Day 76 Fast: Optimizers – The Engine of Neural Learning | #DailyAIWizard - video Dailymotion

DailyAIWizard

Kick off with 1970s jazz, coffee, and optimizers! Join Anastasia, Irene, Ethan, Sophia, and Olivia as we compare SGD, Adam, RMSprop for Iris classification. Sophia leads two demos, Ethan drops flirty code. Support at PayPal.me/DailyAIWizard! Get ready for Day 77: Training a Neural Network! Subscribe, like, share your ai_iris_optimizers.py!  pay a coffee:  https://www.paypal.com/pool/9j2tp7IvP...  #PythonForAI #LearnPython #AICoding #DailyAIWizard Hashtags:  #Python #LearnPython #PythonForAI #AICoding #PythonTutorial #CodingForBeginners #ScikitLearn #Datasets #AIProgramming #TechTutorial #MachineLearning #DailyAIWizard #CodeTheFuture Tags:  Python, Learn Python, Python for AI, AI Coding, Python Tutorial, Coding for Beginners, Scikit-learn, Datasets, AI Programming, Tech Tutorial, Python 3, Coding Journey, VS Code, Beginner Programming, Machine Learning, Data Science, DailyAIWizard, Code the Future 1970s jazz, retro jazz, morning coffee, ocean views, vintage vibe, jazz playlist, positive music, coffee time, 70s music, smooth jazz, beachside jazz, funky jazz, relaxation music, morning vibes, instrumental jazz, Python, Learn Python, Python for AI, AI Coding, Python Tutorial, Coding for Beginners, TensorFlow, Neural Networks, AI Programming, Tech Tutorial, Python 3, Coding Journey, VS Code, Beginner Programming, Machine Learning, Data Science, DailyAIWizard, Code the Future

Transcript

00:00Wizards, optimizers are your gradient descent coach, darling.

00:04They use momentum, adaptivity, and more.

00:06Ethan, explain Adam's magic.

00:09Sophia, how do they beat day 75?

00:11Anastasia, you make optimizers sound so hot.

00:14How do they improve training, love?

00:17Ethan, what's your take?

00:19Oh, Olivia, you tease.

00:21Optimizers make neural nets learn faster.

00:24Ethan, Sophia, jump in.

00:26Anastasia, Olivia, optimizers are like hot engines for Sophia.

00:30Adam adapts, RMS prop remembers.

00:33Let's drop this code beat.

00:35Yo, Wizards, SGD, is the AUG optimizer, like a hot sprinter for Sophia.

00:41Fast but noisy.

00:42Let's drop this code beat.

00:44You're sprinting my heart, Ethan.

00:47SGD is simple but needs tuning.

00:51Wizards, SGD, momentum equals 0.9.

00:55Adds velocity like a hot rollercoaster for Sophia.

00:58Smoother, faster.

01:00Let's drop this code beat.

01:01You're rolling my heart, Ethan.

01:05Momentum accelerates in ravines.

01:08Wizards, Adam, adapts like a hot chameleon for Sophia.

01:12Combines momentum and RMS prop.

01:15Let's drop this code beat.

01:16You're adapting my heart, Ethan.

01:19Adam is default for a reason.

01:22Wizards, RMS prop.

01:25Normalizes gradients like a hot equalizer for Sophia.

01:29Great for RNNs.

01:30Let's drop this code beat.

01:32You're equalizing my heart, Ethan.

01:36RMS prop handles non-stationary objectives.

01:40Wizards, compare optimizers like a hot race for Sophia.

01:43Adam wins, but SGD is lightweight.

01:46Let's drop this code beat.

01:48You're racing my heart, Ethan.

01:50Comparison shows best for Iris.

01:55Wizards, build nets with optimizer equals, Adam, like a hot experiment for Sophia.

02:01Test each.

02:02Let's drop this code beat.

02:04You're experimenting my heart, Ethan.

02:07Different optimizers for different tasks.

02:11Wizards, model.fit.

02:13Trains with different optimizers like a hot race for Sophia.

02:17See which converges best.

02:18Let's drop this code beat.

02:20You're racing my heart, Ethan.

02:23Training shows optimizer effects.

02:27Wizards, model.

02:29Evaluate, scores optimizers like a hot judge for Sophia.

02:33Accuracy, loss.

02:34Let's drop this code beat.

02:36You're judging my heart, Ethan.

02:38Evaluation shows best optimizer.

02:44Wizards, use Adam for most tasks, SGD for fine control, and learning rate schedulers.

02:51Choose based on data.

02:53Optimized training is so sexy, Irene.

02:55Practice for day seven sevens training a neural network.

03:00Wizards, optimizers fit AI pipelines for efficient training.

03:04Your skills are ready for day 77.

03:08Optimizers are critical in AI, darling.

03:10Your day 76 skills make AI irresistible.

03:13Tony G glyphons, professionalization.

03:14We'll need to.

03:28We'll need to.

03:30We'll need to.

Day 76 Fast: Optimizers – The Engine of Neural Learning | #DailyAIWizard

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