2337 results found

1. Describe the tradeoff between precision and recall.

   In the field of machine learning and analysis of data accuracy and recall are two key indicators of the effectiveness of the model. These metrics play an essential part in evaluating the performance of classification algorithms. They provide insight into whether the model can effectively identify relevant instances. However, recall and precision are often in a tense balance, as the improvement of one measure could negatively impact the other. In this article, we explore the complexities of recall and precision by examining their definitions, importance, and the inevitable dilemma that practitioners have to navigate. Data Science Training in Pune

   Understanding Precision and Recall:

   Recall and precision are two of the metrics that are used to assess the performance in binary models for classification. When dealing with a binary classification issue the data is split into two groups - both negative and positive. The precision and recall are determined by analyzing the results of the model's predictions.

   Precision The term Precision, which is also referred to by the term positive predictive value determines the precision of predictions that are positive by models. It is the ratio of accurate positive forecasts to the overall amount of positive predictions generated through the models.

   A high level of precision suggests that if the model predicts a positive event it will likely be accurate. However, a high accuracy cannot guarantee that all positive cases were correctly identified.

   Recall The term "recall," also referred to as the sensitivity rate or the real positive rate is the capacity of a model to identify every positive event that is relevant. It is the ratio of real positive forecasts to the total number of positive instances.

   A high recall indicates that this model has been successful in identifying the most positive cases. However, the fact that a model has a high recall doesn't assure any positive prediction generated from the models is true.

   The Precision-Recall Tradeoff:

   The balance between recall and precision arises from the tension inherent in making accurate predictions while capturing the most positive examples feasible.

   Prioritization of Precision: When precision is emphasized this model is likely to make more negative predictions, but the predictions are likely to be accurate. This method of reducing false positives makes the model appropriate for scenarios in which the price for false positives can be high, for instance for medical diagnosis and fraud prevention.

   Focus on Recall On The other side when recall is emphasized by the model, it aims to identify as many positive examples as possible, even if it comes at the expense of incorporating false positives. This method is appropriate in situations where the loss of positive cases is more expensive than excluding false positives. This is the case, for example, when conducting search and rescue or disease screening.

   Real-world Implications:

   The tradeoff between precision and recall can have real-world consequences across a variety of fields, which affect decision-making processes as well as the suitability of models to be used in specific situations. Data Science Training in Pune

   Medical Diagnosis: For diagnostic medical procedures, the focus is usually on recall to make sure that every possible instance of a disease is detected. However, accuracy is vital to avoid unnecessary treatment or treatments. Finding the appropriate balance is crucial for ensuring accurate diagnosis and the right medical treatment.

   Fraud Detection: In the field of fraud detection, precision is often emphasized to limit false positives. Incorrectly labeling authentic transactions to be fraudulent could result in inconvenience for the user. However, attaining high accuracy can result in a misreading of real-life cases of fraudulent transactions. Recall and precision are crucial in the design of an efficient system for detecting fraud.

   Information Retrieval: When it comes to information retrieval tasks such as Google, the ability to recall information is usually placed at the top of the list to ensure that users can find relevant information. But, maintaining a certain level of precision is required to provide users with precise and reliable results. Search algorithms have to find a way to balance the need for an enjoyable user experience.

   Strategies to Navigate the Tradeoff:

   Achieving the best balance between recall and precision requires thoughtfully implementing strategies, and focusing on the specific needs of the job in hand.

   Threshold Adjustment: in many classification models, predictions are determined by a threshold for probability. Adjusting this threshold, researchers can alter the balance between recall and precision. A higher threshold can increase accuracy but could reduce recall, whereas a lower threshold can have the opposite effect.

   Ensemble methods: These strategies include combining the predictions of several models, and can be used to reduce the tradeoff between precision and recall. By taking advantage of the strengths of various models, the methods of ensemble seek to boost overall performance, and also achieve a more balanced balance between recall and precision.

   Domain-specific considerations: Understanding the effects of false positives as well as false negatives within a particular domain is vital. The ability to tailor the model's behavior based on the negative consequences of misclassifications will help to align the precision-recall tradeoff to the actual requirements that the software. Data Science Course in Pune

   Conclusion:

   The tradeoff between precision and recall is a complex issue in the area of machine learning and data analysis. Making the right tradeoff between generating precise positive predictions and recording the most positive examples feasible is crucial to developing efficient and practical models. Through understanding the implications of recall and precision in various fields and employing strategic methods to navigate this dilemma and create models that satisfy the particular needs of their respective applications. As technology continues to improve as well as the continuous exploration of ways to increase precision and recall is an evolving and dynamic part of the world of data science. https://www.sevenmentor.com/data-science-course-in-pune.php

   In the field of machine learning and analysis of data accuracy and recall are two key indicators of the effectiveness of the model. These metrics play an essential part in evaluating the performance of classification algorithms. They provide insight into whether the model can effectively identify relevant instances. However, recall and precision are often in a tense balance, as the improvement of one measure could negatively impact the other. In this article, we explore the complexities of recall and precision by examining their definitions, importance, and the inevitable dilemma that practitioners have to navigate. Data Science Training in Pune

   Understanding… more

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2. Import pdf on infinite canvas to have space for notes

   Some pdfs do not have white space within them for notes/ annotations.

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3. Minicoy Island, Lakshadweep

   Uncover the Hidden Paradise:Minicoy Island, Lakshadweep! | Amazing World Travel Blogs Unveils the Best Kept Secret of Indian Ocean Escape to Crystal-clear Waters, White Sandy Beaches, and Unbelievable Underwater Marvels. Click NOW to Experience the Ultimate Tropical Bliss.
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4. Preload on scroll

   When panning, show what is on the previously hidden part of a note instead of blank hatch marks that are only rendered after releasing the pan.

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5. ページめくり

   ページめくりが丈夫なので使いづらい。スライド操作でページ移動が出来ると便利です。クラウドはバックアップでは無く複数のデバイスで同期が取れるようになると良いと思います。

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6. No "loading" of the note while Scrolling/ Zooming In and Out
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7. Fildena 150mg- Best Enhancement Remedy

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8. student hostel near christ university banglore

   The student hostels near Christ University are more than accommodation; they are integral components of a student's collegiate experience. As students navigate the challenges and opportunities presented by university life, these hostels stand as supportive environments, shaping not only academic success but also the broader journey of personal and professional development.
   https://atharvhostels.in/

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9. I'm thrilled about the outstanding qualities of recycled fabric!

   I'm thrilled about the outstanding qualities of recycled fabric! Embracing sustainable fashion is a commendable choice, considering its positive impact on the environment. The innovation in recycled fabrics not only promotes eco-friendliness but also offers a unique blend of style and conscience. A pink hoodie men made from recycled materials would be a fantastic addition, combining fashion-forward choices with a commitment to a greener planet. Kudos to those leading the way in sustainable fashion! Visit : https://thesp5derhoodie.us/spider-hoodie/dark-pink-spider-hoodie/

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10. ITIL 4 Managing Professional Transition Certification - Win Upskill

    ITIL 4 Managing Professional Transition Certification: The combined practice program ITIL Specialist: Monitor, Support, and Fulfill is designed for IT professionals who want to create efficient service value streams and strong cross-practice collaboration. At both the strategic and operational levels, the individuals may show that they understand and use the concepts included in the five itil Management Practices, maximizing the value from them.

    Website:- https://www.winupskill.com/courses/itil-monitor-support-and-fulfil-training

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11. ITIL DITS Certification - Win Upskill

    ITIL DITS Training: The guidance on how strategy should affect the design, delivery, and support of services throughout an organization's service value chain can be found in the ITIL® 4 Leader: Digital and IT Strategy (DITS) module. For that reason, this itil module is targeted at department heads, prospective C-Suite professionals, IT and business directors, and other senior business leaders who wish to strategically position an organization against digital disruptors, create a digital vision, and develop a solid digital strategy for long-term growth.

    For more details:- https://www.winupskill.com/courses/itil-digital-and-it-strategy-certification

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12. ChatGPT Türkçe'nin Avantajları ve Kullanımı - gptturkey.net

    Giriş
    GPTTurkey, Türkçe konuşan kullanıcılar için ücretsiz bir ChatGPT erişimi sağlayan yenilikçi bir web sitesidir. ChatGPT, doğal dil işlemede devrim yaratan güçlü bir AI sistemidir ve GPTTurkey bu teknolojiyi Türkçe kullanıcılara sunmaktadır.

    ChatGPT Türkçe Nedir?
    ChatGPT Türkçe, insanlarla doğal dilde iletişim kurabilen bir sohbet robotudur. Gelişmiş dil becerileri sayesinde kullanıcıların sorularını anlayıp cevaplayabilir. Özel olarak Türkçe için eğitilmiştir.

    Rakiplerine Göre ChatGPT Türkçe'nin Avantajları
    ChatGPT Türkçe'nin rakiplerine göre birçok üstünlüğü vardır:

    Türkçeyi ana dil gibi konuşur, Türkçenin tüm inceliklerini yakalar
    Konuşma dilini ve günlük deyimleri doğal bir şekilde kullanır
    Türk kültürü ve tarihine hakimdir, içeriği bu bağlamda üretir
    Kişiye özel cevaplar verebilir, kullanıcıyı tanır
    Sürekli olarak Türkçe veri ile eğitilir ve gelişir
    ChatGPT Türkçe'nin Avantajları
    Hızlı cevap verir, kullanıcıyı bekletmez
    Sabırlı ve naziktir, asla sinirlenmez
    7/24 açıktır, istenildiği zaman erişilebilir
    Farklı konularda derin bilgi birikimine sahiptir
    Yazım ve imla kurallarına hakimdir
    Özet çıkarabilir, metin üretebilir, çeviri yapabilir
    Diğer Özellikler
    ChatGPT Türkçe aynı zamanda;

    Güvenilirdir, kişisel verileri korur
    Mizah anlayışı vardır
    Yaratıcıdır, fikir üretebilir
    Çok yönlü kullanıma sahiptir
    ChatGPT Türkçe Nasıl Kullanılır?
    ChatGPT Türkçe'yi kullanmak oldukça kolaydır:

    gptturkey.net adresine girin
    Chat ile başla butonuna tıklayın
    Bir mesaj yazıp gönderin
    Hızlı bir şekilde cevap alın
    Sorunuz ne olursa olsun ChatGPT Türkçe sabırla dinler ve en iyi şekilde cevap vermeye çalışır. Türkçe konuşan herkesin yararlanabileceği eşsiz bir kaynaktır.

    Sonuç
    ChatGPT Türkçe, gelişmiş dil yetenekleri ve Türkçe uzmanlığı sayesinde kullanıcılara benzersiz bir deneyim sunar. Kişiselleştirilmiş cevapları ve derin bilgisiyle her Türk kullanıcının AI asistanı olmaya adaydır. Kolay erişebilirlik ve kullanımıyla da yaygın bir şekilde benimsenecektir.
    Daha fazlasını şu adreste görebilirsiniz: https://blog.ulifestyle.com.hk/article/gptturkey/4280691/dijital-i%CC%87leti%C5%9Fimi-chatgpt-t%C3%BCrk%C3%A7e-ile-devrim-ettik
    https://www.zupyak.com/p/3896015/t/gptturkey-leading-the-way-in-conversational-ai-technology
    https://vc.ru/u/2538029-chatgpt-turkce/903055-poznakomtes-s-medicinskimi-rabotnikami-chatgpt-turkish-uznayte-preimushchestva
    Contact:
    Name: ChatGPT Türkçe
    Address: Koca Mansur Sk. No:50, Şişli, Istanbul, Turkey
    Phone: +90 212 2132174
    Zipcode: 34381
    Email: contact@gptturkey.net

    Giriş
    GPTTurkey, Türkçe konuşan kullanıcılar için ücretsiz bir ChatGPT erişimi sağlayan yenilikçi bir web sitesidir. ChatGPT, doğal dil işlemede devrim yaratan güçlü bir AI sistemidir ve GPTTurkey bu teknolojiyi Türkçe kullanıcılara sunmaktadır.

    ChatGPT Türkçe Nedir?
    ChatGPT Türkçe, insanlarla doğal dilde iletişim kurabilen bir sohbet robotudur. Gelişmiş dil becerileri sayesinde kullanıcıların sorularını anlayıp cevaplayabilir. Özel olarak Türkçe için eğitilmiştir.

    Rakiplerine Göre ChatGPT Türkçe'nin Avantajları
    ChatGPT Türkçe'nin rakiplerine göre birçok üstünlüğü vardır:

    Türkçeyi ana dil gibi konuşur, Türkçenin tüm inceliklerini yakalar
    Konuşma dilini ve günlük deyimleri doğal bir şekilde kullanır
    Türk kültürü ve tarihine hakimdir, içeriği bu bağlamda üretir
    Kişiye özel cevaplar… more

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13. When it comes to finding an authentic Indian Restaurant In Aruba, it's important to know what to look for. Many restaurants claim to serve I

    https://gatewaytoindiaaruba.com/restaurant-in-aruba.html

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14. 300 hour yoga teacher training in rishikesh

    The 300 hour yoga teacher training in rishikesh is a comprehensive course for advanced practitioners of yoga. It can be done only after you complete the 200-hour YTTC. After you complete this course, you are eligible to apply for RYT 500. It is the ultimate qualification for yoga teachers in this sphere. This course delves into the aspects of yoga, with more detail-oriented study opportunities. Nirvana yoga school is one of the finest schools, where you can increase your knowledge about yoga. The course offers you the best guidance on alignments and variations as well.

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15. Custom User Generated PDF Background Template

    Add ability to have new notes default to PDF template created by user.

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    0 comments  ·  Paper Background  ·  Edit…  ·  Delete…  ·  Admin →
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16. Looking to buy assignments? Here's What You Should Know.

    If you're a student, you understand how stressful it can be to manage your time and finish all of your assignments on time. Sometimes it seems like there aren't enough hours in the day. That's where purchasing assignments comes in handy. However, before making a purchase, you should conduct your own research to ensure that you are receiving a high-quality product. Look for a reputable seller with positive feedback from previous buyers. It is also necessary to ensure that the assignment is original and free of plagiarism. With some careful thought, buy assignment can be an excellent way to relieve some of the stress of student life.

    If you're a student, you understand how stressful it can be to manage your time and finish all of your assignments on time. Sometimes it seems like there aren't enough hours in the day. That's where purchasing assignments comes in handy. However, before making a purchase, you should conduct your own research to ensure that you are receiving a high-quality product. Look for a reputable seller with positive feedback from previous buyers. It is also necessary to ensure that the assignment is original and free of plagiarism. With some careful thought, buy assignment can be an excellent way to relieve… more

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17. Senkronizasyon özelliği olmalı.baska cihazlarımda uygulama yüklü ama senkronizasyon yok
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18. Square with rounded corner radius adjustment

    This would just allow the square tool to have a corner radius adjustment.

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19. 5 Reasons Why You Should Customize Your Gifts

    Gifts are meaningful, but customized gifts for your loved ones is better. There are many generic gifts available in the market, and
    you can easily pick one of those, so why do you need a customized gift? We have talked about that in our article below

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20. #feature request of latest squid android app version

    Issues found in squid app  version 4.0.26-GP (updated till 1st march 2024)

    1. Can't install or add multiple fonts installed in android device as .ttf format
    2. No Math box
    3. Speech to text and text to speech option is not there
    4. Can't record any audio... no option for syncing audio with notes either
    5. No way to search words or phrases.
    6. Can't change colour or contour of boxes of which I chose fill colour
    7. No option for rounded end shapes like box with rounded ends
    8. No laser option..add custom colour (grid and spectrum )
    9. I cannot find any way to get the measurement from the perimeter or area tools. No ruler option.
    10. can't use any text box  nor any web link
    11. No Ink to text?
    12. Limited pen selection.. no options for calligraphy brush..pencil etc
    13. No option of straight highlighter.. both sharp and round ends
    14. Edit the recorded sound
    15. no zoom box .
    16. No option for palm rejection 17.  No options for ocr of image
    17. No way to view table of contents  ( you told to Simply tap the page number in your note and a note overview will appear, showing you all the pages of your note and allowing you to skip to a particular page)
    18. Why no windows version still not available?? For using in win11 we need to install emulator!!! ( you told to use amazon app  store to access that) 20. Like scrolbar Toolbar should have an option of moving or adjusting the place over the display. 21. Handwriting recognition should have there. Scribble to text feature will add much value to the app. Please do consider.
    19. No page-turning option. You are limited to scrolling endlessly through your document. ( told by tapping the page number) 23.  page should be added by sliding up slightly.

    20. Pen mode is just for namesake. Ball pen and fountain pen have not any difference. Both are same No difference in stroke. lmprove this.( in other apps many other ink option . With  without pressure sensitivity... pencil.. calligraphy.. fountain pain.. diff edged highlighter.. straight end.. curved end.. etc)

    21. No option for bookmarked ink options.. YOU CAN CHECK FROM SAMSUNG NOTES APP

    22. no option for hyperlinking a page to another.. CHECK KILONOTES APP

    23. no option for redacting a part of note manually (you told Squid is not a PDF editor (nor is it meant to be). But other note taking apps have pdf edition access..check KILONOTES FOR THAT)

    24. Why don't you incorporate AI?

    25. No ink to shape.. no continuous vertical scroll..no other shapes.. can't open diff notes side by side

    26. No options for pdf page orientation

    https://papyrus.uservoice.com/forums/177239-general/suggestions/47626802--feature-request-of-latest-squid-android-app-versi

    I  will update that ticket.. and won't ever bother to mail you guys.. thanks

    Issues found in squid app  version 4.0.26-GP (updated till 1st march 2024)

    1. Can't install or add multiple fonts installed in android device as .ttf format
    2. No Math box
    3. Speech to text and text to speech option is not there
    4. Can't record any audio... no option for syncing audio with notes either
    5. No way to search words or phrases.
    6. Can't change colour or contour of boxes of which I chose fill colour
    7. No option for rounded end shapes like box with rounded ends
    8. No laser option..add custom colour (grid and spectrum )
    9. I cannot find any way to get the measurement… more
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    0 comments  ·  Feature Request  ·  Edit…  ·  Delete…  ·  Admin →
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