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Pytorch Deep Learning

LeeAndro

Trusted Editor
Trusted Editor
Pytorch Deep Learning
MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch
Genre: eLearning | Language: English + .srt | Duration: 38 lectures (5h 16m) | Size: 2.1 GB

Welcome to Pytorch Deep Learning From Zero To Hero Series.


From Zero To Hero

Python

Pytorch

BERT

Deep Learning

Image Processing

Natural Language Processing

Neural Network

Gradient Descent

transformers

huggingface

python basic syntax

basic programming skill

Pytorch Deep Learning Course(Colab Hands-On)

In this course, you will be able to master implementing deep neural network including BERT transfer learning by using pytorch yourself by colab. Each Section will have one assignment for you to think and code yourself. The Agenda is below.

Agenda:

Introduction

Google Colaboratory

Neuron

Perceptron

Make Your Perceptron Trainable

Normalize Data

Activation Function

Loss Function

Gradient Descent

Elegant Pytorch Gradient Descent

Final Project

Final Project Explained

Multi Layer Perceptron(MLP)

One Hot Encoding

Prepare data for MLP

Define MLP

Train & Evaluate MLP

Final Project for MLP

FCNN Explained

FCNN LOVE Letters Classification using MLP

Final Project For FCNN

CNN Explained

CNN Prepare data(Fashion MNIST)

CNN Define Model

CNN Train&Evaluate Model

CNNInference

Final Project For CNN

RNN Explained

RNN Prepare data

RNN Define Model

RNN Train Model

RNN Inference

BERT Sesame Street

BERT Prepare Data IMDB

BERT Model definition

BERT Model Training

BERT Model Evaluation

BERT Model Prediction

BERT Final Project

Bner python developers who are curious about deep learning

Bner python developers who are curious about pytorch

Bner python developers who are curious about Natural Language Processing

Bner python developers who are curious about huggingface

Python developers who are curious about implementing BERT transfer learning model



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