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Deep Learning Image Classification With Tensorflow In 2023
TORRENT SUMMARY
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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
VISITOR COMMENTS (0 )
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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