Efficient NLP

Efficient NLP

@efficientnlp
Est. 2023·Canada·English·~0.2 vids/wk
New on TrySpansa

Efficient NLP is a Tech and Education YouTube creator with 20.1K subscribers and 593K total views. The channel covers natural language processing, machine learning engineering, transformer models, large language models, speech recognition. Active for 3 years, the channel publishes about 10 videos per year. Videos average 18.5K views each. Based in Canada, the channel's primary language is English. YouTube channels with 10K–50K sub channels typically charge between $200 and $3,000 per sponsored video. Book a sponsorship directly on TrySpansa.

20,100Subscribers
32Total Videos
593,231Total Views
Source: YouTube Data API

Audience Insights for Efficient NLP

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Views / Video284K
Impressions1.2M
Age Demographics
13-17
8%
18-24
35%
25-34
28%
35-44
16%
45-54
8%
55-64
3%
65+
2%
Gender Split
Male 62%Female 36%Other 2%
Core: Male 18-24
Top Countries
🇺🇸United States
28%
🇬🇧United Kingdom
18%
🇧🇷Brazil
12%
🇮🇳India
9%
🇩🇪Germany
7%
Traffic Sources
Search
34%
Suggested
24%
External
14%
Browse
12%
Content Performance
128KAvg Views
4.2%CTR
+1.2KNet Subs
3:42Watch Time
Subscriber Growth
6 mo agoToday
Device Split
Desktop
48%
Mobile
34%
Tablet
11%
TV
7%
Watch Time
8:42Avg Duration
42%Retention
2.1MHours
6.8Views/Visit
Content Type
Long-form
55%
Shorts
28%
Live
12%
Members
5%
Free · 10 seconds · No credit cardSee Efficient NLP’s audience data

Niches

TechEducation

About

Efficient NLP My name is Bai Li, I'm a machine learning engineer and PhD in natural language processing. Reach me at:

Recent Videos

Why agents recompute the same prompt, and how servers exploit it
Stop Wasting Your Eval Budget: Best-Arm Identification for Prompt Testing
What NoGIL Python means for machine learning
How streaming ASR inference differs from LLM serving
Voice Writer: AI Dictation for Novelists
LLM-as-Judge: Evaluating writing quality without ground truth
Train your own writing style with Voice Writer
Training LLM to play chess using Deepseek GRPO reinforcement learning

Channel data updated June 2026

youtube.com/@efficientnlp
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Channel VideosEfficient NLP
Browse all uploads·Powered by YouTube Data API

Sponsorship Pricing

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YouTube Data API: 20,100 subscribers
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ROI Estimate

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Your Data
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Cost per 1,000 Views
Meta Ads (SaaS)$8.75
Mesha 2025
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Estimated Clicks
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Your net profit from a typical sale, after costs
Using Tech benchmark: 3.6% (Electronics & Appliances) · Skailama 2026
Using Tech benchmark: 1.6× /year · Beans 2021 freq × Bluecore/MobiLoud RPR
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Methodology & sourcesNot sourced from YouTube
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Topicsclassified by TrySpansa

natural language processingmachine learning engineeringtransformer modelslarge language modelsspeech recognitionnlp optimizationquantization and pruningbeam search algorithmsllm fine tuningwhisper speech to textpositional embeddingsspeculative decoding

Resources

The Brief Isn't Dead. Unstructured Briefs Are. →NY Synthetic Performer Law: AI Clauses Your Deal Needs →Creator Payment Rails 2026: 5 Compared (Plus 1 Imposter) →

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