00:00Wizards, NLP is your AI language superpower, darling. It turns text into numbers. Ethan, explain tokenization. Sophia, how do we vectorize?
00:10Anastasia, you make NLP sound so hot. How do we classify sentiment, love?
00:16Ethan, what's your take?
00:18Oh, Olivia, you tease. NLP reads human language. Ethan, Sophia, jump in.
00:24Anastasia, Olivia, NLP is like a hot translator for AI.
00:29Words right pointing arrow numbers right pointing arrow meaning.
00:33Let's drop this code beat. Yo, Wizards, text, split, tokenizes like a hot word chopper for Anastasia.
00:43Words, sentences, let's drop this code beat.
00:47You're chopping my heart, Ethan. Tokenization is first step. Try it in our demo.
00:51No. Wizards, stop underscore words remove, the, and, like a hot filter for Anastasia.
01:00Focus on meaning. Wizards, porter stemmer, stems, running, right pointing arrow, run, like a hot root finder for Anastasia.
01:11You're rooting my heart, Ethan. Stemming normalizes words.
01:15Wizards, TFIDF vectorizer, turns words to numbers like a hot importance score for Anastasia.
01:22You're scoring my heart, Ethan. TFIDF weights words.
01:26Wizards, full NLP pipeline is like a hot factory for Anastasia.
01:32Tokenize right pointing arrow, clean right pointing arrow, vectorize right pointing arrow, classify.
01:38You're factorying my heart, Ethan. Full pipeline for sentiment.
01:42Wizards, IMDB dataset has 50k reviews like a hot movie critic for Anastasia.
01:49Positive, negative.
01:50You're reviewing my heart, Ethan. IMDB for sentiment.
01:55Wizards, IMDB load underscore data. Loads reviews like a hot script for Anastasia.
02:01You're scripting my heart, Ethan. IMDB is ready.
02:05Wizards, pad underscore sequences. Pads reviews like a hot equalizer for Anastasia.
02:11All same length.
02:13You're equalizing my heart, Ethan. Padding for RNNs.
02:17Wizards, use padding, limit vocabulary, and monitor validation.
02:24NLP needs clean data.
02:26Optimized NLP is so sexy, Irene. Practice for Day 82's Sentiment Project.
02:31Wizards, NLP fits AI pipelines for tech's tasks.
02:38Your skills are ready for Day 82.
02:43NLP is critical in AI, darling.
02:45Your Day 81 skills make AI irresistible.
Comments