00:00Wizards, PyTorch is your AI neural network crush, darling.
00:04It's a flexible library for building dynamic deep learning models for classification and regression.
00:09We'll show its seductive powers in our demos with Iris and Housing.
00:13Anastasia, you make PyTorch sound so hot.
00:17How does it power AI models, love?
00:19Ethan, what do you think about PyTorch's dynamic tensors?
00:24Oh, Olivia, you tease.
00:26PyTorch's dynamic tensors make AI models flexible and accurate.
00:30Ethan, jump in with your entertaining take.
00:33Anastasia, Olivia, PyTorch's tensors are like a sexy dance, enabling dynamic AI models.
00:40It's a neural party.
00:41Let's drop this code beat for Wizards.
00:44Yo, Wizards, Pip install Torch brings AI magic like a hot date for Sophia.
00:49Install it in your terminal to build neural networks.
00:52Let's drop this code beat and party with AI.
00:54You're installing my heart, Ethan.
00:58Wizards, installing PyTorch preps you for AI neural networks.
01:02Run it in our demo.
01:04It's like inviting AI to the party with passion.
01:08Wizards, NN.
01:10Module builds neural networks like a sexy blueprint for Sophia.
01:14Define layers with NN.
01:16Linear and activations.
01:18Let's drop this code beat and build epic AI models.
01:22You're building my heart, Ethan.
01:24Wizards, PyTorch's NN module builds neural networks for AI.
01:29Try it in our demo.
01:31It's like crafting AI architecture with passion and flair.
01:35Wizards, setting criterion equals NN.
01:39Cross entropy loss, and optimizer equals Optum.
01:43Atom, preps models like a hot plan for Sophia.
01:46Define loss and optimizers.
01:48Let's drop this code beat for AI training.
01:51You're setting up my heart, Ethan.
01:54Wizards, setting up PyTorch models with loss and optimizers preps AI for training.
01:59Try it in our demo.
02:01It's like prepping AI for action.
02:04Wizards, training with optimizer.
02:07Step and loss.
02:08Backward, is like a hot dance for Sophia.
02:11Optimizing AI neural networks.
02:14It's a training party.
02:15Let's drop this code beat for epic models.
02:18You're training my heart, Ethan.
02:21Wizards, training optimizes PyTorch models for AI.
02:25Try it in our demo.
02:27It's like teaching AI to shine with passion and flair.
02:31Wizards, model, X underscore test, and accuracy underscore score.
02:36Evaluate like rating a dance for Sophia.
02:38Measuring AI model performance with predictions.
02:42It's an eval party.
02:43Let's drop this code beat.
02:45You're evaluating my heart, Ethan.
02:48Wizards, evaluating PyTorch models measures accuracy and errors.
02:53Try it in our demo.
02:55It's like scoring AI success with passion.
02:58Wizards, PLT.
03:01Plot, losses.
03:02Visualizes, visualizes training like a sexy plot for Sophia, showing AI loss curves.
03:07It's a visualization party.
03:09Let's drop this code beat and make it pop.
03:12You're plotting my heart, Ethan.
03:15Wizards, visualizing training loss tracks PyTorch model progress.
03:20Try it in our demo.
03:21It's like painting AI success with passion.
03:25Wizards, pandas from day 44 with PyTorch is a hot combo for Sophia.
03:30PD.
03:30Data frame, iris.
03:33Data, preps data for neural networks.
03:36Coding fireworks light up the AI sky.
03:39You're prepping my heart, Ethan.
03:42Wizards, pandas powers PyTorch data prep with data frames.
03:47Try it in our challenge.
03:48It's like crafting data for AI success with passion.
03:52Wizards, day 39's NumPy with PyTorch is a triple threat for Sophia.
03:57NP.
03:58Array, X, powers neural network math.
04:02Coding fireworks make this party epic.
04:04You're powering my heart, Ethan.
04:07Wizards, number Py supports PyTorch data prep with arrays.
04:11Try it in our challenge.
04:13It's like fueling AI with math magic.
04:17Wizards, PLT.
04:18Plot, losses, is a visual serenade for Sophia, showing PyTorch training loss curves.
04:25It's a plot party.
04:26Let's make these visuals pop with AI flair.
04:29You're plotting my heart, Ethan.
04:32Wizards, matplotlet visualizes PyTorch training progress.
04:37Try it in our demo.
04:38It's like painting AI success with passion.
04:42Wizards, Seaborn from day 42 with PyTorch is a sexy duet for Sophia.
04:47SNS.
04:49Heatmap, CM, shows AI confusion matrices.
04:52Coding fireworks light up the screen.
04:55You're raising my visuals, Ethan.
04:58Wizards, Seaborn enhances PyTorch visualizations for AI.
05:03Try it in our challenge.
05:04It's like styling your AI results with flair.
05:08Wizards, optimize PyTorch with clean data, proper layer sizes, and reasonable epochs.
05:16Use standard scaler before training and monitor loss curves to ensure robust AI neural networks for top performance.
05:26Optimized PyTorch is so sexy, Irene.
05:29Clear practices make AI models irresistible.
05:32Practice for day 52's file handling, Wizards, and keep those neural networks sizzling with passion.
05:40Wizards, PyTorch is critical in AI pipelines, darling.
05:44It builds dynamic neural networks for accurate predictions.
05:48Your day 51 skills make AI irresistible.
05:51Build models like pros for real-world impact.
05:55iTorch powers AI pipelines, Wizards.
05:58It enables flexible deep learning for real projects.
06:02Your skills are ready for advanced AI.
06:05Prep for day 52's file handling with confidence.
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