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Mathematical Functions of Common Metrics

 29-10-2024 23-10-2024 blogs   4 minutes read ( About 630 words)
Mathematical functions of common metrics for model evaluation in the fields of NLP, CV, and time series analysis.

 DL, NLP, ML, Theory, NoCode, Math, Model Eval, ModelMetricsFunc
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ConvNets

 27-10-2024 24-10-2024 blogs   7 minutes read ( About 1015 words)
Description of Convolutional neural network in Deep Learning

 DL, NLP, ML, CNN, Theory, NoCode, SoftMax, CNN Layers, Neural Networks, FC Layers, Pooling Layers
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CNNs for Text Classification

 16-10-2024 24-10-2024 blogs   15 minutes read ( About 2186 words)
CNNs for Text Classification

 Word2Vec, Word Embedding, Convolution Layers, Max Pooling, DL, NLP, ML, CNN, Theory, NoCode
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Configure and deploy models on Kubeflow

 02-10-2024 24-10-2024 projects   an hour read ( About 9678 words)
How to Configure Kubeflow on AWS EC2 and Deploy a Complete Model Inference Service on KServe in 2024 [Step-by-Step Guide]

 DL, ML, PROJECTS, Conda, CICD, AWS, EC2, EKS, Docker, K8s, End-to-End, MLOps, Kubeflow, Bash, Python, Git, MinIO, Kserve, kfp, argo, Tekton
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Time Series Forecasting

 01-10-2024 24-10-2024 projects   an hour read ( About 6876 words)
Time series forecasting based on a weather time serires dataset partial machine learning and neural network algorithms for prediction tasks

 DL, ML, CNN, ModelMetricsFunc, PROJECTS, Python, prediction, TSF, RNN, LSTM, MLflow, ModelEval, Visualistion
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Configure and deploy models on Sagemaker

 31-07-2024 24-10-2024 projects   9 minutes read ( About 1295 words)
Deploy the VGG19 model to AWS sagemaker and make inference

 DL, ML, PROJECTS, CICD, AWS, Docker, End-to-End, MLOps, Python, ECR, S3
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Neural style transfer

 31-07-2024 24-10-2024 projects   17 minutes read ( About 2577 words)
Neural style transfer based on Tensorflow VGG19 model and Keras

 DL, ML, PROJECTS, Python, Tensorflow, Keras, CV, VGG19, AIgenerative, GradientDescent, VariationLoss
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Neural machine translation

 31-05-2024 24-10-2024 projects   25 minutes read ( About 3793 words)
Neural machine translation with basic Seq-to-Seq Transformer Architecture and Keras

 DL, NLP, ML, PROJECTS, Python, Seq-to-Seq, Tensorflow, Keras, transformer, tokenizer, self-attention, translation
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Jiahe(Paddy) ZHAO

Jiahe(Paddy) ZHAO

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Mathematical Functions of Common Metrics

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