Efficient NLP

@efficientnlp

Est. 2023·Canada·English·~0.2 vids/wk

New on TrySpansa

Efficient NLP is a Tech and Education YouTube creator with 20.5K subscribers and 613K 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 19.2K 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.

20,500Subscribers

32Total Videos

613,130Total Views

Source: YouTube Data API

Views / Video284K

Impressions1.2M

Age Demographics

13-17

18-24

35%

25-34

28%

35-44

16%

45-54

55-64

65+

Gender Split

Male 62%Female 36%Other 2%

Core: Male 18-24

Top Countries

🇺🇸United States

28%

🇬🇧United Kingdom

18%

🇧🇷Brazil

12%

🇮🇳India

🇩🇪Germany

Traffic Sources

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%

Watch Time

8:42Avg Duration

42%Retention

2.1MHours

6.8Views/Visit

Content Type

Long-form

55%

Shorts

28%

Live

12%

Members

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 prompt caching fixes it

Stop Wasting Your Eval Budget: Multi-Armed Bandits 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 August 2026

youtube.com/@efficientnlp

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Channel VideosEfficient NLP

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04Subscribers

YouTube Data API: 20,500 subscribers

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Cost per 1,000 Views

Meta Ads (SaaS)$8.75

Mesha 2025

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02Conversion Rate (%)

Using Tech benchmark: 3.6% (Electronics & Appliances) · Skailama 2026

03Expected Purchases / Year

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 processing machine learning engineering transformer models large language models speech recognition nlp optimization quantization and pruning beam search algorithms llm fine tuning whisper speech to text positional embeddings speculative 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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Efficient NLP

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