General and Education ranking performance
General
Global
Australia
Education
Global
Australia
Total Videos
Content Library
Total Views
Lifetime Views
Subscribers
Community Size
Engagement Rate
Audience Interaction
Top performer by views
Transformer 自注意语言模型 #5.4 (莫烦Python NLP 自然语言处理教学)
9.6K
Views
180
Likes
13
Comments
Opportunity for growth
一词多义的 ELMo 模型 #6.2 【NLP 莫烦Python 自然语言处理教学】
1.8K
Views
37
Likes
0
Comments
Analysis of 15 long-form videos
Transformer 自注意语言模型 #5.4 (莫烦Python NLP 自然语言处理教学)
• Long videos make up 100% of total content
• Average performance: Better than channel average
• Most common duration: Long (10-30 min)
Upload patterns and optimal timing insights
More Shorts are needed for analysis.
Content distribution across 3 main categories
Key performance indicators and trends
Knowledge dominates with 67% of content
Knowledge has highest avg views
Knowledge shows strongest growth
Most used tags across 144 tag instances
15 tags in category
Comprehensive tag metrics and ROI analysis
| Tag | Usage | Avg Views | Engagement | Growth | ROI Score |
|---|---|---|---|---|---|
| #pythonTop 1 | 15 | 5K | 2.02% | +0% | 20/100 |
| #教程Top 2 | 15 | 5K | 2.02% | +0% | 20/100 |
| #学习Top 3 | 15 | 5K | 2.02% | +0% | 20/100 |
| #机器学习 | 15 | 5K | 2.02% | +0% | 20/100 |
| #nlp | 15 | 5K | 2.02% | +0% | 20/100 |
| #自然语言 | 15 | 5K | 2.02% | +0% | 20/100 |
| #自然语言处理 | 15 | 5K | 2.02% | +0% | 20/100 |
| #语言模型 | 15 | 5K | 2.02% | +0% | 20/100 |
| #bert | 15 | 5K | 2.02% | +0% | 20/100 |
| #w2v | 3 | 6.6K | 2.20% | +0% | 22/100 |
| #词向量 | 2 | 7.3K | 2.39% | +0% | 24/100 |
| #transformer | 1 | 9.6K | 2.02% | +0% | 20/100 |
| #seq2seq | 1 | 4.5K | 1.50% | +0% | 15/100 |
| #attention | 1 | 4.5K | 1.50% | +0% | 15/100 |
| #注意力 | 1 | 4.5K | 1.50% | +0% | 15/100 |
Strategic recommendations and performance highlights
Top 5 by view count





Top 5 by like count





Top 5 by comment count





Top 5 by engagement rate





Peak performance metrics across all categories
Top performers across multiple categories



Performance analysis and recommendations