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Machine Learning for Natural Language Processing

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Course Description

Welcome to Innovative Skills, your trusted partner in harnessing the potential of Natural Language Processing (NLP) through state-of-the-art Machine Learning solutions. Our mission is to empower your organization with innovative skills and technology that will revolutionize the way you interact with language data.

Topic 1

  • Introduction to Python Variables

Topic 2

  • Variables
  • Data Types
  • and Operators

Topic 3

  • Control Structures and Loops

Topic 4

  • Functions and Modules in Python

Topic 5

  • File Handling in Python

Topic 6

  • Introduction to Data Science

Topic 7

  • Introduction to NumPy

Topic 8

  • Data Manipulation with Pandas

Topic 9

  • Text Preprocessing in Python

Topic 10

  • Text Vectorization with NumPy and Pandas

Topic 11

  • Sentiment Analysis with Python

Topic 12

  • Text Classification with Python

Topic 13

  • Deep Learning Basics with Python

Topic 14

  • NLP Libraries in Python

Topic 15

  • Introduction to Recurrent Neural Networks (RNNs)

Topic 16

  • Building and training RNNs for NLP tasks

Topic 17

  • Understanding Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU)

Topic 18

  • Building and training LSTM and GRU models for NLP tasks

Topic 19

  • Sequence Models for NLP - Transformers

Topic 20

  • Named Entity Recognition (NER) with Python for NLP Task

Topic 21

  • Building text generation models for NLP

Topic 22

  • Introduction to language models

Topic 23

  • Fine-tuning language models for specific NLP tasks

Topic 24

  • Sequence-to-Sequence Models for NLP

Topic 25

  • Building Chatbots and Conversational AI

Topic 26

  • Text Similarity and Clustering for NLP

Topic 27

  • Text Summarization for NLP

Topic 28

  • Solve a Research Problem using NLP - Milestone Project

Evaluation

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Tasfiq Kamran

Aminul Mahi

Shaiful Islam

MD Asadullah Shibli

Obaydullah Hasib

Nirban Mitra Joy

Md Maniruzzaman Manir

Md Anower Hossain

Mehedi Azad

Alomghir Hossain

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Key Topics:

  • System Design
  • Text Processing
  • Different Types of ML & AI
  • Text Classification & Chat System
  • Large Language Model

Price

5000

Discount Price

3000

Duration

3 Months

Available Seats

64

Class Type

Live

Access

Lifetime

Time

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01705644008
innovativeskillsbd@gmail.com

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