Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

Pubblicato il: 15 giugno 2022
sul canale di: freeCodeCamp.org

300,547

8.3k

This course will give you an introduction to machine learning concepts and neural network implementation using Python and TensorFlow. Kylie Ying explains basic concepts, such as classification, regression, training/validation/test datasets, loss functions, neural networks, and model training. She then demonstrates how to implement a feedforward neural network to predict whether someone has diabetes, as well as two different neural net architectures to classify wine reviews.

✏️ Course created by Kylie Ying.
🎥 YouTube:    / ycubed
🐦 Twitter:   / kylieyying
📷 Instagram:   / kylieyying

This course was made possible by a grant from Google's TensorFlow team.

⭐️ Resources ⭐️
💻 Datasets: https://drive.google.com/drive/folder...
💻 Feedforward NN colab notebook: https://colab.research.google.com/dri...
💻 Wine review colab notebook: https://colab.research.google.com/dri...

⭐️ Course Contents ⭐️
⌨️ (0:00:00) Introduction
⌨️ (0:00:34) Colab intro (importing wine dataset)
⌨️ (0:07:48) What is machine learning?
⌨️ (0:14:00) Features (inputs)
⌨️ (0:20:22) Outputs (predictions)
⌨️ (0:25:05) Anatomy of a dataset
⌨️ (0:30:22) Assessing performance
⌨️ (0:35:01) Neural nets
⌨️ (0:48:50) Tensorflow
⌨️ (0:50:45) Colab (feedforward network using diabetes dataset)
⌨️ (1:21:15) Recurrent neural networks
⌨️ (1:26:20) Colab (text classification networks using wine dataset)
--

🎉 Thanks to our Champion and Sponsor supporters:
👾 Raymond Odero
👾 Agustín Kussrow
👾 aldo ferretti
👾 Otis Morgan
👾 DeezMaster

--

Learn to code for free and get a developer job: https://www.freecodecamp.org

Read hundreds of articles on programming: https://freecodecamp.org/news

In questa pagina del sito puoi guardare il video online Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial della durata di ore minuti seconda in buona qualità , che l'utente ha caricato freeCodeCamp.org 15 giugno 2022, condividi il link con amici e conoscenti, su youtube questo video è già stato visto 300,547 volte e gli è piaciuto 8.3 mille spettatori. Buona visione!