⌨ () Tensorflow(00:48:50 - 00:50:45) - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨ () Tensorflow(00:48:50 - 00:50:45)
Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

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...
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: https://youtube.com/ycubed
🐦 Twitter:
📷 Instagram: https://instagram.com/kylieyying/

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

⭐️ Resources ⭐️
💻 Datasets: https://drive.google.com/drive/folders/1YnxDqNIqM2Xr1Dlgv5pYsE6dYJ9MGxcM?usp=sharing
💻 Feedforward NN colab notebook: https://colab.research.google.com/drive/1UxmeNX_MaIO0ni26cg9H6mtJcRFafWiR?usp=sharing
💻 Wine review colab notebook: https://colab.research.google.com/drive/1yO7EgCYSN3KW8hzDTz809nzNmacjBBXX?usp=sharing

⭐️ 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)
--

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👾 Raymond Odero
👾 Agustín Kussrow
👾 aldo ferretti
👾 Otis Morgan
👾 DeezMaster

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⌨ () Introduction - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨ () Introduction

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:00:00 - 00:00:34
⌨️ () Introduction - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨️ () Introduction

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:00:00 - 00:00:34
I think you could have used an « else » here :)Great video ! - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

I think you could have used an « else » here :)Great video !

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:00:05 - 01:54:11
⌨ () Colab intro (importing wine dataset) - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨ () Colab intro (importing wine dataset)

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:00:34 - 00:07:48
⌨️ () Colab intro (importing wine dataset) - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨️ () Colab intro (importing wine dataset)

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:00:34 - 00:07:48
X = df[df.columns[]].valuesy = df[df.columns[-1]].values - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

X = df[df.columns[]].valuesy = df[df.columns[-1]].values

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:03:04 - 01:54:11
[] Just to be clear, `NaN` is not a "none-type value" indicating that "no value [was] recorded [there]" —that'd be `undefined`. It stands for "not a number" and is the result returned from trying to do an operation that can only be done on an Int/Float (or something that will be coerced into an Int/Float) on a value that isn't an Int/Float; e.g., `4 * "dog"` in JS will return `NaN`. It means you tried to do something with a number that's irrational to do with an number. Another JS example: zero divided by zero. - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

[] Just to be clear, `NaN` is not a "none-type value" indicating that "no value [was] recorded [there]" —that'd be `undefined`. It stands for "not a number" and is the result returned from trying to do an operation that can only be done on an Int/Float (or something that will be coerced into an Int/Float) on a value that isn't an Int/Float; e.g., `4 * "dog"` in JS will return `NaN`. It means you tried to do something with a number that's irrational to do with an number. Another JS example: zero divided by zero.

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:04:39 - 01:54:11
⌨ () What is machine learning? - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨ () What is machine learning?

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:07:48 - 00:14:00
⌨️ () What is machine learning? - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨️ () What is machine learning?

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:07:48 - 00:14:00
⌨ () Features (inputs) - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨ () Features (inputs)

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:14:00 - 00:20:22
⌨️ () Features (inputs) - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨️ () Features (inputs)

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:14:00 - 00:20:22
🥺💬 That is almost  Thailand I will continue to watch this VDO but I fill feed all cats and the velocity time. - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

🥺💬 That is almost Thailand I will continue to watch this VDO but I fill feed all cats and the velocity time.

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:18:00 - 01:54:11
Oh man, was fasting today and the example at around  with the hot dog, pizza, and ice cream had me dying😅 - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

Oh man, was fasting today and the example at around with the hot dog, pizza, and ice cream had me dying😅

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:20:00 - 01:54:11
⌨ () Outputs (predictions) - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨ () Outputs (predictions)

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:20:22 - 00:25:05
⌨️ () Outputs (predictions) - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨️ () Outputs (predictions)

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:20:22 - 00:25:05
@ when kylie was explaining multiclass and binary classification with the example of hotdog, I first remembered Jian yang's app from Silicon Valley. I really liked that you put in a small clip of it. - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

@ when kylie was explaining multiclass and binary classification with the example of hotdog, I first remembered Jian yang's app from Silicon Valley. I really liked that you put in a small clip of it.

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:21:04 - 01:54:11
Most funny moment 😂 - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

Most funny moment 😂

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:21:33 - 01:54:11
⌨ () Anatomy of a dataset - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨ () Anatomy of a dataset

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:25:05 - 00:30:22
⌨️ () Anatomy of a dataset - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨️ () Anatomy of a dataset

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:25:05 - 00:30:22
⌨ () Assessing performance - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨ () Assessing performance

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:30:22 - 00:35:01
⌨️ () Assessing performance - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨️ () Assessing performance

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:30:22 - 00:35:01
⌨ () Neural nets - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨ () Neural nets

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:35:01 - 00:48:50
⌨️ () Neural nets - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨️ () Neural nets

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:35:01 - 00:48:50
⌨ () Tensorflow - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨ () Tensorflow

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:48:50 - 00:50:45
⌨️ () Tensorflow - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨️ () Tensorflow

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:48:50 - 00:50:45
⌨ () Colab (feedforward network using diabetes dataset) - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨ () Colab (feedforward network using diabetes dataset)

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:50:45 - 01:21:15
⌨️ () Colab (feedforward network using diabetes dataset) - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨️ () Colab (feedforward network using diabetes dataset)

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
00:50:45 - 01:21:15
⌨ () Recurrent neural networks - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨ () Recurrent neural networks

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
01:21:15 - 01:26:20
⌨️ () Recurrent neural networks - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨️ () Recurrent neural networks

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
01:21:15 - 01:26:20
⌨ () Colab (text classification networks using wine dataset - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨ () Colab (text classification networks using wine dataset

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
01:26:20 - 01:54:11
⌨️ () Colab (text classification networks using wine dataset)-- - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

⌨️ () Colab (text classification networks using wine dataset)--

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
01:26:20 - 01:54:11
Is it wise to set trainable=True in the embedding layer imported from the hub? Isn't the whole point that it is pre-trained? - Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial

Is it wise to set trainable=True in the embedding layer imported from the hub? Isn't the whole point that it is pre-trained?

Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
2022年06月15日 
01:36:40 - 01:54:11

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⌨️  What is NestJS - Learn NestJS – Complete Course

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⌨️  Validate Request Body using class validatorModule 3 - Learn NestJS – Complete Course

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Something wrong with the order, cause in  One To Many Relation we already have part of code which will be in - Learn NestJS – Complete Course

Something wrong with the order, cause in One To Many Relation we already have part of code which will be in

Learn NestJS – Complete Course
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we don't have song and user entity at that time, we haven't installed typeorm yet - Learn NestJS – Complete Course

we don't have song and user entity at that time, we haven't installed typeorm yet

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Create an Entity - Learn NestJS – Complete Course

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⌨️  Define Queries and Mutations - Learn NestJS – Complete Course

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⌨️  Implement Real time SubscriptionModule 17 - Learn NestJS – Complete Course

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Learn NestJS – Complete Course
2024年03月26日 
10:20:39 - 10:32:02
⌨️  End to End Tesing GraphQL APIsModule 18 - Learn NestJS – Complete Course

⌨️ End to End Tesing GraphQL APIsModule 18

Learn NestJS – Complete Course
2024年03月26日 
10:32:02 - 10:46:55
⌨️  Server Side Caching using Apollo - Learn NestJS – Complete Course

⌨️ Server Side Caching using Apollo

Learn NestJS – Complete Course
2024年03月26日 
10:46:55 - 10:58:56
⌨️  Optimize Query Performance using Data Loader - Learn NestJS – Complete Course

⌨️ Optimize Query Performance using Data Loader

Learn NestJS – Complete Course
2024年03月26日 
10:58:56 - 11:14:06
⌨️  Fetching Data from External REST APIModule 19 - Learn NestJS – Complete Course

⌨️ Fetching Data from External REST APIModule 19

Learn NestJS – Complete Course
2024年03月26日 
11:14:06 - 11:20:56
⌨️  Setup Prisma - Learn NestJS – Complete Course

⌨️ Setup Prisma

Learn NestJS – Complete Course
2024年03月26日 
11:20:56 - 11:24:25
⌨️  Models and Migrations - Learn NestJS – Complete Course

⌨️ Models and Migrations

Learn NestJS – Complete Course
2024年03月26日 
11:24:25 - 11:28:08
⌨️  Generate Prisma Client - Learn NestJS – Complete Course

⌨️ Generate Prisma Client

Learn NestJS – Complete Course
2024年03月26日 
11:28:08 - 11:30:43
⌨️  Create, Find and FindOne - Learn NestJS – Complete Course

⌨️ Create, Find and FindOne

Learn NestJS – Complete Course
2024年03月26日 
11:30:43 - 11:40:57
⌨️  Update and Delete Operation - Learn NestJS – Complete Course

⌨️ Update and Delete Operation

Learn NestJS – Complete Course
2024年03月26日 
11:40:57 - 11:49:17
⌨️  One to Many Relation - Learn NestJS – Complete Course

⌨️ One to Many Relation

Learn NestJS – Complete Course
2024年03月26日 
11:49:17 - 12:00:54
⌨️  One to One Relation - Learn NestJS – Complete Course

⌨️ One to One Relation

Learn NestJS – Complete Course
2024年03月26日 
12:00:54 - 12:07:33
⌨️  Many to Many Relation - Learn NestJS – Complete Course

⌨️ Many to Many Relation

Learn NestJS – Complete Course
2024年03月26日 
12:07:33 - 12:20:35
⌨️  Bulk or Batch Operations - Learn NestJS – Complete Course

⌨️ Bulk or Batch Operations

Learn NestJS – Complete Course
2024年03月26日 
12:20:35 - 12:24:29
⌨️  Implement Transaction using Nested Queries - Learn NestJS – Complete Course

⌨️ Implement Transaction using Nested Queries

Learn NestJS – Complete Course
2024年03月26日 
12:24:29 - 12:32:56
⌨️  Interactive TransactionsModule 20 - Learn NestJS – Complete Course

⌨️ Interactive TransactionsModule 20

Learn NestJS – Complete Course
2024年03月26日 
12:32:56 - 12:46:08
⌨️  File Upload - Learn NestJS – Complete Course

⌨️ File Upload

Learn NestJS – Complete Course
2024年03月26日 
12:46:08 - 12:56:12
⌨️  Custom Decorator - Learn NestJS – Complete Course

⌨️ Custom Decorator

Learn NestJS – Complete Course
2024年03月26日 
12:56:12 - 13:02:03
⌨️  Scheduling CRON Task with Nest.js - Learn NestJS – Complete Course

⌨️ Scheduling CRON Task with Nest.js

Learn NestJS – Complete Course
2024年03月26日 
13:02:03 - 13:14:41
⌨️  Cookies - Learn NestJS – Complete Course

⌨️ Cookies

Learn NestJS – Complete Course
2024年03月26日 
13:14:41 - 13:23:03
⌨️  Queues - Learn NestJS – Complete Course

⌨️ Queues

Learn NestJS – Complete Course
2024年03月26日 
13:23:03 - 13:35:43
⌨️  Event Emitter - Learn NestJS – Complete Course

⌨️ Event Emitter

Learn NestJS – Complete Course
2024年03月26日 
13:35:43 - 13:47:13
⌨️  Streaming - Learn NestJS – Complete Course

⌨️ Streaming

Learn NestJS – Complete Course
2024年03月26日 
13:47:13 - 13:52:55
⌨️  Session - Learn NestJS – Complete Course

⌨️ Session

Learn NestJS – Complete Course
2024年03月26日 
13:52:55 - 13:56:30
⌨️ () Introduction - Data Analytics with the Google Stack (SQL, Python, Data Visualization, Data Analysis)

⌨️ () Introduction

Data Analytics with the Google Stack (SQL, Python, Data Visualization, Data Analysis)
2024年03月25日 
00:01:48 - 00:01:48
⌨️ () Spreadsheets for Data Analysis - Data Analytics with the Google Stack (SQL, Python, Data Visualization, Data Analysis)

⌨️ () Spreadsheets for Data Analysis

Data Analytics with the Google Stack (SQL, Python, Data Visualization, Data Analysis)
2024年03月25日 
00:01:48 - 00:40:52
⌨️ () SQL with Google BigQuery - Data Analytics with the Google Stack (SQL, Python, Data Visualization, Data Analysis)

⌨️ () SQL with Google BigQuery

Data Analytics with the Google Stack (SQL, Python, Data Visualization, Data Analysis)
2024年03月25日 
00:40:52 - 01:41:36
⌨️ () Python with Google Colab - Data Analytics with the Google Stack (SQL, Python, Data Visualization, Data Analysis)

⌨️ () Python with Google Colab

Data Analytics with the Google Stack (SQL, Python, Data Visualization, Data Analysis)
2024年03月25日 
01:41:36 - 02:19:01
⌨️ () Data Visualization with Looker Studio - Data Analytics with the Google Stack (SQL, Python, Data Visualization, Data Analysis)

⌨️ () Data Visualization with Looker Studio

Data Analytics with the Google Stack (SQL, Python, Data Visualization, Data Analysis)
2024年03月25日 
02:19:01 - 02:57:10
⌨️ () Intro, Type Annotations, Arrays - Practical TypeScript – Course for Beginners

⌨️ () Intro, Type Annotations, Arrays

Practical TypeScript – Course for Beginners
2024年03月21日 
00:00:00 - 00:55:40
LOL I don't know if it's because I have a newer version, mostlikely because I'm using Bun, but my website crashed.  Edit: interesting, only diff is that vite is 5.2.0 for me, so I assume it was Bun that caused the TS error ha (1) - Practical TypeScript – Course for Beginners

LOL I don't know if it's because I have a newer version, mostlikely because I'm using Bun, but my website crashed. Edit: interesting, only diff is that vite is 5.2.0 for me, so I assume it was Bun that caused the TS error ha (1)

Practical TypeScript – Course for Beginners
2024年03月21日  @juanmacias5922 様 
00:31:13 - 00:32:23
LOL I don't know if it's because I have a newer version, mostlikely because I'm using Bun, but my website crashed.  Edit: interesting, only diff is that vite is 5.2.0 for me, so I assume it was Bun that caused the TS error ha  (2) - Practical TypeScript – Course for Beginners

LOL I don't know if it's because I have a newer version, mostlikely because I'm using Bun, but my website crashed. Edit: interesting, only diff is that vite is 5.2.0 for me, so I assume it was Bun that caused the TS error ha (2)

Practical TypeScript – Course for Beginners
2024年03月21日  @juanmacias5922 様 
00:32:23 - 09:34:51
⌨️ () Objects and Functions - Practical TypeScript – Course for Beginners

⌨️ () Objects and Functions

Practical TypeScript – Course for Beginners
2024年03月21日 
00:55:40 - 01:54:57
⌨️ () Alias and Interface - Practical TypeScript – Course for Beginners

⌨️ () Alias and Interface

Practical TypeScript – Course for Beginners
2024年03月21日 
01:54:57 - 03:02:53
⌨️ () Tuples and Enums - Practical TypeScript – Course for Beginners

⌨️ () Tuples and Enums

Practical TypeScript – Course for Beginners
2024年03月21日 
03:02:53 - 03:59:10
⌨️ () Type Guards - Practical TypeScript – Course for Beginners

⌨️ () Type Guards

Practical TypeScript – Course for Beginners
2024年03月21日 
03:59:10 - 04:31:02
⌨️ () Generics - Practical TypeScript – Course for Beginners

⌨️ () Generics

Practical TypeScript – Course for Beginners
2024年03月21日 
04:31:02 - 05:10:25
⌨️ () Fetch Data - Practical TypeScript – Course for Beginners

⌨️ () Fetch Data

Practical TypeScript – Course for Beginners
2024年03月21日 
05:10:25 - 05:43:05
⌨️ () Classes - Practical TypeScript – Course for Beginners

⌨️ () Classes

Practical TypeScript – Course for Beginners
2024年03月21日 
05:43:05 - 06:05:17
⌨️ () Tasks - Practical TypeScript – Course for Beginners

⌨️ () Tasks

Practical TypeScript – Course for Beginners
2024年03月21日 
06:05:17 - 06:47:18
⌨️ () React with TypeScript - Practical TypeScript – Course for Beginners

⌨️ () React with TypeScript

Practical TypeScript – Course for Beginners
2024年03月21日 
06:47:18 - 09:34:51
reducers - Practical TypeScript – Course for Beginners

reducers

Practical TypeScript – Course for Beginners
2024年03月21日  @toystory3167 様 
08:16:30 - 09:34:51
fetch useeffect - Practical TypeScript – Course for Beginners

fetch useeffect

Practical TypeScript – Course for Beginners
2024年03月21日  @toystory3167 様 
08:33:30 - 08:16:30
rtk - Practical TypeScript – Course for Beginners

rtk

Practical TypeScript – Course for Beginners
2024年03月21日  @toystory3167 様 
08:54:30 - 09:34:51