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Currently Playing: Word Embeddings, Word2Vec And CBOW Indepth Intuition And Working- Part 1 | NLP For Machine Learning

Time stamps: 00:00:00 Introduction To Word Embeddings 00:06:50 Word2vec Intuition 00:24:57 Word2vec CBOW Detailed Explanation ------------------------------------------------------------------------------------------ #word2vec #wordembeddings Best Affordable Data Science Course From Pwskills(6-7 Months) Impact Batch:- Data-Science-Masters (Full Stack Data Science) 1. Data Science Masters Hindi: https://bit.ly/3CKX1od (Hindi) 2. Data Science Masters English: https://bit.ly/3iEjWuH (English) ------------------------------------------------------------------------------------------------ Word embeddings are a type of natural language processing technique used to represent words in a numerical format, called a vector. The idea behind word embeddings is to capture the meaning of words based on the context in which they appear. This allows the model to understand the similarity and relationships between words, even if they have never seen them before. Word2Vec is a popular method for creating word embeddings. It uses a neural network to learn the vector representation of words by predicting the surrounding context words given a target word. The neural network is trained on a large corpus of text, and the resulting word vectors are used to represent words in the corpus. The resulting word vectors have several properties that make them useful for many natural language processing tasks, such as text classification, machine translation, and language modeling. ------------------------------------------------------------------------------------------------------------ Check Out My Other Playlist Python Playlist: Python In English:https://www.youtube.com/watch?v=bPrmA1SEN2k&list=PLZoTAELRMXVNUL99R4bDlVYsncUNvwUBB Python In Hindi: https://www.youtube.com/watch?v=MJd9d9Mpxg0&list=PLTDARY42LDV4qqiJd1Z1tShm3mp9-rP4v Stats Playlist: English 7 Days Statistics Live Session :https://www.youtube.com/watch?v=11unm2hmvOQ&list=PLZoTAELRMXVMgtxAboeAx-D9qbnY94Yay Hindi: Stats Playlist: https://www.youtube.com/watch?v=7y3XckjaVOw&list=PLTDARY42LDV6YHSRo669_uDDGmUEmQnDJ Complete ML Playlist: https://www.youtube.com/watch?v=bPrmA1SEN2k&list=PLZoTAELRMXVPBTrWtJkn3wWQxZkmTXGwe Hindi: ML Playlist: https://www.youtube.com/watch?v=7uwa9aPbBRU&list=PLTDARY42LDV7WGmlzZtY-w9pemyPrKNUZ 5 DaysLive Deep Learning Playlist: https://www.youtube.com/watch?v=8arGWdq_KL0&list=PLZoTAELRMXVPiyueAqA_eQnsycC_DSBns Complete Deep Learning Playlist: https://www.youtube.com/watch?v=YFNKnUhm_-s&list=PLZoTAELRMXVPGU70ZGsckrMdr0FteeRUi