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AI at Monash Guidelines and resources on using Artificial Intelligence (AI) for Monash students and staff https://www.monash.edu/ai

? Machine Learning Notes: Andrew NG ?? Part 12: Support Vector Machines (SVMs) Part 11-Neural Networks: https://lnkd.in/ggzcpYVm Support Vector Machines (SVMs) for Robust Classification In the ever-evolving world of data science, Support Vector Machines (SVMs) stand tall as a cornerstone algorithm for classification tasks. SVMs offer a powerful tool for tackling a wide range of challenges, from sentiment analysis of professional interactions to spam detection in job postings. What are SVMs? Imagine you have a dataset where you want to separate data points into distinct categories. SVMs excel at creating the widest possible margin (hyperplane) between these categories. This margin ensures robustness against future unseen data points, making SVMs ideal for real-world applications where data may not be perfectly clean or well-defined. Why SVMs Sentiment Analysis: Classify the sentiment of your connections' posts to understand their professional outlook and tailor your interactions accordingly. Is someone feeling optimistic about a new project? Reach out with a congratulatory message! Spam Detection: Identify and flag suspicious job postings or connection requests that might be harmful or irrelevant to your network. Targeted Marketing: By classifying connections by industry or job title, you can personalize your marketing messages. Content Optimization: Use SVMs to analyze the performance of your LinkedIn content, identifying what resonates best with your audience and informing future content creation strategies. #SVM #machinelearning #deeplearning #datasciencecourse #dataanalytics #machinelearningengineer #pythonprogramming #pythondevelopment? #pythondeveloper #pythoncoding #pythonlearning #python3 #pythoninternship #pythonprojects #pythonfordatascience #pythonprogrammer? #pythonautomation #pythoncourse #python #artificialintelligence #machinelearningcourse #ml #pythonprogrammer #pythonprogramming? #machinelearningalgorithms #machinelearningtraining #neuralnetworks #machinelearningjobs #machinelearningmodels #machinelearningsolutions #statistic #Deeplearning #seaborn #matplotlib #plotly

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