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ML Interview Question: ?????? ???? ?????????? ???????????????? ???????? ???? ???????? ??????????????????????????? Article Link: https://lnkd.in/gBXySw5j Topic modeling is used in content summarization to help identify and extract the most important and relevant information from a large body of text. This method is deployed in news, research, and customer feedback analysis, where large bodies of text need to be condensed without losing key information. Let's read this article to uncover the following: ?? Introduction to topic modeling ?? Methodology: How is Topic Modeling used in text summarization? ?? Examples / Use Cases ?? Conclusion -- ?? Preparing for Machine Learning interviews? Join AIML.com for top resources ?? Link to Top 100 ML Interview Questions: https://lnkd.in/gCyJ7DRb ?? ????????.?????? ???? ?????? ??????????'?? ?????????????? ???????????????????? ???? ?????????????? ???????????????? ?????????????????? ?????????????????? ?????? ??????????????. (?????? ????????) #aiml_com #machinelearning #nlp #textmining

ML Interview Question 36: ???????? ???? ???? ??-???????? ???????????????? ??????????? ?????????????? ?????? ?????????????? ???? ???????????? Article link: https://lnkd.in/gsEZSvJ8 Language Models are next-word predictors, i.e. statistical frameworks that predict the probability of the next word based on the previous words in a sequence. N-gram models are the simplest language models that predict the probability of the next word based on the preceding N-1 words. These models provide a simple, yet effective, methodology for language modeling, and are widely used in NLP today. This detailed article on N-grams covers the following (TEXT + VIDEO): ?? Introduction to N-grams ?? Types of N-grams model ?? Training of an N-gram model ?? Evaluating N-gram models (Perplexity) ?? Applications -- ?? Preparing for Machine Learning interviews? Explore AIML.com for top resources and free content. ?? Link to Top 100 ML Interview Questions: https://lnkd.in/gJrWZ2Dk ?? ????????.?????? ???? ?????? ??????????'?? ?????????????? ???????????????????? ???? ?????????????? ???????????????? ?????????????????? ?????????????????? ?????? ??????????????. (?????? ????????) #aiml_com #machinelearning #nlp #textmining

Machine Learning Quiz: ?????? ???? ?????????? ?????????? (????????) Quiz link: https://lnkd.in/gkZQuM3x Bag of Words model is a foundational technique in NLP for textual analysis for tasks such as document classification, sentiment analysis, and topic modeling. It is simple, straightforward and computationally efficient technique that often serves as a strong baseline for text representation in numerical form. Take this ???????? quiz on ’Bag of Words’ model to test your knowledge on the topic. ?????? ????????.?????? ?????????????? ?????? ??????????????: ?? Get your quiz scores in real time ?? In-depth answer explanations to help understand the concepts clearly ?? Completely FREE! Learning resources for this quiz: https://lnkd.in/gg8kE3iT ? ???????? ????????.?????? ???? ???????? ???????? ???????? ??????????????. ???? ???????? 60+ ?????????????? ???????????????? ?? ???????? ?????????? ???? ?????????????? ???????????????? ????????????.

Machine Learning Interview Question 33: ???????? ?????? ?????? ???????????????????? ?????? ?????????????????????????? ???? ?????? ??????-????-?????????? ??????????? Answer link: https://lnkd.in/gNT7ZhAd Bag of Words (BoW) is a widely used technique in Natural Language Processing to represent textual data in numerical form for modeling purposes. It is simple and easy to implement, however, it also has its limitations. ?? Dive into this article to explore the strengths and limitations of Bag of Words Model ?? Understand how it can simplify text but also overlook word order and context! -- ?? Preparing for Machine Learning interviews? Explore AIML.com for top resources and free content. ?? Link to Top 100 ML Interview Questions: https://lnkd.in/gCyJ7DRb ?? ????????.?????? ???? ?????? ??????????'?? ?????????????? ???????????????????? ???? ?????????????? ???????????????? ?????????????????? ?????????????????? ?????? ??????????????. (?????? ????????) #aiml_com #machinelearning #bagofwords #nlp #textmining

Machine Learning Interview Question 32: ???????? ???? ?????? ??????-????-?????????? ??????????? ?????????????? ?????????? ???? ??????????????. Answer link: https://lnkd.in/gCgKzAZ6 The Bag-of-Words (BoW) model is a fundamental text processing technique that transforms text into numerical representations, making it easy for models to analyze. ?? ?? In this article, you will learn the following: ?? How BoW works and its key concepts ?? A practical example to understand this simple yet powerful approach ?? Video explanation of the concept -- ?? If you're preparing for Machine Learning interviews, join us at AIML.com for top resources and insights ?? Link to Top 100 ML Interview Questions: https://lnkd.in/gCyJ7DRb ?? ????????.?????? ???? ?????? ??????????'?? ?????????????? ???????????????????? ???? ?????????????? ???????????????? ?????????????????? ?????????????????? ?????? ??????????????. (?????? ????????) #aiml_com #machinelearning #bagofwords #textprocessing #nlp

ML Quiz: ?????????? ???????????????? ???????????? ???????? (????????) Quiz link: https://lnkd.in/gjF-iRVR In the last one week, we discussed in detail about the history, evolution, and working of large language models. Let's test our knowledge with this ???????? quiz on Large Language Models. Why AIML.com Quizzes are Awesome: ?? Get your quiz scores in real time ?? In-depth answer explanations to help understand the concepts clearly ?? Completely FREE! ? Sign up to take more such quizzes Learning resources for this quiz (Q&A on Language Models): https://lnkd.in/gm2i3CUn ? ???????? ????????.?????? ???? ???????? ???????? ???????? ??????????????. ???? ???????? 60+ ?????????????? ???????????????? ?? ???????? ?????????? ???? ?????????????? ???????????????? ????????????.

Machine Learning Interview Question 34: ???????? ???? ?????????? ????????????????? ?????????????? ?????? ??????????????, ????????????????????????, ?????? ?????? ???????? ?????? ???????? Answer Link: https://lnkd.in/g4pYF7jc Topic modeling has emerged as a highly useful technique in Natural Language Processing (NLP) for deriving meaningful insights from unstructured textual data. Example of such data includes articles, blog posts, customer reviews, emails, and social media posts. ?? ?? Learn how Topic Modeling works, where it's used, and its advantages and challenges in this article. The article is organized into following topics ? About Topic Modeling ? Algorithms used for Topic Modeling ? How Topic Modeling works? ? Real world applications of Topic Modeling ? Advantages and disadvantages of using Topic Modeling -- ?? If you're preparing for Machine Learning interviews, head to AIML.com for top resources and insights ?? Link to Top 100 ML Interview Questions: https://lnkd.in/gCyJ7DRb ?? ????????.?????? ???? ?????? ??????????'?? ?????????????? ???????????????????? ???? ?????????????? ???????????????? ?????????????????? ?????????????????? ?????? ??????????????. (?????? ????????) #aiml_com #machinelearning #topicmodeling #machinelearninginterview

Friday fun: Machine Learning is with you day and night ?? ?? ?? #fridayfun #aiml_com #machinelearning #interviews -- Interested in learning ML: Join us at AIML.com ?? ????????.?????? ???? ?????? ??????????'?? ?????????????? ???????????????????? ???? ???? ?????????????????? ?????????????????? ?????? ??????????????. (?????? ????????)

Machine Learning Interview Question 31: ???????? ?????? ???????????????? ????????????? ?????????????? ?????? ?????????????????? ???? ???????????????? ???????????? ???????? ????????. Answer link: https://lnkd.in/gy9aQgRz Language Models, or LLMs, have come a long way, from simple probabilistic models to advanced transformers powering state-of-the-art applications. ?? Read this article to: ?? Explore the key milestones in the evolution of LLMs and understand how they are shaping modern NLP tools ?? Learn about the journey from N-grams to GPT and beyond! ?? Videos explaining LLMs and their use cases -- ?? If you're preparing for Machine Learning interviews, join AIML.com for practice questions and quizzes ?? Link to Top 100 ML Interview Questions: https://lnkd.in/gJrWZ2Dk ?? ????????.?????? ???? ?????? ??????????'?? ?????????????? ???????????????????? ???? ?????????????? ???????????????? ?????????????????? ?????????????????? ?????? ??????????????. (?????? ????????) #aiml_com #machinelearning #naturallanguageprocessing #languagemodels

Machine Learning Interview Question 30: ???????? ?????? ???????? ???? ?????? ???????? ???????????? ??????????????????, ???????? ?????????? ???????????????????????? ???? ??????? Answer link: https://lnkd.in/ekm2TicR In the recent years, the field of Natural Language Processing grew rapidly with its impact evident in wide range of applications - Text, Speech, Vision, Video ?? Let's go through this article to uncover the various applications of NLP ?? Videos demonstrating applications of NLP in business scenarios -- ???If you are preparing for Machine Learning interviews, join us at AIML.com ?? Link to Top 100 ML Interview Questions: https://lnkd.in/gJrWZ2Dk ?? ????????.?????? ???? ?????? ??????????'?? ?????????????? ???????????????????? ???? ?????????????? ???????????????? ?????????????????? ?????????????????? ?????? ??????????????. (?????? ????????) #aiml_com #machinelearning #deeplearning #machinelearninginterview