI for free directly from top companies. 🚀
1 - Anthropic:
anthropic.skilljar.com
2 - Google:
grow.google/ai
3 - Meta:
ai.meta.com/resources/
4 - NVIDIA:
developer.nvidia.com/cuda
5 - Microsoft:
learn.microsoft.com/en-us/training/
6 - OpenAI:
academy.openai.com
7 - IBM:
skillsbuild.org
8 - AWS:
skillbuilder.aws
9 - DeepLearning.AI:
deeplearning.ai
10 - Hugging Face:
huggingface.co/learn
💬 Comment "Learning" if you find this helpful.
🔄 Repost so others can take help.
🔖 Must bookmark for future reference.
#AI #MachineLearning #Tech #FreeLearning #DataScience #AIForAll
https://t.me/CodeProgrammer | 627 |
| 16 | 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 | 73 |
| 17 | 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 | 73 |
| 18 | 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 | 1 |
| 19 | 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 | 1 |
| 20 | Maczo Pet Monster Game
AF 80%
Join 👉👉 @maczopet_bot | 462 |
现已上线!2025 年 Telegram 研究 — 年度关键洞察 
