Deep Learning Neural Networks with TensorFlow

سرفصل های دوره

Master deep learning with TensorFlow through hands-on projects and advanced applications in our comprehensive course

1 - Deep Learning Neural Networks with TensorFlow

1 - Overview of DLUT

2 - Scenario of Perceptron

3 - Creating Neural Network Using TensorFlow

4 - Perform Multiclass Classification

5 - Initializing the Model

6 - Initializing the Model Continued

7 - Image Processing Using CNN

8 - Convolution Intuition

9 - Classifying the Photos of Dogs and Cats

10 - Deep Learning Neural Networks and its Layers

11 - Listing Directories

12 - Import Image Data Generator

13 - Advance Concept of Transfer Learning Part 1

14 - Advance Concept of Transfer Learning Part 2

15 - Advance Concept of Transfer Learning Part 3

2 - Project On Tensorflow Face Mask Detection Application

16 - Introduction to Project

17 - Package Installation

18 - Load Data Pretrained Mode

19 - Train Model Fit Model

20 - Load Save Model

21 - Function to Predict

22 - Final Result

3 - Project on Tensorflow Implementing Linear Model with Python

23 - Introduction to Tensorflow with Python

24 - Installation of Tensorflow

25 - Basic Data Types for Tensorflow

26 - Implementing Simple Linear Model

27 - Creating a Python File

28 - Optimization of Variable

29 - Implementing the Constructor Variable

30 - Printing the Variable Result

31 - Naming the Variable

4 - Deep Learning Automatic Image Captioning For Social Media With Tensorflow

32 - Introduction to Course

33 - Import the Libraries

34 - Accessing the Caption Dataset for Training

35 - Accessing the Image DataSet for Trainingb

36 - Preprocessing the Text Data

37 - PreProcess and Load Captions Data

38 - Loading the Captions for Training and Test Data

39 - Preprocessing of Image Data

40 - Loading Features for Train and Test Dataset

41 - Text Tokenization and Sequence Text

42 - Data Generators

43 - Define the Model

44 - Evaluation of Model

45 - Test the Model

46 - Create Streamlit App

47 - Streamlit Prediction

48 - Test Streamlit App

49 - Deploy Streamlit on AWS EC2 Instance

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تولید کننده: Udemy