Dataset: https://github.com/laxmimerit/All-CSV-ML-Data-Files-Download In this video, we will learn about spam text message classification using NLP. Natural Language Processing (NLP) is the field of Artificial Intelligence, where we analyze text using machine learning models. Text Classification, Spam Filters, Voice text messaging, Sentiment analysis, Spell or grammar check, Chatbot, Search Suggestion, Search Autocorrect, Automatic Review, Analysis system, Machine translation are the applications of NLP. Tokenization is breaking the raw text into small chunks. Tokenization breaks the raw text into words, sentences called tokens. These tokens help in understanding the context or developing the model for the NLP. The tokenization helps in interpreting the meaning of the text by analyzing the sequence of the words. πŸ”Š Watch till last for a detailed description 03:33 What is NLP? 09:38 Natural Language generation 12:42 Installing packages 21:11 Bag of words 27:07 Get started with Code 32:05 Balance the data 37:16 Exploratory data analysis 49:08 Pipeline and random forest 58:41 Support vector machine πŸ‘‡πŸ‘‡πŸ‘‡πŸ‘‡πŸ‘‡πŸ‘‡πŸ‘‡πŸ‘‡πŸ‘‡πŸ‘‡πŸ‘‡πŸ‘‡πŸ‘‡πŸ‘‡ βœοΈπŸ†πŸ…πŸŽπŸŽŠπŸŽ‰βœŒοΈπŸ‘Œβ­β­β­β­β­ ENROLL in My Highest Rated Udemy Courses to πŸ”‘ Unlock Data Science Interviews πŸ”Ž and Tests πŸ“š πŸ“— NLP: Natural Language Processing ML Model Deployment at AWS Build & Deploy ML NLP Models with Real-world use Cases. Multi-Label & Multi-Class Text Classification using BERT. Course Link: https://bit.ly/bert_nlp πŸ“Š πŸ“ˆ Data Visualization in Python Masterclass: Beginners to Pro Visualization in matplotlib, Seaborn, Plotly & Cufflinks, EDA on Boston Housing, Titanic, IPL, FIFA, Covid-19 Data. Course Link: https://bit.ly/udemy95off_kgptalkie πŸ“˜ πŸ“™ Natural Language Processing (NLP) in Python for Beginners NLP: Complete Text Processing with [More]
Elon Musk is on the record stating that artificial superintelligence or ASI could bring the end of the human race. Elon has publicly expressed concern about AI many times now. He thinks the advent of a digital superintelligence is the most pressing issue for humanity to get right. What happens when machines surpass humans in general intelligence? If machine brains surpassed human brains in general intelligence, then this new superintelligence would have undergone an event called the intelligence explosion, likely to occur in the 21st century. It is unknown what, or who this machine-network would become; The issue of superintelligence remains peripheral to mainstream AI research and is mostly discussed by a small group of academics. Besides Elon Musk, Swedish philosopher Nick Bostrom is also among well known public thinkers who is worried about AI. He lays the foundation for understanding the future of humanity and intelligent life : Now imagine a machine, structurally similar to a brain but with immense hardness and flexibility, designed from the bottom scratch to function as an intelligent agent. Given sufficiently long time, a machine like this could acquire enormous knowledge and skills, surpassing human intellectual capacity in virtually every field. At that point the machine would have become superintelligent. With other words the machine’s intellectual capacities would exceed those of all of humanity put together by a very large margin. This would represent the most radical change in the history of life on earth. In order to develop a superintelligence that would benefit [More]
Humanity’s biggest threat is A.I and Quantum Computing. Dwave, Geordie Rose, CERN. The ‘Anonymous Charity’ also known as ‘The Collective’, know what your intentions are. Today, The Anonymous Charity will discuss the current stage of the New World Order: The Death of Privacy and Mankind’s biggest threat yet. Artificial Intelligence. Technology has always been given to the public in a forced way, without health or safety requirements, or laws. Because of the total absence of education on the technology we are forced to use from birth, technology is able to be increased and updated and expanded ad nauseum in such haste that the public has no hope of keeping up. This is the obvious point. The reason why should be equally obvious. So let us jump right into it. Keeping in mind that the elite always take their time, these effects will not be noticed right away with quantum computers. It has been publicly announced that they will be officially active in 5 short years. We know they always tell us technological advances, after they have been doing it for a while anyway. Quantum computers have been active and in the process of being perfected since the 1960’s. They are simply waiting to bring the internet speed up to a speed that can handle the quantum computers. 5G. Then the official switch will be made and let the de-crypting begin! Today there is practically no privacy or anonymity as it is, however thanks to the total lack of education people [More]