Deep Learning: NLP for Sentiment analysis & Translation 2023

سرفصل های دوره

Master and Deploy Sentiment analysis and machine translation solutions with Tensorflow and Hugggingface Transformers

1 - Introduction

1 - Welcome

2 - General intro

2 - Tensors and variables

3 - Basics

4 - Initialization and Casting

5 - Indexing

6 - Maths Operations

7 - Linear algebra operations

8 - Common methods

9 - Ragged tensors

10 - Sparse tensors

11 - String tensors

12 - Variables

3 - PREREQUISCITE Building neural networks with tensorflow

13 - Task understanding

14 - Data preparation

15 - Linear regression model

16 - Error sanctioning

17 - Training and optimization

18 - Performance measurement

19 - Validation and testing

20 - Corrective measures

4 - Text Preprocessing for Sentiment Analysis

21 - Understanding Sentiment Analysis

22 - Text Standardization

23 - Tokenization

24 - Onehot encoding and Bag of Words

25 - Term frequency Inverse Document frequency TFIDF

26 - Embeddings

5 - Sentiment Analysis with Recurrent neural networks

27 - How Recurrent neural networks work

28 - Data preparation

29 - Building and training RNNs

30 - Advanced RNNs LSTM and GRU

31 - 1D Convolutional Neural Network

6 - Sentiment Analysis with transfer learning

32 - Understanding Word2vec

33 - Integrating pretrained Word2vec embeddings

34 - Testing

35 - Visualizing embeddings

7 - Neural Machine Translation with Recurrent Neural Networks

36 - Understanding Machine Translation

37 - Data Preparation

38 - Building training and testing Model

39 - Understanding BLEU score

40 - Coding BLEU score from scratch

8 - Neural Machine Translation with Attention

41 - Understanding Bahdanau Attention

42 - Building training and testing Bahdanau Attention

9 - Neural Machine Translation with Transformers

43 - Understanding Transformer Networks

44 - Building training and testing Transformers

45 - Building Transformers with Custom Attention Layer

46 - Visualizing Attention scores

10 - Sentiment Analysis with Transformers

47 - Sentiment analysis with Transformer encoder

48 - Sentiment analysis with LSH Attention

11 - Transfer Learning and Generalized Language Models

49 - Understanding Transfer Learning

50 - Ulmfit

51 - Gpt

52 - Bert

53 - Albert

54 - Gpt2

55 - Roberta

56 - T5

12 - Sentiment Analysis with Deberta in Huggingface transformers

57 - Data Preparation

58 - Buildingtraining and testing model

13 - Neural Machine Translation with T5 in Huggingface transformers

59 - Dataset Preparation

60 - Buildingtraining and testing model

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تولید کننده: Udemy-Training