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所在平台: Udemy |
课程主页: https://www.udemy.com/course/advanced-natural-language-and-image-processing-projects/
课程评论：没有评论
课程名称：2025高级机器学习与深度学习项目 课程概述：本高级机器学习与深度学习课程将涵盖一系列主题，包括： - **SBERT和BERT**：这些是用于自然语言处理任务（如句子分类、命名实体识别和问答）的预训练模型。 - **句子嵌入与相似性测量**：将句子表示为数值向量的技术，以及比较句子相似性的方法。 - **聚类**：将相似数据点分组的算法，如k均值和层次聚类。 - **文本摘要**：自动生成较长文本的简明摘要的技术。 - **问答系统**：基于给定文本自动回答问题的技术。 - **图像聚类**：将相似图像分组的算法。 - **图像搜索**：基于图像内容搜索相关图像的技术。 在整个课程中，学生将参与动手项目，帮助他们将所学概念应用于实际问题，并有机会实现该领域最新的前沿技术，以解决各种自然语言处理和计算机视觉问题。课程结束时，学员将在Python中创建和分析图像及文本处理机器学习模型方面增强自信，全面理解如何使用文本数据和图像数据建模来创建预测模型并解决实际商业问题。 课程帮助：本课程将为学员提供坚实的机器学习基础，能够将本课程的概念应用于其他机器学习模型。如果你是一位业务经理、高管或希望在机器学习领域学习并出类拔萃的学生，这将是适合你的完美课程。 教师资格：授课教师为机器学习博士研究生，多年来通过KGP Talkie YouTube频道教学数万名学生，其部分课程为Udemy前5000课程之一，并被Udemy Business策划。相信你不会后悔。
This advanced machine learning and deep learning course will cover the following topics:SBERT and BERT: These are pre-trained models that are used for natural language processing tasks such as sentence classification, named entity recognition, and question answering.Sentence Embedding and Similarity Measures: Techniques for representing sentences as numerical vectors, and methods for comparing the similarity between sentences.Clustering: Algorithms for grouping similar data points together, such as k-means and hierarchical clustering.Text Summarization: Techniques for automatically generating a concise summary of a longer text.Question Answering: Techniques for automatically answering questions based on a given text.Image Clustering: Algorithms for grouping similar images together.Image Search: Techniques for searching for images based on their content.Throughout the course, students will work on hands-on projects that will help them apply the concepts they have learned to real-world problems. They will also get an opportunity to implement the latest state of the art techniques in the field to solve various NLP and CV problems.By the end of this course, your confidence will boost in creating and analyzing the Image and Text Processing ML model in Python. You'll have a thorough understanding of how to use Text Data and Image Data modeling to create predictive models and solve real-world business problems.How this course will help you?This course will give you a very solid foundation in machine learning. You will be able to use the concepts of this course in other machine learning models. If you are a business manager or an executive or a student who wants to learn and excel in machine learning, this is the perfect course for you.What makes us qualified to teach you?I am a Ph.D. Scholar in Machine Learning and taught tens of thousands of students over the years through my classes at the KGP Talkie YouTube channel. A few of my courses are part of Udemy's top 5000 courses collection and curated for Udemy Business. I promise you will not regret it.
