TensorFlow: Basic to Advanced Training

سرفصل های دوره

Flexible, Scalable, Open-Source Machine Learning Framework

1 - Introduction to Machine Learning and TensorFlow

1 -What is Machine Learning

2 -Introduction to TensorFlow

3 -TensorFlow vs. Other Machine Learning frameworks

4 -Installing TensorFlow

5 -Setting up your Development Environment

6 -Verifying the Installation

2 - Basics of TensorFlow

1 -Introduction to Tensors

2 -Tensor Operations

3 -Constants, Variables, and Placeholders

4 -TensorFlow Computational Graph

5 -Creating and Running a TensorFlow Session

6 -Managing Graphs and Sessions

7 -Building a Simple Feedforward Neural Network

8 -Activation Functions

9 -Loss Functions and Optimizers

3 - Intermediate TensorFlow

1 -Introduction to Keras API

2 -Building Complex Models with Keras

3 -Training and Evaluating Models

4 -Introduction to CNNs(Convolutional Neural Networks)

5 -Building and Training CNNs with TensorFlow

6 -Transfer Learning with Pre-trained CNNs

7 -Introduction to RNNs(Recurrent Neural Networks)

8 -Building and Training RNNs with TensorFlow

9 -Applications of RNNs Language Modeling, Time Series Prediction

4 - Advanced TensorFlow

1 -Saving and Loading Models

2 -TensorFlow Serving for Model Deployment

3 -TensorFlow Lite for Mobile and Embedded Devices

5 -TensorFlows Distributed Execution Framework

6 -Scaling TensorFlow with TensorFlow Serving and Kubernetes

7 -Introduction to TFX(TensorFlow Extended)

8 -Building End-to-End ML Pipelines with TFX

9 -Model Validation, Transform, and Serving with TFX

5 - Practical Applications and Projects

1 -Image Classification

2 -Natural Language Processing

3 -Recommender Systems

4 -Object Detection

5 -Building a Sentiment Analysis Model

6 -Creating an Image Recognition System

7 -Developing a Time Series Prediction Model

8 -Implementing a Chatbot

6 - Further Learning and Resources

1 -Generative Adversarial Networks (GANs)

2 -Reinforcement Learning with TensorFlow

3 -Quantum Machine Learning with TensorFlow Quantum

4 -TensorFlow Documentation and Tutorials

5 -Online Courses and Books

6 -TensorFlow Community and Forums

7 - Summary of Tensor Flow

1 -Summary of Key Concepts

2 -Next Steps in Your TensorFlow Journey

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تولید کننده: Udemy