Deep Learning Image Classification with Tensorflow in 2023

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name:	Deep Learning Image Classification with Tensorflow in 2023
说明: 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
YouTube 视频:
类别:	Tutorials
语言:	English
总大小:	15.01 GB
哈希信息:	5B468C5FA33779E32DDA3A2CAE9495D016AA5604
增加:	tutsnode
加入的日期:	2023-03-01 21:15:08
洪流地位:	Torrent Verified

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[TGx]Downloaded from torrentgalaxy.to .txt	585.00 B
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/1 - Introduction/1 - Welcome.mp4	32.05 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/1 - Introduction/2 - General Introduction.mp4	202.13 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/10 - Tensorboard integration with TensorFlow 2/48 - Log data.mp4	287.22 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/10 - Tensorboard integration with TensorFlow 2/49 - view model graphs.mp4	21.49 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/10 - Tensorboard integration with TensorFlow 2/50 - hyperparameter tuning.mp4	194.97 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/10 - Tensorboard integration with TensorFlow 2/51 - Profiling and other visualizations with Tensorboard.mp4	69.15 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/11 - MLOps with Weights and Biases/52 - Experiment Tracking.mp4	469.64 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	222.68 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	329.45 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	137.43 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/12 - Human Emotions Detection/56 - data preparation.mp4	225.45 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/12 - Human Emotions Detection/57 - Modeling and Training.mp4	371.89 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/12 - Human Emotions Detection/58 - Data augmentation.mp4	142.19 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/12 - Human Emotions Detection/59 - Tensorflow records.mp4	293.64 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/13 - Modern Convolutional Neural Networks/60 - Alexnet.mp4	183.29 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/13 - Modern Convolutional Neural Networks/61 - vggnet.mp4	116.43 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/13 - Modern Convolutional Neural Networks/62 - resnet.mp4	351.78 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/13 - Modern Convolutional Neural Networks/63 - coding resnet.mp4	180.30 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/13 - Modern Convolutional Neural Networks/64 - mobilenet.mp4	206.77 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/13 - Modern Convolutional Neural Networks/65 - efficientnet.mp4	189.18 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/14 - Transfer learning/66 - Pretrained Models.mp4	163.45 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/14 - Transfer learning/67 - Finetuning.mp4	112.21 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/15 - Understanding the blackbox/68 - visualizing intermediate layers.mp4	158.08 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/15 - Understanding the blackbox/69 - gradcam method.mp4	226.81 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/16 - Class Imbalance and Ensembling/70 - Ensembling.mp4	45.25 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/16 - Class Imbalance and Ensembling/71 - Class imbalance.mp4	100.64 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/17 - Transformers in Vision/72 - Understanding VITs.mp4	421.95 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/17 - Transformers in Vision/73 - Building VITs from scratch.mp4	398.60 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/17 - Transformers in Vision/74 - Finetuning Huggingface VITs.mp4	206.56 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/17 - Transformers in Vision/75 - Model Evaluation with Wandb.mp4	140.20 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/17 - Transformers in Vision/76 - Data efficient Transformers.mp4	72.81 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/17 - Transformers in Vision/77 - Swin Transformers.mp4	192.24 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	205.43 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/18 - Deploying the Image classification model/79 - Understanding quantization.mp4	268.18 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/18 - Deploying the Image classification model/80 - Practical quantization of Onnx Model.mp4	64.98 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/18 - Deploying the Image classification model/81 - Quantization Aware training.mp4	160.53 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/18 - Deploying the Image classification model/82 - Conversion to tensorflowlite model.mp4	154.69 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/18 - Deploying the Image classification model/83 - How APIs work.mp4	127.92 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/18 - Deploying the Image classification model/84 - Building API with Fastapi.mp4	674.94 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/18 - Deploying the Image classification model/85 - Deploying API to the Cloud.mp4	100.22 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/18 - Deploying the Image classification model/86 - Load testing API.mp4	106.35 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/2 - Tensors and variables/10 - Sparse Tensors.mp4	18.03 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/2 - Tensors and variables/11 - String Tensors.mp4	23.02 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/2 - Tensors and variables/12 - Variables.mp4	44.94 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/2 - Tensors and variables/3 - Basics.mp4	43.54 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/2 - Tensors and variables/4 - Initialization and Casting.mp4	406.53 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/2 - Tensors and variables/5 - Indexing.mp4	77.57 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/2 - Tensors and variables/6 - Maths Operations.mp4	215.04 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/2 - Tensors and variables/7 - Linear Algebra Operations.mp4	371.50 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/2 - Tensors and variables/8 - Common Methods.mp4	299.07 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/2 - Tensors and variables/9 - RaggedTensors.mp4	78.48 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/3 - PREREQUISCITE Building neural networks with Tensorflow/13 - Understanding the Task.mp4	30.55 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/3 - PREREQUISCITE Building neural networks with Tensorflow/14 - Data Preparation.mp4	276.34 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/3 - PREREQUISCITE Building neural networks with Tensorflow/15 - Linear Regression Model.mp4	105.13 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/3 - PREREQUISCITE Building neural networks with Tensorflow/16 - Error Sanctioning.mp4	95.16 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/3 - PREREQUISCITE Building neural networks with Tensorflow/17 - Training and Optimization.mp4	116.68 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/3 - PREREQUISCITE Building neural networks with Tensorflow/18 - Performance Measurement.mp4	21.96 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/3 - PREREQUISCITE Building neural networks with Tensorflow/19 - Validation and Testing.mp4	135.69 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/3 - PREREQUISCITE Building neural networks with Tensorflow/20 - Corrective Measures.mp4	195.84 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/4 - Building convnets with tensorflow/21 - Understanding the Task.mp4	63.76 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/4 - Building convnets with tensorflow/22 - Data Preparation.mp4	160.60 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/4 - Building convnets with tensorflow/23 - Data Visualization.mp4	16.84 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/4 - Building convnets with tensorflow/24 - Data Processing.mp4	54.47 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	348.69 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/4 - Building convnets with tensorflow/26 - Building ConvNets with TensorFlow.mp4	44.70 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/4 - Building convnets with tensorflow/27 - Binary Crossentropy Loss.mp4	47.15 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/4 - Building convnets with tensorflow/28 - Training.mp4	113.73 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/4 - Building convnets with tensorflow/29 - Model Evaluation and Testing.mp4	39.69 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/4 - Building convnets with tensorflow/30 - Loading and Saving tensorflow models to gdrive.mp4	128.91 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	138.42 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/5 - Building more advanced TensorFlow Models with Functional API Subclassing and Cu/32 - Model Subclassing.mp4	119.56 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/5 - Building more advanced TensorFlow Models with Functional API Subclassing and Cu/33 - Custom Layers.mp4	135.67 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/6 - Evaluating Classification Models/34 - PrecisionRecallAccuracy.mp4	211.38 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/6 - Evaluating Classification Models/35 - Confusion Matrix.mp4	62.32 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/6 - Evaluating Classification Models/36 - ROC curve.mp4	50.20 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/7 - Improving Model Performance/37 - Callbacks with TensorFlow.mp4	217.35 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/7 - Improving Model Performance/38 - Learning Rate Scheduling.mp4	136.79 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/7 - Improving Model Performance/39 - Model Checkpointing.mp4	61.80 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/7 - Improving Model Performance/40 - Mitigating Overfitting and Underfitting with Dropout Regularization.mp4	202.12 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	424.03 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	161.86 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	344.20 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	617.51 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/9 - Advanced Tensorflow/45 - Custom Loss and Metrics in TensorFlow 2.mp4	176.08 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/9 - Advanced Tensorflow/46 - Eager and Graph Modes in TensorFlow 2.mp4	88.71 MB
[TutsNode.net] - Deep Learning Image Classification with Tensorflow in 2023/9 - Advanced Tensorflow/47 - Custom Training Loops in TensorFlow 2.mp4	234.88 MB

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Deep Learning Image Classification with Tensorflow in 2023