avatarKingsley Asuamah

Free AI web copilot to create summaries, insights and extended knowledge, download it at here

4690

Abstract

0/1*jFax3XhfV9mam-k4kI_NSQ.png"><figcaption>A paragraph is summarized into one sentence</figcaption></figure><p id="2e04">Another use of text summarization is to present a user with a auto summarized dialog, with a <i>read more </i>option, which can then expand into the longer un-summarized version.</p><figure id="82f1"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h2 id="58c0">Keywords</h2><p id="4f31">Keywords can be extracted from a block of text. You can configure the environment to be conservative and select only keywords from the text. Or a higher <i>temperature </i>can be set to where related words or keywords are generated.</p><figure id="286e"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*FGE3OBMcMyDDcpgKRQb9AQ.png"><figcaption>Key words generated from a Wikipedia paragraph.</figcaption></figure><p id="3a5c">This is very helpful to categorize text and create a search index. In the image above a extract on soccer was taken from Wikipedia. GPT-3 converted this quite large paragraph into six key words or themes.</p><figure id="93e7"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h2 id="e562">Parse Unstructured Data</h2><p id="3191">Create tables from long form text by specifying a structure and supplying some examples.</p><figure id="6942"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*X9YWrg_wlpg3hbKCmoq62A.png"><figcaption></figcaption></figure><p id="6984">Here you can see the first entry is directly related to the sentence. The subsequent entries are somehow related and still relevant and applicable.</p><figure id="90e7"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h2 id="7585">Classification</h2><p id="72fe">Classify items into categories via example inputs. Companies are named with categories defined. A new company can be mentioned and auto classified.</p><figure id="2265"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*IOkqXlAV2ZCxFpMNaeL2XA.png"><figcaption>With limited training data a new company can be mentioned and auto classified.</figcaption></figure><figure id="9feb"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h2 id="281c">Extract Contact Information</h2><p id="0f31">Extract contact information from a block of text. In this case, an address.</p><figure id="8a87"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*5imfXfm2gvrGbA1uRTOkiQ.png"><figcaption>A complete address from the free text message.</figcaption></figure><figure id="ea15"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h2 id="95b2">Summarize For A Second Grader</h2><p id="9a5d">This functionality takes a complex and relatively long piece, summarize and simplifies it into a sentence or two.</p><figure id="0da8"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*ReUEmdf0XZ3r54rcYqibfA.png"><figcaption>A large and complex piece of text is summarized and simplified.</figcaption></figure><figure id="d85e"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h1 id="e7ec">Conclusion</h1><p id="3c79">There are definitely good implementation opportunities for the Conversational AI aspect of GPT-3.</p><figure id="6f46"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*5m48Qw7hRcbi7gsL5ZoRAQ.png"><figcaption>Restaurant review is created from a few key words and the restaurant name.</figcaption></figure><p id="2f01">As a support API where text can be processed to assist existing NLU functionality, there is a very real use case.</p><p id="25d7">As mentioned, GPT-3 can be a great help in pre-processing user input as a help for the NLU engine. The challenge is that GPT-3 seems very well positioned to write reviews, compile questions and have a general conversation. This could lead to a proliferation of bots writing reviews, online adds and general copywriting tasks.</p><figure id="b3c1"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*26A6H7nHUvLW10CkKSlaCQ.png"><figcaption>An apple pie review based on four generic words.</figcaption></figure><p id="4fae">This automation does not need to be malicious in principle. Open AI is seemingly making every effort to ensure the responsible use of the API’s.</p><p id="99a2">The fact the extensive

Options

training is not required, and a few key words or phrases can <i>point </i>the API in the right direction, is astounding.</p><p id="a28c">There are however opensource alternatives for most of the functionality available.</p><figure id="04a8"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h2 id="3cbc">Positives</h2><ul><li>GPT-3 has quite a bit of functionality which can serve to augment a current chatbot.</li><li>Dialog can be diversified with the NLG capability.</li><li>General chit-chat can easily be created.</li><li>Copywriting is made easy for slogans, headlines, reviews etc.</li><li>Text transformation</li><li>Text generation</li><li>Creating a general purpose bot to chat to.</li><li>With their underlying processing power and data, creating flexible Machine Learning stories should be a good fit.</li></ul><figure id="a4fc"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><h2 id="b03c">Not-so Positives</h2><ul><li>The API is cloud hosted</li><li>Cost</li><li>Social media bot content generation</li><li>Not a framework for sustainable chatbot scaling; <i>yet</i>.</li><li>Possible over and under steering with training data.</li></ul><figure id="bfc0"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure><div id="9145" class="link-block"> <a href="https://cobusgreyling.me/thank-you-for-subscribing/"> <div> <div> <h2>Subscribe to my newsletter.</h2> <div><h3>NLP/NLU, Chatbots, Voice, Conversational UI/UX, CX Designer, Developer, Ubiquitous User Interfaces, Ambient…</h3></div> <div><p>cobusgreyling.me</p></div> </div> <div> <div style="background-image: url(https://miro.readmedium.com/v2/resize:fit:320/0*sxVx6IgC_6AZXIX-)"></div> </div> </div> </a> </div><div id="1141" class="link-block"> <a href="https://cobusgreyling.medium.com"> <div> <div> <h2>Cobus Greyling - Medium</h2> <div><h3>Read writing from Cobus Greyling on Medium. NLP/NLU, Chatbots, Voice, Conversational UI/UX, CX Designer, Developer…</h3></div> <div><p>cobusgreyling.medium.com</p></div> </div> <div> <div style="background-image: url(https://miro.readmedium.com/v2/resize:fit:320/0*e6KH9V073Egac4ua)"></div> </div> </div> </a> </div><div id="2e0e" class="link-block"> <a href="https://cobusgreyling.medium.com/gpt-3-conversational-ai-chatbots-3fb1cfb99942"> <div> <div> <h2>GPT-3: Conversational AI & Chatbots</h2> <div><h3>What Will The Impact Be On Chatbot Design & Development</h3></div> <div><p>cobusgreyling.medium.com</p></div> </div> <div> <div style="background-image: url(https://miro.readmedium.com/v2/resize:fit:320/1*VKDfysUcdNJtCEQwmxSE-w.jpeg)"></div> </div> </div> </a> </div><div id="59bc" class="link-block"> <a href="https://openai.com/"> <div> <div> <h2>OpenAI</h2> <div><h3>OpenAI is an AI research and deployment company. Our mission is to ensure that artificial general intelligence benefits…</h3></div> <div><p>openai.com</p></div> </div> <div> <div style="background-image: url(https://miro.readmedium.com/v2/resize:fit:320/0*SzqTQqBlnX8UOa8A)"></div> </div> </div> </a> </div><div id="47a1" class="link-block"> <a href="https://openai.com/blog/openai-api/"> <div> <div> <h2>OpenAI API</h2> <div><h3>We're releasing an API for accessing new AI models developed by OpenAI. Unlike most AI systems which are designed for…</h3></div> <div><p>openai.com</p></div> </div> <div> <div style="background-image: url(https://miro.readmedium.com/v2/resize:fit:320/0*iD7cRdNC9EDQkZQ2)"></div> </div> </div> </a> </div><figure id="f7c7"><img src="https://cdn-images-1.readmedium.com/v2/resize:fit:800/1*mlG74R9ZBY7NQcvQ2C8dMw.png"><figcaption></figcaption></figure></article></body>

Progress vs Perfection Mindset

How to Achieve Your Goals Without Burning Out

Photo by Eugene Zhyvchik on Unsplash

We all have goals that we want to achieve in life, whether it’s personal, professional, or creative. But sometimes, we get so obsessed with the idea of perfection that we lose sight of the process and the progress that we make along the way.

We set unrealistic standards for ourselves and feel frustrated when we don’t meet them. We compare ourselves to others and feel inadequate. We procrastinate and avoid taking action because we fear failure or criticism. We end up feeling stressed, overwhelmed, and unhappy.

But what if we could change our mindset and focus on progress instead of perfection? What if we could celebrate our small wins and learn from our mistakes? What if we could enjoy the journey and not just the destination? What if we could achieve our goals without burning out?

The whole essence of this article is to share with you how to adopt a progress mindset and overcome the perfection trap. I will also show you how to apply this mindset to different areas of your life, such as work, health, relationships, and hobbies.

What is a Progress Mindset?

A progress mindset is a way of thinking that emphasises the value of growth, learning, and improvement over the outcome or the result. It is based on the idea that we can always get better at anything we do, and that every step we take, no matter how small or imperfect, is a step forward.

A progress mindset does not encourage you to settle for mediocrity and be complacent. The mindset is about recognising that perfection is an illusion and that striving for it can be counterproductive and harmful. It is about being realistic and flexible with our expectations and goals. It is about being curious and open to feedback and new experiences. It is about being kind and compassionate with ourselves and others.

A progress mindset can help us to:

- Boost our motivation and confidence

- Reduce our stress and anxiety

- Increase our creativity and productivity

- Enhance our happiness and well-being

- Strengthen our resilience and grit

How to Develop a Progress Mindset?

Developing a progress mindset is not something that happens overnight. It is a habit that we need to cultivate and practice regularly. Here are some ways to do that:

- Set SMART goals. SMART stands for Specific, Measurable, Achievable, Relevant, and Time-bound. These are the criteria that can help us to define our goals clearly and realistically. For example, instead of saying “I want to write a book”, we can say “I want to write a 50,000-word novel in the next six months”. This way, we can break down our goal into smaller and more manageable steps, and track our progress along the way.

- Focus on the process, not the outcome. Instead of obsessing over the final result, we should pay attention to the actions and behaviours that lead to it. For example, instead of worrying about whether our novel will be published or not, we should focus on writing a certain number of words every day or completing a chapter every week. This way, we can enjoy the act of writing itself, and not just the potential reward.

- Celebrate your small wins. Every time we complete a task or achieve a milestone, we should acknowledge and appreciate our effort and progress. We can reward ourselves with something that makes us happy, such as a treat, a break, or a compliment. We can also share our achievements with others who support and encourage us. This way, we can boost our motivation and confidence, and keep ourselves on track.

- Learn from your mistakes. Every time we encounter a challenge or a setback, we should view it as an opportunity to learn and grow, not as a sign of failure or weakness. We should analyze what went wrong and what we can do better next time, without being harsh or judgmental with ourselves. We should also seek feedback and advice from others who can help us improve. This way, we can turn our mistakes into lessons, and not into regrets.

- Compare yourself to yourself, not to others. Every time we feel tempted to measure our success or worth by comparing ourselves to others, we should remind ourselves that everyone has their own strengths and weaknesses, their own goals and challenges, their own pace and path. We should focus on our own journey and how far we have come, not on how others are doing or what they have. This way, we can avoid envy and insecurity, and foster gratitude and self-esteem.

How to Apply a Progress Mindset to Different Areas of Your Life?

A progress mindset can be beneficial for any aspect of our lives that we want to improve or change. Here are some examples of how to apply it to different domains:

- Work: Whether we are employees, entrepreneurs, or freelancers, we can use a progress mindset to enhance our performance and satisfaction at work. We can set SMART goals for our projects and tasks, and focus on the skills and knowledge that we need to acquire or develop. We can celebrate our achievements and contributions, and learn from our feedback and mistakes. We can also compare ourselves to our past selves, and not to our colleagues or competitors.

- Health: Whether we want to lose weight, get fit, quit smoking, or adopt a healthier lifestyle, we can use a progress mindset to achieve our health goals. We can set SMART goals for our diet and exercise, and focus on the habits and behaviours that we need to change or adopt. We can celebrate our improvements and results, and learn from our relapses and challenges. We can also compare ourselves to our previous selves, and not to other people or standards.

- Relationships: Whether we want to find love, make friends, or strengthen our bonds with our family or partner, we can use a progress mindset to improve our relationships. We can set SMART goals for our social and emotional needs, and focus on the communication and empathy skills that we need to practice or enhance. We can celebrate our connections and experiences, and learn from our conflicts and misunderstandings. We can also compare ourselves to our former selves, and not to other people or expectations.

- Hobbies: Whether we want to learn a new language, play an instrument, paint a picture, or pursue any other passion or interest, we can use a progress mindset to enjoy our hobbies. We can set SMART goals for our learning and creativity, and focus on the fun and joy that we get from doing what we love. We can celebrate our progress and creations, and learn from our errors and difficulties. We can also compare ourselves to our earlier selves, and not to other people or standards.

TL;DR

Progress vs perfection is a choice that we can make every day. We can choose to chase an unrealistic and harmful ideal, or we can choose to adopt a realistic and helpful mindset. We can choose to be unhappy and stressed, or we can choose to be happy and relaxed. We can choose to stagnate and give up, or we can choose to grow and succeed.

The choice is ours. Let’s choose progress.

Progress
Mindset
Perfectionism
Self Improvement
Life Lessons
Recommended from ReadMedium