Learn how to summarize any text and extract keywords. I’ve explained the concept and shown the gensim implementation! #nlp #gensim #machinelearning For more videos please subscribe – http://bit.ly/normalizedNERD Support me if you can ❤️ https://www.paypal.com/paypalme2/suji04 https://www.buymeacoffee.com/normalizednerd NLP playlist – https://www.youtube.com/playlist?list=PLM8wYQRetTxCCURc1zaoxo9pTsoov3ipY Source Code – https://github.com/Suji04/NormalizedNerd/blob/master/Introduction%20to%20NLP/Summarization%20%26%20Keyword%20Extraction.ipynb Project Gutenberg – https://www.gutenberg.org/files/2852/2852-h/2852-h.htm#chap15 Facebook – https://www.facebook.com/nerdywits/ Instagram – https://www.instagram.com/normalizednerd/ Twitter – https://twitter.com/nomalized_nerd
In this video I show how to extract a malicious URL from a PDF without opening it, how to spot a weaponized Office document, and a method to quickly de-obfuscate PowerShell. Enjoy! Links: – REMnux: https://www.remnux.org – PDF: https://app.any.run/tasks/0bf96bc2-041b-4918-9440-4fce9b160ae7/# – Macro-enabled doc: https://hybrid-analysis.com/sample/0aee2350aab11b452b864426d7e7f5735b06ed55c09429f0e0ab38015b8771ee?environmentId=100 === My SANS Courses: – SEC450 – Blue Team Fundamentals: https://sans.org/sec450 – MGT551 – Building and Leading Security Operations Centers: https://sans.org/mgt551 PDF Guide to Security Operations: https://www.sans.org/security-resources/posters/cyber-defense/guide-security-operations-260 Blueprint Podcast: https://sans.org/blueprint-podcast Twitter: https://twitter.com/SecHubb
Hi. In this lecture will transform tokens into features. And the best way to do that is Bag of Words. Let’s count occurrences of a particular token in our text. The motivation is the following. We’re actually looking for marker words like excellent or disappointed, and we want to detect those words, and make decisions based on absence or presence of that particular word, and how it might work. Let’s take an example of three reviews like a good movie, not a good movie, did not like. Let’s take all the possible words or tokens that we have in our documents. And for each such token, let’s introduce a new feature or column that will correspond to that particular word. So, that is a pretty huge metrics of numbers, and how we translate our text into a vector in that metrics or row in that metrics. So, let’s take for example good movie review. We have the word good, which is present in our text. So we put one in the column that corresponds to that word, then comes word movie, and we put one in the second column just to show that that word is actually seen in our text. We don’t have any other words, so all the rest are zeroes. And that is a really long vector which is sparse in a sense that it has a lot of zeroes. And for not a good movie, it will have four ones, and all the rest of zeroes [More]
Learn from experts how to succeed with AI and automation. Watch the full recording of UiPath Live! https://bit.ly/3aIXwl7 See Robotic Process Automation (RPA) in action with this end-to-end invoice automated workflow powered by UiPath. Watch the robot performing the following actions: – monitoring and reading invoices in a PDF format, – extracting key information, – opening and filling in invoice details in SAP, – sending email notifications, as well as other background activities. Discover more about what #RPA can do for your #Finance & Accounting department -http://bit.ly/2NoHnH4. 🚀Join our community for more updates: Blog – https://www.uipath.com/blog LinkedIn – https://www.linkedin.com/company/uipath/ Twitter – https://twitter.com/UiPath Facebook – https://www.facebook.com/UiPath Connect! – https://connect.uipath.com/ #automate #invoiceprocessing
This video introduces us to the basics of deep learning as to how it is very effective for unstructured data as it does not need feature engineering to be done for images or audio or video or text. Instead it can help in automated feature extraction in form of a hierarchy of concepts which is automated which can further feed to classification or clustering or other machine learning problems. LinkedIn: https://www.linkedin.com/in/tarah-ai-8316b7153/ Twitter: https://twitter.com/tarahtech #AI #DeepLearning #ReinforcementLearning #MachineLearning #ML #DL #DataScience #ArtificialIntelligence #Classification #Jobs #Regression #Clustering #Intelligence #Learn #Intelligence #Knowledge #LearnFromHome #BI #BA #Analytics #Insights #Visualization #Graphs #Robots #Speech #BackPropagation #CNN #RNN #LSTM #NeuralNetworks #Network #Prediction #BigData #Hadoop #Spark #Python #LearnPython #LearnAI #LearnMachineLearning #LearnML #jobs #annotators #newjobs #employment #AI #ArtificialIntelligence #ML #automation #labeling #ethics #robotics #reskilling #AI #Automation #jobs #newskills #oldskills #reinvention #humanresources #deeplearning #featureextraction #featureengineering #Automatedfeaturextraction #hierarchy #NLP #ComputerVision #SpeechProcessing #UnstructuredData #AI
** RPA Training – https://www.edureka.co/robotic-process-automation-training ** This Edureka video on “UiPath Web Automation” will help you know how to automate web using UiPath. Below are the topics covered in this UiPath Web Automation: 1. Data Extraction in UiPath 2. Recording in UiPath 3. Website Testing 4. Report Generation in UiPath 5. Application Transfer 6. Hands On – Web Scraping of Google Contacts Subscribe to our channel to get video updates. Hit the subscribe button above. How it Works? 1. This is a 4 Week Instructor led Online Course, 25 hours of assignment and 20 hours of project work 2. We have a 24×7 One-on-One LIVE Technical Support to help you with any problems you might face or any clarifications you may require during the course. 3. At the end of the training you will have to work on a project, based on which we will provide you a Grade and a Verifiable Certificate! – – – – – – – – – – – – – – About the Course Edureka’s RPA training makes you an expert in Robotic Process Automation. Robotic Process Automation is Automation of repetitive and rule-based tasks. In Edureka’s RPA online training, you will learn about the RPA concepts and will gain in-depth knowledge on UiPath tool using which you can automate the data extraction from the internet, login process, image recognition process and many more. After completing the RPA Training, you will be able to: 1. Know about Robotic Process Automations and how it works [More]