Deep Learning Image Classification with Tensorflow in 2023

Deep Learning Image Classification with Tensorflow in 2023

Other
Size
15 GB
Seeders
18
Leechers
7
Files
98
Category
Other
Added
03/01/23 at 2:33pm GMT+1
Infohash
5b468c5fa33779e32dda3a2cae9495d016aa5604

Description
Description

Image classification models find themselves in different places today, like farms, hospitals, industries, schools, and highways,…

With the creation of much more efficient deep learning models from the early 2010s, we have seen a great improvement in the state of the art in the domain of image classification.

In this course, we shall take you on an amazing journey in which you’ll master different concepts with a step-by-step approach. We shall start by understanding how image classification algorithms work, and deploying them to the cloud while observing best practices. We are going to be using Tensorflow 2 (the world’s most popular library for deep learning, built by Google) and Huggingface

You will learn:

The Basics of Tensorflow (Tensors, Model building, training, and evaluation)
Deep Learning algorithms like Convolutional neural networks and Vision Transformers
Evaluation of Classification Models (Precision, Recall, Accuracy, F1-score, Confusion Matrix, ROC Curve)
Mitigating overfitting with Data augmentation
Advanced Tensorflow concepts like Custom Losses and Metrics, Eager and Graph Modes and Custom Training Loops, Tensorboard
Machine Learning Operations (MLOps) with Weights and Biases (Experiment Tracking, Hyperparameter Tuning, Dataset Versioning, Model Versioning)
Binary Classification with Malaria detection
Multi-class Classification with Human Emotions Detection
Transfer learning with modern Convnets (Vggnet, Resnet, Mobilenet, Efficientnet)
Model Deployment (Onnx format, Quantization, Fastapi, Heroku Cloud)

If you are willing to move a step further in your career, this course is destined for you and we are super excited to help achieve your goals!

This course is offered to you by Neuralearn. And just like every other course by Neuralearn, we lay much emphasis on feedback. Your reviews and questions in the forum will help us better this course. Feel free to ask as many questions as possible on the forum. We do our very best to reply in the shortest possible time.

Enjoy!!!
Who this course is for:

Beginner Python Developers curious about Applying Deep Learning for Computer vision
Deep Learning for Computer vision Practitioners who want gain a mastery of how things work under the hood
Anyone who wants to master deep learning fundamentals and also practice deep learning for image classification using best practices in TensorFlow.
Computer Vision practitioners who want to learn how state of art image classification models are built and trained using deep learning.
Anyone wanting to deploy image classification Models
Learners who want a practical approach to Deep learning for image classification

Requirements

Basic Knowledge of Python
Access to an internet connection, as we shall be using Google Colab (free version)

Last Updated 2/2023

File list
  • Deep Learning Image Classification with Tensorflow in 2023
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  • TutsNode.net.txt 63 B
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/1 - Introduction/2 - General Introduction.mp4 202.1 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/10 - Tensorboard integration with TensorFlow 2/48 - Log data.mp4 287.2 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/10 - Tensorboard integration with TensorFlow 2/50 - hyperparameter tuning.mp4 195 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/11 - MLOps with Weights and Biases/52 - Experiment Tracking.mp4 469.6 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/11 - MLOps with Weights and Biases/53 - Hyperparameter Tuning with Weights and Biases and TensorFlow 2.mp4 222.7 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/11 - MLOps with Weights and Biases/54 - Dataset Versioning with Weights and Biases and TensorFlow 2.mp4 329.4 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/11 - MLOps with Weights and Biases/55 - Model Versioning with Weights and Biases and TensorFlow 2.mp4 137.4 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/12 - Human Emotions Detection/56 - data preparation.mp4 225.5 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/12 - Human Emotions Detection/57 - Modeling and Training.mp4 371.9 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/12 - Human Emotions Detection/58 - Data augmentation.mp4 142.2 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/12 - Human Emotions Detection/59 - Tensorflow records.mp4 293.6 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/13 - Modern Convolutional Neural Networks/60 - Alexnet.mp4 183.3 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/13 - Modern Convolutional Neural Networks/62 - resnet.mp4 351.8 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/13 - Modern Convolutional Neural Networks/63 - coding resnet.mp4 180.3 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/13 - Modern Convolutional Neural Networks/64 - mobilenet.mp4 206.8 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/13 - Modern Convolutional Neural Networks/65 - efficientnet.mp4 189.2 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/14 - Transfer learning/66 - Pretrained Models.mp4 163.5 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/15 - Understanding the blackbox/68 - visualizing intermediate layers.mp4 158.1 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/15 - Understanding the blackbox/69 - gradcam method.mp4 226.8 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/17 - Transformers in Vision/72 - Understanding VITs.mp4 422 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/17 - Transformers in Vision/73 - Building VITs from scratch.mp4 398.6 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/17 - Transformers in Vision/74 - Finetuning Huggingface VITs.mp4 206.6 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/17 - Transformers in Vision/75 - Model Evaluation with Wandb.mp4 140.2 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/17 - Transformers in Vision/77 - Swin Transformers.mp4 192.2 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/18 - Deploying the Image classification model/78 - Conversion from tensorflow to Onnx Model.mp4 205.4 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/18 - Deploying the Image classification model/79 - Understanding quantization.mp4 268.2 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/18 - Deploying the Image classification model/81 - Quantization Aware training.mp4 160.5 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/18 - Deploying the Image classification model/82 - Conversion to tensorflowlite model.mp4 154.7 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/18 - Deploying the Image classification model/84 - Building API with Fastapi.mp4 674.9 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/2 - Tensors and variables/4 - Initialization and Casting.mp4 406.5 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/2 - Tensors and variables/6 - Maths Operations.mp4 215 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/2 - Tensors and variables/7 - Linear Algebra Operations.mp4 371.5 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/2 - Tensors and variables/8 - Common Methods.mp4 299.1 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/3 - PREREQUISCITE Building neural networks with Tensorflow/14 - Data Preparation.mp4 276.3 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/3 - PREREQUISCITE Building neural networks with Tensorflow/19 - Validation and Testing.mp4 135.7 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/3 - PREREQUISCITE Building neural networks with Tensorflow/20 - Corrective Measures.mp4 195.8 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/4 - Building convnets with tensorflow/22 - Data Preparation.mp4 160.6 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/4 - Building convnets with tensorflow/25 - How and Why Convolutional Neural Networks Work.mp4 348.7 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/5 - Building more advanced TensorFlow Models with Functional API Subclassing and Cu/31 - Functional API.mp4 138.4 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/6 - Evaluating Classification Models/34 - PrecisionRecallAccuracy.mp4 211.4 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/7 - Improving Model Performance/37 - Callbacks with TensorFlow.mp4 217.4 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/7 - Improving Model Performance/38 - Learning Rate Scheduling.mp4 136.8 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/7 - Improving Model Performance/40 - Mitigating Overfitting and Underfitting with Dropout Regularization.mp4 202.1 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/8 - Data Augmentation/41 - Data augmentation with TensorFlow using tfimage and Keras Layers.mp4 424 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/8 - Data Augmentation/42 - Mixup Data augmentation with TensorFlow 2 with intergration in tfdata.mp4 161.9 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/8 - Data Augmentation/43 - Cutmix Data augmentation with TensorFlow 2 and intergration in tfdata.mp4 344.2 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/8 - Data Augmentation/44 - Albumentations with TensorFlow 2 and PyTorch for Data augmentation.mp4 617.5 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/9 - Advanced Tensorflow/45 - Custom Loss and Metrics in TensorFlow 2.mp4 176.1 MB
  • [TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/9 - Advanced Tensorflow/47 - Custom Training Loops in TensorFlow 2.mp4 234.9 MB

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