Tensorflow-Pytorch-TensorRT-ONNX-From Zero to Hero

سرفصل های دوره

Docker, Tensorflow, Pytorch, Onnx, TensorRT, model detection, model classification, model fine-tuning

1. Introduction

1. Introduction

2. Course Overview with Projects

2. Onnx, TensorRT, Docker Overview

1.1 docker.zip

1. Onnx, TensorRT, Docker Tutorial (part 1)

2. Onnx, TensorRT, Docker Tutorial (part 2)

3. Onnx, TensorRT, Docker Tutorial (part 3)

4. Onnx, TensorRT, Docker Tutorial (part 4)

3. NVIDIA Drivers

1. how to install nvidia drivers and set up

2. Download Nvidia Driver (Part two)

3. Verify Installation of Nvdia Driver and Nouveau Driver

4. Verify Installation of Nvidia Driver (Part two)

4. Nvidia Hardware and Software, Cuda programming API Levels

1. Docker and Nvidia Stack (Part One)

2. Docker and Nvidia Gpu Stack (Part two)

3. Docker and Nvidia Gpu Stack (Part three)

5. Docker Installation and Configuration

1. Docker Images Installation and Configuration

2. Docker SetUp and Configuration with Sudo on Local Machine

3. Setup Docker Successfuly on your local Machine

6. Installation of Docker Cuda Toolkit & Setup DockerFile

1. Installing Docker Cuda Toolkit-Nvidia GPU

2. Install, Configure,Validate Tensorflow-GPU Docker Image

3. What is Docker and why we need to use Docker Server-Docker Commands Tutorial

4. Configuration of Docker Working Directories and DockerFiles

5.1 docker-compose.debug.zip

5.2 docker-compose.zip

5.3 dockerfile.zip

5. Organization of Docker files with required packages installations (Part One)

6. Organization of Docker files with required packages installations (Part Two)

7. TensorRT & Onnx AI frameworks

1. Driver , Kernel and Device Communication

2. Deep Learning Frameworks

3. Open Neural Network Exchange

4. TensorRT - NVIDIA Inference

5. TensorRT - NVIDIA Inference Floating Point Precision and AI Sectors

6. Nvidia Software and Hardware Logic.html

8. Resnet 18 with ONNX-TENSORRT

1. Docker Configuration for Resnet 18

2. Docker Configuration for Resnet 18 (Part 2)

3. SetUp Visual Studio Code with Docker Container

4. Resnet 18 with ONNX

5. Resnet 18 Conversion from Onnx to TensorRT (Part 1)

6. Resnet 18 Conversion from Onnx to TensorRT (Part 2)

7. Resnet 18 Conversion from Onnx to TensorRT (Part 3)

8. Resnet 18 Conversion from Onnx to TensorRT (Part 4)

9. Resnet 18 TensorRT Inference

1. TensorrT Inference (Part 1)

2. TensorrT Inference 2

3. TensorrT Inference 3

4. TensorrT Inference 4

5. TensorrT Inference 5

6. TensorrT Inference 6

7. TensorrT Inference 7

8. TensorrT Inference-TtrtExec API 8

10. YOLOV4 ONNX DNN

1.1 state diagram.zip

1. YOLOV4 ONNX DNN Inference (Part One)

2. YOLOV4 ONNX DNN Inference (Part Two)

3. YOLOV4 ONNX DNN Inference (Part Three)

4. YOLOV4 ONNX DNN Inference (Part Four)

5. YOLOV4 ONNX DNN Inference (Part Fifth)

6.1 yolo image.zip

6. YOLOV4 ONNX DNN Inference (Part Six)

7. YOLOV4 ONNX DNN Inference (Part Seven)

8. YOLOV4 ONNX DNN Inference (Part Eight)

9. YOLOV4 ONNX DNN Inference (Part Nine)

11. YOLOV4 ONNX DNN Video

1.1 main demo

1. Yolov4 Video Inference part 1

2. Yolov4 Video Inference part 2

3. Yolov4 Video Inference part 3

4. Yolov4 Video Inference part 4

12. YOLOv5 Onnx Inference - OpenCV

1.1 yolov5 readme-onnx.zip

1. SetUp Workign Directory of yolov5 (2)

2. YOLOv5 Onnx Inference - OpenCV (Part 3)

3. YOLOv5 Onnx Inference - OpenCV (Part 4)

4. YOLOv5 Onnx Inference - OpenCV (Part 5)

5. YOLOv5 Onnx Inference - OpenCV (Part 6)

6. YOLOv5 Onnx Inference - OpenCV (Part 7)

7. YOLOv5 Onnx Inference - OpenCV (Part 8)

8. Yolov5 Onnx Inference (Part 9)

9.1 yolov5 readme.zip

9. Prepare Yolov5 For Inference ( Part 1)

13. Yolov5 TensorRT Inference

1.1 tensorrt-commands.zip

1. TensorRT-yoloV5 Inference (Part 1)

2. TensorRT-yoloV5 Inference (Part 2)

3. TensorRT-yoloV5 Inference (Part 3)

4. TensorRT-yoloV5 Inference (Part 4)

5. TensorRT-yoloV5 Inference (Part 5)

6. TensorRT-yoloV5 Inference (Part 6)

7. TensorRT-yoloV5 Inference (Part 7)

8. TensorRT-yoloV5 Inference (Part 8)

9. TensorRT-yoloV5 Inference (Part 9)

14. TensorRT Tutoruial Without Local GPU, only with Google Colab

1.1 learner-optimize-tensorflow-models-for-deployment-with-tensorrt.zip

1. TensorRT Tutorial On Google Colab

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تولید کننده: Udemy-Training