Text Classification with fastText and machine learning

所在平台: Udemy

课程主页: https://www.udemy.com/course/text-classification-with-fasttext-and-machine-learning/

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课程简介

课程名称:使用fastText和机器学习进行文本分类 课程概述:本课程将为您提供文本分类的基础知识,结合机器学习技术和fastText工具,助您建立坚实的机器学习基础。学习文本分类将使您掌握一项强大而实用的技能,fastText工具免费、易于学习,并拥有丰富的文档支持。随着机器学习的日益普及,掌握文档分类将为您在该领域的职业生涯提供强大优势。机器学习在信息检索、情感分析和文档标注等方面具有重要应用,知名公司如谷歌、Facebook、微软等都在利用此技术提高生产力。 课程内容与学习目标: - 学习文本分类和机器学习的基础知识 - 使用fastText框架训练和预测 - 理解模型的准确性调整和变体 - 探讨fastText的实际应用案例 通过本课程,您将: - 在专业培训师的指导下,从自己的桌面学习文本分类和机器学习编程 - 参与超过10节讲座,专注于文档分类编程 - 适合初学者,提供可视化培训方法,提升学习效果 - 将复杂应用分解为简单步骤,增强概念理解 - 完成挑战以巩固所学,附有解决方案供验证 此课程是希望在机器学习领域发展的人员不可错过的机会。

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课程详情

Learn the text classification with the machine learning and fasttext.Build a strong foundation in Machine Learning with this tutorial.Understanding of text classificationLeverage Machine Learning to classify textUse fastText for training and predictionA Powerful Skill at Your Fingertips Learning the fundamentals of text classification puts a powerful and very useful tool at your fingertips. fastText is free, easy to learn, has excellent documentation.Jobs in machine learning area are plentiful, and being able to learn document classification with machine learning will give you a strong edge.Machine Learning is becoming very popular. Alexa, Siri, IBM Deep Blue and Watson are some famous example of Machine Learning application. Document classification is vital in information retrieval, sentiment analysis and document annotation. Learning document classification with machine learning will help you become a machine learning developer which is in high demand.Big companies like Google, Facebook, Microsoft, AirBnB and Linked In already using text classification with machine learning in information retrieval, content ranking, sentiment analysis and ad targeting in social platforms. They claimed that using Machine Learning and text classification has boosted productivity of entire company significantly.Content and Overview This course teaches you on how to build document classification using open source fastText framework. You will work along with me step by step to build following answersIntroduction to text classification.Introduction to Machine LearningTraining fastText model using cooking recipe datasetTune the accuracy of modelLearn variation of modelLearn use cases of fasttextWhat am I going to get from this course?Learn text classification with fasttext and Machine Learning programming from professional trainer from your own desk.Over 10 lectures teaching you document classification programmingSuitable for beginner programmers and ideal for users who learn faster when shown.Visual training method, offering users increased retention and accelerated learning.Breaks even the most complex applications down into simplistic steps.Offers challenges to students to enable reinforcement of concepts. Also solutions are described to validate the challenges.

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