護(hù)理方面關(guān)于人工智能的構(gòu)想

No Matter What People Tell You, Words And Ideas Can Change The World. — Robin Williams

人們所說的話無所謂，言語和思想可以改變世界。 —羅賓·威廉姆斯

Beginners in this field have become accustomed to reinventing existing projects as part of their portfolio projects and this is not a good thing. What makes you unique out of the hundreds of learners with the same projects you have built? What makes you stand out as a data scientist, AI, or ML engineer? In this article, I am going to share with you some tips on ‘generating’ your data science, AI, or ML projects to appear unique at what you do.

該領(lǐng)域的初學(xué)者已經(jīng)習(xí)慣于將現(xiàn)有項(xiàng)目重塑為他們的投資組合項(xiàng)目的一部分，這不是一件好事。 是什么讓您從擁有相同項(xiàng)目的數(shù)百個(gè)學(xué)習(xí)者中脫穎而出？ 是什么讓您脫穎而出成為數(shù)據(jù)科學(xué)家，人工智能或機(jī)器學(xué)習(xí)工程師？ 在本文中，我將與您分享一些有關(guān)“生成”數(shù)據(jù)科學(xué)，AI或ML項(xiàng)目以使您所做的工作顯得獨(dú)特的提示。

重新發(fā)明，但有風(fēng)格 (Re-invent, But With Style)

This point aims at exploring your innovative skills. Being an innovator is a very essential skill required of every data scientist, AI, or ML engineer. Your ability to take an existing solution and develop it more to yield better results or insights will go far to help your career as a data scientist, AI, or ML engineer. For instance, you can take the popular project, ‘Predicting Boston House Prices’ and rebuild this project to be true for your specific or current city. Test your innovative skills, explore new datasets, use better algorithms, and tune hyper-parameters to fit your model more perfectly than it currently is. By doing these things to existing projects, you give them a new feel and create an image of professionalism.

這一點(diǎn)旨在探索您的創(chuàng)新技能。 成為創(chuàng)新者是每位數(shù)據(jù)科學(xué)家，AI或ML工程師必備的非常重要的技能。 您采用現(xiàn)有解決方案并進(jìn)行更多開發(fā)以產(chǎn)生更好的結(jié)果或見解的能力將極大地幫助您成為數(shù)據(jù)科學(xué)家，AI或ML工程師。 例如，您可以采用流行的項(xiàng)目“預(yù)測波士頓房屋價(jià)格”，然后重新構(gòu)建此項(xiàng)目以使其適合您的特定或當(dāng)前城市。 測試您的創(chuàng)新技能，探索新的數(shù)據(jù)集，使用更好的算法以及調(diào)整超參數(shù)以使其模型比當(dāng)前更完美。 通過對現(xiàn)有項(xiàng)目執(zhí)行這些操作，您可以給他們帶來新的感覺并創(chuàng)建專業(yè)形象。

If you want something new, you have to stop doing something old.–Peter F. Drucker

如果您想要新的東西，就必須停止做舊的事情。–Peter F. Drucker

召喚您的內(nèi)在創(chuàng)造力自我 (Summon Your Inner Creative Self)

Creativity involves breaking out of expected patterns in order to look at things in a different way. — Edward de Bono

創(chuàng)造力涉及打破預(yù)期的模式，以便以不同的方式看待事物。 —愛德華·德波諾

To come up with awesome and unique AI, ML, or data science ideas, one must be creative and willing to attempt things that have never been done. You should have the desire to birth something that most people will tag as ‘a(chǎn)bsurd’ or ‘impossible’. Yes, sometimes some ideas are rather absurd and aren’t worth the time, but here are a few ways you can come up with ideas that are worth the try.

為了提出很棒的獨(dú)特AI，ML或數(shù)據(jù)科學(xué)構(gòu)想，必須有創(chuàng)造力并且愿意嘗試從未完成的事情。 您應(yīng)該希望出生一些被大多數(shù)人稱為“荒謬”或“不可能”的東西。 是的，有時(shí)有些想法很荒謬，不值得花時(shí)間，但是這里有幾種方法可以提出值得嘗試的想法。

• “what if I could make…”

  “如果我能做的話……”

This is the most common way to come up with an idea. It generally signifies you have an existing problem and you are thinking of a way to solve it. In this case, before you go any further, do some background checks on the problem and check to see if there are currently existing solutions. If there are solutions that will perfectly solve your problem, there would be no need to go further. If there aren’t, see how best you can tackle the problem.

這是提出想法的最常用方法。 它通常表示您有一個(gè)現(xiàn)有的問題，并且正在考慮解決的方法。 在這種情況下，在進(jìn)行任何進(jìn)一步的操作之前，請對問題進(jìn)行一些背景檢查，并檢查是否存在當(dāng)前的解決方案。 如果有解決方案可以完美解決您的問題，則無需走更遠(yuǎn)的路。 如果沒有，請查看如何最好地解決該問題。

• “This would work better if it were like this instead”

  “如果這樣的話，這樣做會更好”

Here, you know of an existing solution and are seeking to make it better in a way or two. Go for it, don’t let the existence of an existing solution stop you from making it better. Give it the best you’ve got, the odds are there might be hundreds of people with your same problem and you might end helping so many people by taking that project. In my subsequent stories, I’ll talk about how I came up with the idea that led to writing my first python machine learning package.

在這里，您了解現(xiàn)有的解決方案，并且正在尋求以一兩種方式進(jìn)行改進(jìn)。 努力吧，不要讓現(xiàn)有解決方案的存在使您無法使其變得更好。 盡力而為，就可能有成百上千的人遇到同樣的問題，而您可能最終會通過參加該項(xiàng)目而幫助那么多人。 在接下來的故事中，我將討論如何提出導(dǎo)致編寫第一個(gè)python機(jī)器學(xué)習(xí)包的想法。

Photo by The Creative Exchange on Unsplash圖片由The Creative Exchange在Unsplash上攝

檢查可行性 (Check The Feasibility)

This is probably the most important thing to consider before starting work on any project. You need to know whether the project idea is executable. Ask yourself a few questions concerning your idea before you kickstart implementation.

在任何項(xiàng)目上開始工作之前，這可能是最重要的考慮因素。 您需要知道項(xiàng)目構(gòu)想是否可執(zhí)行。 在開始實(shí)施之前，請問自己一些有關(guān)您的想法的問題。

• Does My Idea Solve A Genuine Problem?

  我的想法能解決一個(gè)真正的問題嗎？

Unless you are building a project for the fun of it, every project you build should aim at solving a genuine problem. A problem that is worth solving and would make an impact on the existing methodology. If your answer to this question is yes, you can go ahead to answer the next question.

除非您是出于樂趣而構(gòu)建項(xiàng)目，否則構(gòu)建的每個(gè)項(xiàng)目都應(yīng)著眼于解決真正的問題。 一個(gè)值得解決的問題，它將對現(xiàn)有方法產(chǎn)生影響。 如果您對這個(gè)問題的回答是“是”，則可以繼續(xù)回答下一個(gè)問題。

• Is My Idea Possible To Implement With The Current Technologies At Hand?

  我的想法可以用當(dāng)前的技術(shù)來實(shí)施嗎？

Even though Artificial Intelligence is at a very advanced and futuristic level today, there is still so much more we can do but are limited because of the unavailability of certain forms of technology. In cases like this, all we can do is to develop theories and concepts with the hope that technology will soon catch up with us and our theories and concepts can be made practical.

即使當(dāng)今人工智能處于非常先進(jìn)和未來的水平，我們?nèi)匀豢梢宰龈嗟氖虑?#xff0c;但是由于某些形式的技術(shù)不可用而受到限制。 在這種情況下，我們所能做的就是發(fā)展理論和概念，希望技術(shù)很快能趕上我們，并且我們的理論和概念可以付諸實(shí)踐。

• Do I Have The Required Skills To Build This Project?

  我是否具備構(gòu)建該項(xiàng)目所需的技能？

It is very important to consider your current skill set before you start implementing a project idea. If you lack the required skills, you can dedicate some time to learn the necessary skills. You could also team up with a group of like-minded people and work together on building that project.

在開始實(shí)施項(xiàng)目構(gòu)想之前，考慮當(dāng)前的技能非常重要。 如果您缺少必要的技能，則可以花一些時(shí)間來學(xué)習(xí)必要的技能。 您也可以與一群志趣相投的人合作，共同建設(shè)該項(xiàng)目。

Júnior Ferreira on 儒尼奧爾·費(fèi)雷拉在UnsplashUnsplash

An idea that is developed and put into action is more important than an idea that exists only as an idea.– Buddha

形成并付諸實(shí)踐的想法比僅作為想法存在的想法更為重要。–佛陀

It is tough to get your idea into production, but it is not impossible. Believe in your idea even if you are the only one who does. Work hard to achieve your goals and you will definitely be successful.

很難將您的想法付諸實(shí)踐，但這并非不可能。 即使您是唯一的人，也要相信您的想法。 努力實(shí)現(xiàn)目標(biāo)，您一定會成功。

Thank you for making time to read this story. I hope you learned something new and it has been helpful. You are welcome to share your thoughts and opinions in the response section and you can contact me directly on Twitter or LinkedIn. Happy Hacking!

感謝您抽出時(shí)間閱讀這個(gè)故事。 希望您學(xué)到了一些新知識，對您有所幫助。 歡迎您在回復(fù)部分中分享您的想法和觀點(diǎn)，您可以直接在Twitter或LinkedIn上與我聯(lián)系。 快樂黑客！

A big thank you to Anna Ayiku for proofreading and correcting the many mistakes I made writing this.

非常感謝 Anna Ayiku 校對并糾正了我在撰寫本文時(shí)犯下的許多錯(cuò)誤。

翻譯自: https://towardsdatascience.com/how-to-come-up-with-amazing-ai-ml-or-data-science-project-ideas-53bae19b5fa0

護(hù)理方面關(guān)于人工智能的構(gòu)想

總結(jié)

以上是生活随笔為你收集整理的护理方面关于人工智能的构想_如何提出惊人的AI，ML或数据科学项目构想。的全部內(nèi)容，希望文章能夠幫你解決所遇到的問題。

如果覺得生活随笔網(wǎng)站內(nèi)容還不錯(cuò)，歡迎將生活随笔推薦給好友。