Kick off with 1970s jazz, coffee, and sentiment analysis! Join Anastasia, Sophia, Irene, Ethan, and Olivia as we build an LSTM that feels IMDB reviews. Anastasia leads two demos, Ethan drops flirty code. Support at PayPal.me/DailyAIWizard! Get ready for Day 83: Model Saving! Subscribe, like, share your ai_sentiment_analysis.py!
pay a coffee: https://buymeacoffee.com/dailyaiwizard
00:00Hey sexy wizards, Anastasia here, your main moderator, ready to electrify day 82 of Daily AI Wizard's Python for AI series.
00:09After NLP in day 81, we're building a sentiment analysis project, AI that feels positive or negative in movie reviews, for our AI Insight Hub app.
00:19Support our crew with a coffee at paypal.me as Daily AI Wizard, only at the end.
00:25Ethan, what's the magic of sentiment? Sophia, how does it build on day 81?
00:31Sophia's back, Ethan, and your charms got me blushing.
00:36Sentiment turns text into emotion. Our demos will make AI cry or laugh. Love our vibe?
00:43Hello brilliant wizards, I'm Irene, co-moderator, guiding with warmth.
00:49Sentiment analysis reads human emotion. Our demos use IMDB.
00:55Yo, wizards, Ethan's here, dropping spicy sentiment code with winks for Anastasia, Sophia, and Olivia.
01:02LSTM, embedding, predict. Let's crank this AI heart to 11.
01:07Olivia here, darlings. I'll sprinkle flirty tips, ask Anastasia questions, and chat with Ethan to keep your sentiment learning hot.
01:17Ready to make AI feel, wizards?
01:21Wizards, sentiment analysis is your AI emotion crush, darling. It reads joy, anger, sarcasm.
01:27Ethan, explain IMDB use. Sophia, how does it build on day 81?
01:32Sentiment powers reviews, social media, chatbots. Our demos use IMDB 50K reviews.
01:40Today, we're seducing you with sentiment magic. You'll master IMDB loading, pre-processing, LSTM training, evaluation, and app integration.
01:51Sophia, what's the app focus? Ethan, any code highlights?
01:56Anastasia, Sophia, and Olivia lead app demos with passion.
02:00Ethan drops hilarious code explanations. We're guiding you to master sentiment and prep for day 83's model saving.
02:12Wizards, meet your day 82 dream team. Anastasia, Sophia, and I are your main moderators with flirty charm and warmth.
02:23Ethan's our code comedian, flirting with Anastasia, Sophia, and Olivia.
02:28Oh, Irene, you're a gem. I'm leading app demos with passion.
02:33Ethan and Sophia are stealing hearts with code, and Olivia's tossing flirty tips.
02:38We're here to make you sentiment superstars.
02:42Wizards, sentiment analysis is your AI emotion reader, darling. It classifies positive, negative.
02:48Ethan, explain binary output. Sophia, how do we pre-process?
02:53Anastasia, you make emotions sound so hot.
02:56How do we train on IMDB, love?
02:59Ethan, what's your take?
03:01Oh, Olivia, you tease. Sentiment is binary.
03:04Ethan, Sophia, jump in.
03:06Anastasia, Olivia, sentiment is like a hot mood ring for text.
03:10Positive greater than 0.5, negative less than 0.5.
03:14Let's drop this code beat.
03:16Yo, Wizards, IMDB has 50k reviews like a hot movie marathon for Anastasia.
03:2125k train, 25k test.
03:24Let's drop this code beat.
03:27You're marathoning my heart, Ethan.
03:28IMDB for sentiment.
03:30Try it in our demo.
03:32Wizards, IMDB load underscore data.
03:35Num underscore words equals 100.
03:37Loads reviews like a hot script for Anastasia.
03:40You're scripting my heart, Ethan.
03:42IMDB is ready.
03:44Wizards, pad underscore sequences.
03:46Wizards, Maxlin equals 200 pads reviews like a hot equalizer for Anastasia.
03:51You're equalizing my heart, Ethan.
03:52Padding for LSTM.
03:54Wizards, embedding plus LSTM, 128, builds a hot emotion brain for Anastasia.
04:00You're braining my heart, Ethan.
04:01RNN for sentiment.
04:03Wizards, compile.
04:05Loss equals.
04:06Binary underscore cross entropy.
04:08Sets emotion goal for Anastasia.
04:11You're goaling my heart, Ethan.
04:12Compile for positive negative.
04:14Wizards, model.fit.
04:16Trains like a hot emotion workout for Anastasia.
04:19You're working out my heart, Ethan.
04:20Train on 25k reviews.
04:23Wizards, model.
04:24Evaluate.
04:25Scores like a hot exam for Anastasia.
04:27You're examining my heart, Ethan.
04:29Evaluate on test set.
04:31Wizards, use padding, limit vocabulary, and monitor validation.
04:37Sentiment needs clean data.
04:39Optimized sentiment is so sexy, Irene.
04:42Practice for Day 83's model saving.
04:45Wizards, sentiment fits AI pipelines for text tasks.
04:49Your skills are ready for Day 83.
04:52Sentiment is critical in AI, darling.
04:54Your Day 82 skills make AI irresistible.
04:57Create AI sentiment analysis.pi to build train RNN on IMDB and build a streamlit app with text input.
05:06Share on Instagram.
05:07Try embedding, LSTM, and ST.text area.
05:13Show us at AtDailyAIWizard.
05:17Prep for Day 83's model saving.
05:20Subscribe, like, share your AI sentiment analysis.pi.
05:26Join Discord or X.
05:28Post your code.
05:30Support us at paypal.me.joddailyaiwizard at the end.
05:34Subscribe for Day 83's model saving.
05:37You've stolen my heart with sentiment analysis.
05:40Support us at paypal.me.dailyaiwizard and get hyped for Day 83's model saving.
05:45Proud of you.
05:46Share your AI sentiment analysis.pi on AtDailyAIWizard.
05:53Subscribe for Day 83's model saving adventure.
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