"No one is harder on a talented person than the person themselves" - Linda Wilkinson ; "Trust your guts and don't follow the herd" ; "Validate direction not destination" ;
Showing posts with label LLM Usecases. Show all posts
Showing posts with label LLM Usecases. Show all posts

August 25, 2023

GPT to improve Product Search

Prompt - Return attribute, value coreference for below query <Return all black shoes with prices less than 50 dollar>

  • Attribute: Color, Value: Black
  • Attribute: Price, Value: Less than 50 dollars
  • Attribute: Product type, Value: Shoes

Return attribute, value coreference for below query <Cricket is interesting game, India is in Top 10 cricket playing countries>

  • Attribute: Game, Value: Cricket
  • Attribute: Rank, Value: Top 10
  • Attribute: Country, Value: India

Keep Exploring!!!

July 22, 2023

NLP use cases before and after ChatGPT

 


Many use cases will converge
Many startup ideas will converge
Who has the data is the King!!!



Keep Exploring!!!

Ray Dalio - Perspectives - Summarized with ChatGPT

Ray Dalio - Perspectives - Summarized with ChatGPT

Principles for Success from Ray Dalio: Founder of the World’s Largest Hedge Fund

Generate transcript with anthiago

This model's maximum context length is 8192 tokens. However, your messages resulted in 13145 tokens. Please reduce the length of the messages.

Divide into Several blocks and Summarize

Extract key summary in few lines point by point

1.

2.

3.

Key Lessons

  • Ray Dalio proposed life exists in three phases: being dependent on others and learning, working with others depending on you, and finally being free of obligations
  • Dalio revealed he significantly benefitted from his failures and realizing that pain plus reflection equals progress.
  • Failure helped Dalio reshape his perspective, approaching decision-making with humility and audacity, stress-testing his decisions and seeking people who disagreed with him to stimulate learning and enhance decision making.
  • Importance of considering different views within the team and exploring the reasoning behind each one to get a broader understanding.
  • Importance of algorithmic decision-making, arguing that it provides the knowledge necessary for efficient decisions
  • Attention to the inequality in the education system, recommending a bottom line and private-public partnerships as ways to improve it.
  • Providing opportunities and helping people to be more independent and useful
  • Creating opportunities for people to be productive and make meaningful contributions to society.

Principles For Success by Ray Dalio (In 30 Minutes)

  • Independent thinking and self-awareness stressed.
  • Learning from mistakes and evolving
  • Success lies in continuous personal evolution, not just in achieving goals.

What are key  five-step decision-making process. Explain in 20 words

  1. Identify Goals: Understand your own needs, values and the outcomes you want to achieve.
  2. Pinpoint Problems: Determine issues that might prevent you from achieving the goals.
  3. Diagnose Problems: Delve into the root causes of these problems by analyzing them without jumping to conclusions.
  4. Design Plan: Develop a strategic plan to address and eliminate the root causes of the problems.
  5. Execute Plan: Implement the design, continuously learning, adapting and pushing towards the goal

Keep Learning!!!

Reduce your time to Read / Listen / Summarize / Save time

Reduce your time to Read / Listen / Summarize / Save time

1. Pick the video to summarize - Link

2. Get the transcript from - anthiago

3. Use GPT4 to get key summary

Extract top 10 key predictions from below text. Summarize each line in 10 words only

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2.

3.

The Results are

  • By end of the next year, chat ChatGPT will be available on mobile phones without internet.
  • The figure out mechanism is about making humans scale, akin to an 'analyst with a bad memory'.
  • The future of AI is pushing internet intelligence to the edge for every person, country, culture, and company.
  • Most popular language models in the world, gptj and neon x, are paving the way for deploying AI systems on-premises.
  • Stable diffusion technology can reduce 100,000 gigabytes of images to a 2 gigabyte file that can generate anything.
  • Transforming language into images and visuals; four of the top 10 App Store apps based on this premise.
  • The second-generation model of this technology will produce photorealistic images and video.
  • The trajectory indicates that in five years there will be no need for programmers.
  • Open-source models will overtake proprietary models as they offer ownership and interpretation advantages.
  • By next year, the capacity of chat GPT will increase, enabling the passage of a level 3 programmer exam

Points I tend to agree with, highlighted in a different color

Earlier I used to spend more time reading complete tech talks, and webinars. Now scanning a few mins and the view count convey intent to read. Passed the video link to generate a transcript. Leverage chatGPT to summarize key points. These five key points and my comments added

  • Very soon - Edge-optimized offline LLM models ChatGPT will be available on mobile phones without the Internet. - Edge optimized / Like keyboard word suggestion sentence/reply recommendation possible
  • Open-source models will overtake proprietary models as they offer ownership and interpretation advantages. - Now we see Google hosting an unlearning competition for models, More models more explainability/reasoning. The VGG moment is crossed. Resnet / RNN / Another transformer moment coming
  • The trajectory indicates that in five years there will be no need for programmers. - This is scary. The need to memorize syntax is no longer needed. How we connect the dots, and consider aspects of the solution becomes key
  • Stable diffusion technology can reduce 100,000 gigabytes of images to a 2 gigabyte file that can generate anything. - Right now vision / 3D is very early stages. Next / Coming years 1~2 will get realistic / production version quality with more data trained and larger models tuned to prompts

Keep Exploring!!!